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https://hal-insu.archives-ouvertes.fr/insu-03859253/file/tc-16-4251-2022.pdf
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Effects of topographic and meteorological parameters on the surface area loss of ice aprons in the Mont Blanc massif (European Alps)
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To cite this version: Suvrat Kaushik, Ludovic Ravanel, Florence Magnin, Yajing Yan, Emmanuel Trouve, et al.. Effects
of topographic and meteorological parameters on the surface area loss of ice aprons in the Mont
Blanc massif (European Alps). The Cryosphere, 2022, 16, pp.4251-4271. 10.5194/tc-16-4251-2022. insu-03859253 Effects of topographic and meteorological parameters on
the surface area loss of ice aprons in the Mont Blanc
massif (European Alps) Suvrat Kaushik, Ludovic Ravanel, Florence Magnin, Yajing Yan, Emmanuel
Trouve, Diego Cusicanqui Distributed under a Creative Commons Attribution 4.0 International License Correspondence: Suvrat Kaushik (suvrat.kaushik@univ-smb.fr) Correspondence: Suvrat Kaushik (suvrat.kaushik@univ-smb.fr) Received: 13 May 2022 – Discussion started: 16 June 2022
Revised: 15 September 2022 – Accepted: 26 September 2022 – Published: 12 October 2022 Received: 13 May 2022 – Discussion started: 16 June 2022
Revised: 15 September 2022 – Accepted: 26 September 2022 – Published: 12 October 2022 Abstract. Ice aprons (IAs) are part of the critical compo-
nents of the Alpine cryosphere. As a result of the changing
climate over the past few decades, deglaciation has resulted
in a surface decrease of IAs, which has not yet been docu-
mented, except for a few specific examples. In this study, we
quantify the effects of climate change on IAs since the mid-
20th century in the Mont Blanc massif (western European
Alps). We then evaluate the role of meteorological param-
eters and the local topography in the behaviour of IAs. We
precisely mapped the surface areas of 200 IAs using high-
resolution aerial and satellite photographs from 1952, 2001,
2012 and 2019. From the latter inventory, the surface area
of the present individual IAs ranges from 0.001 to 0.04 km2. IAs have lost their surface area over the past 70 years, with
an alarming increase since the early 2000s. The total area,
from 7.93 km2 in 1952, was reduced to 5.91 km2 in 2001
(−25.5 %) before collapsing to 4.21 km2 in 2019 (−47 %
since 1952). We performed a regression analysis using tem-
perature and precipitation proxies to better understand the ef-
fects of meteorological parameters on IA surface area varia-
tions. We found a strong correlation between both proxies
and the relative area loss of IAs, indicating the significant in-
fluence of the changing climate on the evolution of IAs. We
also evaluated the role of the local topographic factors in the
IA area loss. At a regional scale, factors like direct solar ra-
diation and elevation influence the behaviour of IAs, while
others like curvature, slope and size of the IAs seem to be
rather important on a local scale. 1
Introduction The predicted shift in climate dynamics over the next decades
will undoubtedly have severe consequences on the high
mountain environments, primarily on glacier extent (Rafiq
and Mishra, 2016; Kraaijenbrink et al., 2017; IPCC, 2021),
permafrost (Magnin et al., 2017) and ice and snow cover
(Rastner et al., 2019; Guillet and Ravanel, 2020). The effects
of climate change on glaciers constitute a remarkably well-
discussed topic in the scientific community (Yalcin, 2019). Meteorological parameters (mainly temperature and pre-
cipitation) are the main driving forces responsible for these
changes (Scherler et al., 2011; Bolch et al., 2012; Davies et
al., 2012). Shifting temperature and precipitation trends lead
to the advance or retreat of glaciers both in volume and sur-
face area (Liu et al., 2013; Yang et al., 2019). On a regional
and global scale, many authors have studied the impacts of
climate warming on glacier retreats and, consequently, on the
hydrology of the mountain environments (e.g. Baraer et al.,
2012; Sorg et al., 2014; Frans et al., 2016; Coppola et al.,
2018). However, as observed by Furbish and Andrews (1984),
Oerlemans et al. (1998), Hoelzle et al. (2003), and Salerno et
al. (2017), glaciers present in the same climate regime can re-
spond to climate change in different ways. The local climate
variations can partly explain these variable responses. How-
ever, many of these variations result from different morpho-
metric (size, shape, length) and topographic (altitude, slope,
aspect, curvature, terrain ruggedness) characteristics. HAL Id: insu-03859253
https://insu.hal.science/insu-03859253v1
Submitted on 18 Nov 2022 L’archive ouverte pluridisciplinaire HAL, est
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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 The Cryosphere, 16, 4251–4271, 2022
https://doi.org/10.5194/tc-16-4251-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs Also, they are typically present in extremely
challenging topographies on isolated steep slopes. Cogley et
al. (2011) specified that IAs are “lying above the head of a
glacial bergschrund which separates the flowing glacier ice
from the stagnant ice, or a rock headwall”. shrinkage since the 1990s. They linked the loss of IA area
with meteorological parameters, mainly air temperature and
precipitation. It was thus the first documented evidence that
IAs have been losing ice volume due to the changing climate. However, since this study was local and based on only a few
IAs, the authors could not consider other factors, such as
the local topography critical for small glacier bodies (Hock,
2003; Laha et al., 2017). Thus, to overcome these limitations, we propose a large-
scale analysis to ascertain the relationship of the area loss of
IAs with the meteorological parameters, mainly air tempera-
ture and precipitation, using a more comprehensive database
(ca. 200 IAs) covering the whole MBM. The large inventory
of IAs has been surveyed thanks to high-resolution aerial
and satellite images from 1952, 2001, 2012 and 2019. Fur-
ther, based on our inventory, we also evaluate the impacts
of the topographic/geometric controls on the area changes
of IAs. For this, we consider the size of IA, elevation/alti-
tude, slope, curvature, topographic ruggedness index (TRI),
direct solar radiation and permafrost conditions (classified
together as topographic factors) based on past studies on
similar themes (e.g. Oerlemans et al., 1998; Warren, 2008;
DeBeer and Sharp, 2009; Jiskoot et al., 2009; Davies et al.,
2012; Salerno et al., 2017). Because of their presence on steep slopes, IAs are essen-
tial natural elements for the practice of mountaineering, espe-
cially in famous destinations like MBM (Barker, 1982). IAs
are passing points for many classic mountaineering routes
(Mourey et al., 2019). Hence, the loss of IAs is a severe
threat to the iconic practice of mountaineering, inscribed in
2019 by UNESCO on the Representative List of the Intangi-
ble Cultural Heritage of Humanity. IAs on steep rock walls
also carry the critical role of covering steep rock slopes and
preventing them from direct exposure to direct solar radia-
tion, thus partly preventing the warming of the underlying
permafrost. In addition, a recent study by Guillet et al. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs Several studies have been devoted to understanding the
linkage between topographic factors and the response of
glacier/ice bodies (e.g. Davies et al., 2012; De Angelis, 2014;
Salerno et al., 2017). Figure 1. The Mont Blanc massif (western European Alps). A
total of 200 IAs (red stars) were digitized accurately on high-
resolution images. The glacier outlines (in blue) come from Gardent
et al. (2014). The green line shows the border between France, Italy
and Switzerland. The World Glacier Monitoring Service (WGMS) moni-
tors glacier changes in all the major mountain regions of the
world. However, most mapping and monitoring studies on a
global scale focus on massive glaciers since they are gener-
ally assessable and easier to monitor compared to other ice
features (Liu et al., 2013). Studies are rare for small glaciers or ice bodies, which
generally show a more pronounced response to climate
change (Oerlemans and Reichert, 2000; Triglav- ˇCekada and
Gabrovec, 2013; Fischer et al., 2015). This has led to a criti-
cal gap in our understanding of their behaviour and mass bal-
ance estimates. As part of this trend, ice aprons (IAs), some-
times also referred to as “rock faces partially covered with
ice” (Gruber and Haeberli, 2007; Hasler et al., 2011), have
also received poor attention from the scientific community. Figure 1. The Mont Blanc massif (western European Alps). A
total of 200 IAs (red stars) were digitized accurately on high-
resolution images. The glacier outlines (in blue) come from Gardent
et al. (2014). The green line shows the border between France, Italy
and Switzerland. These small ice accumulations on steep rock slopes are
commonly found in all significant glacierized basins world-
wide. However, a concrete and well-summarized definition
for IAs is still missing from the literature. Previously, many
authors like Benn and Evans (2010), Singh et al. (2011), and
Cogley et al. (2011) tried to define IAs, but the most pre-
cise definition for IAs up to now can be found in Guillet
and Ravanel (2020) for the Mont Blanc massif (MBM; Eu-
ropean Alps). These authors defined IAs as “very small (typ-
ically smaller than 0.1 km2 in extent) ice bodies of irregular
outline, lying on slopes > 40◦, regardless of whether they
are thick enough to deform under their weight”. The small
spatial extent of the IAs makes them very difficult to map
and monitor. Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 4252 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs hik et al.: Effects of topographic and meteorological parameters on the surface area loss of IA 2
Study area and the impacts of climate change in the
region area was 24 % of the total area from the end of the LIA to
2008 (Gardent et al., 2014). The reported loss of ice thick-
ness is also noteworthy. For example, the loss of ice thickness
at the front of the Mer de Glace glacier (1650 m a.s.l.) from
1986 to 2021 is 145 m; the Argentière glacier (1900 m a.s.l.)
has lost 80 m in thickness from 1994 to 2013 (Bauder et
al., 2007). At 3550 m a.s.l., the surface of the Géant glacier
also lowered by 20 m between 1992 and 2012 (Ravanel et
al., 2013). The glacier retreat and shrinkage concur with the
equilibrium line altitude (ELA) that rose by 170 m between
1984 and 2010 in the western Alps (Rabatel et al., 2013). As a result of the loss of ice volume, the density of open
crevasses has considerably increased, along with an increase
in bare ice areas. In some instances, ice volume loss leads
to instability of steep slopes, and serac falls from the front
of warm and cold glaciers are more frequent (Fischer et al.,
2006). This latter process can be typical during the warmest
periods of the year (Deline et al., 2012). Warming trends also
intensify moraine erosion, resulting in an increase in rock-
fall and landslide events (Deline et al., 2015; Ravanel et al.,
2018). Degradation/warming is another critical concern for
permafrost (e.g. Haeberli and Gruber, 2009). The Mont Blanc massif (Fig. 1) is located in the north-
western (external) Alps between France, Switzerland and
Italy. It covers ca. 550 km2 and displays some of the highest
peaks in the European Alps; a dozen peaks have elevations
greater than 4000 m a.s.l. The MBM thus shows a significant
variation in the elevation range throughout the massif; the
lowest point of the massif is at 1050 m a.s.l. (Chamonix), and
the highest, the top of Mont Blanc, is at 4808 m a.s.l. Because of its high elevation, the MBM is also the most
glacierized massif in the French Alps (Gardent et al., 2014). There are about 100 glaciers often bordered by steep rock
walls, including 12 glaciers larger than 5 km2. The steep and
irregular terrain facilitates the development of many unique
ice bodies like cold-based hanging glaciers or IAs. Figure 2
shows two examples of the locations of the IAs on the steep N
faces from the study region. 2
Study area and the impacts of climate change in the
region y
g
As a result of an asymmetry of the massif, six of the largest
glaciers are located on its NW French side, where slopes
are gentler than the Italian side and glaciers are well fed by
the westerly winds while melting is reduced by the protec-
tion of the shaded north faces. The SE Italian side is char-
acterized by smaller glaciers and generally steeper slopes
bounded by very high sub-vertical rock walls. This asym-
metry is also evidenced by the difference in the meteoro-
logical conditions observed on the two sides of the mas-
sif. For example, the mean annual air temperature (MAAT)
recorded in Chamonix (at 1044 m a.s.l.) is +7.2 ◦C, while
that in Courmayeur (1223 m a.s.l.) is +10.4 ◦C (Deline et al.,
2012). Comparing the annual MAAT values from 1934 to to-
day shows that MAAT increased by > 2.1 ◦C in Chamonix
(Météo-France data). Moreover, the increase in MAAT from
1970 to 2009 was almost 4 times faster than from 1934 to
1970 (Mourey et al., 2019). The MAAT also increased by
1.4 ◦C not only at lower elevations but also at elevations ex-
ceeding 4000 m a.s.l. between 1990 and 2014 (Gilbert and
Vincent, 2013). The MBM has experienced nine summers
characterized by heatwaves (where maximum temperatures
for at least three consecutive days exceed a heatwave tem-
perature threshold defined for the region) since 1990 (1994,
2003, 2006, 2009, 2015, 2017, 2018, 2019 and 2020), with
the one as recent as 2018 being the second (after 2003)
hottest. The average annual precipitation recorded for Cha-
monix is 1288 mm, and that for Courmayeur is 854 mm (Vin-
cent, 2002). The precipitation rates in the MBM have re-
mained relatively constant since the end of the LIA, but there
is a noticeable decrease in the number of snowfall days rel-
ative to the total precipitation days below 2700 m a.s.l. (Ser-
quet et al., 2011). 3
Data description This section describes all the datasets obtained from diverse
sources used in this study (Table 1). S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs (2021)
showed that the ice present at the base of the Triangle du
Tacul IA could be older than 3 ka, making IAs a potentially
important glacial heritage. Guillet and Ravanel (2020) showed that IAs in the MBM
have lost mass since the Little Ice Age (LIA). Based on six
different IAs, their study also showed an acceleration in the https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 4253 3.1
Digital elevation model Ice aprons and their locations in the MBM: (a) IAs on the N face of Grandes Jorasses (4208 m a.s.l.), photograph courtesy Ludovic
Ravanel, and (b) IAs on the headwall of the Argentière glacier separated by a bergschrund (3280 m a.s.l.), IGN orthophotos 2015. Table 1. Datasets used for the study. Table 1. Datasets used for the study. Data type
Source
Resolution (m/time)
Acquisition time/period
Optical
Orthoimages IGN
0.2
July 2015
Pleiades 1A PAN
0.5
25 Aug 2019, 19 Aug 2012
Sentinel 2
10
12 Sep 2019
SPOT 6
2.2
14 Sep 2019
Pleiades 1A XS
2
19 Aug 2012
Orthoimages IGN
0.5
Jul 2001
Orthoimages IGN
0.5
1952
Meteorological
Col du Grand Saint Bernard weather station (2469 m a.s.l.)
daily
1952–2019
Aiguille du Midi weather station (3840 m a.s.l.)
daily
2007–2018
SAFRAN reanalysis
daily
1958–2019 Resolution (m/time)
Acquisition time/period of the ice bodies, we could only work with high-resolution
optical images covering the entire MBM. We were thus lim-
ited by only one set of excellent quality images for 1952 and
2001, as very high-resolution images for this study period
were unavailable from any other source. Hence our mapping
exercise relied only on the orthoimages for these two time pe-
riods. For 2012 and 2019, we had data from multiple sources
(Pleiades, SPOT and orthoimages) to deal with the problems
associated with the lack of coverage, cloud cover, illumina-
tion, shadow and seasonal snow cover that made visual in-
terpretation difficult. We used a combination of Pleiades and
SPOT 6 XS images for mapping the IA boundaries, with val-
idation of results conducted with the help of the orthoim-
ages. To avoid overestimating the extent of IAs, we utilized
images acquired at the end of the summer period (late Au-
gust or early September). Considering that our optical images
came from many sources, it was necessary to accurately co-
register all images. We used the automatic image-to-image
co-registration tool in ENVI 5.6. The process included lo-
cating and matching several feature points called tie points resolution, robust 4 m DEM was obtained at the end of the
processing steps. More detailed information about the pro-
cessing parameters for DEM generation and co-registration
can be found in Kaushik et al. (2021). We used this DEM
to compute topographic parameters like slope, aspect, curva-
ture, elevation, TRI, mean annual rock surface temperature
(MARST) and direct solar radiation. 3.1
Digital elevation model Since one of the main aims of our study was to perform a
joint analysis of the behaviour of small ice bodies and the
local topography, it was paramount to have a robust high-
resolution and accurate digital elevation model (DEM) for
the study region. To avoid the uncertainties that most global
DEMs are plagued with and to overcome the problem of dif-
ferent DEM origins on the French and Italian sides of the
MBM, we built our own DEM. As part of the CNES Kalideos
Alps project, stereoscopic sub-metre resolution optical im-
ages from the Pleiades constellation were acquired. Using
the pair of stereo panchromatic images (25 August 2019), a
4 m resolution DEM was computed using the Ames Stereo
Pipeline (ASP), an open-source processing chain developed
by Shean et al. (2016). The parameters used for the pro-
cessing were kept the same as those of Marti et al. (2016). The second part of the processing involved accurately co-
registering the newly built DEM with an existing refer-
ence DEM of high precision and accuracy. For this pur-
pose, we used the automatic DEM co-registration method-
ology given by Nuth and Kääb (2011). To co-register the
source 4 m Pleiades DEM (Fig. 3a) we used a 2 m lidar DEM
for the area around the Argentière glacier (8 × 2.5 km spa-
tial extent) (Fig. 3b) built by the Institut des Géosciences
de l’Environnement (IGE). A precisely co-registered, high- Global warming has led to a general retreat trend of the
MBM glaciers since the end of the LIA despite small re-
advances culminating in 1890, the 1920s and the 1980s
(Bauder et al., 2007). The recorded loss of glacier surface https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4254 Figure 2. Ice aprons and their locations in the MBM: (a) IAs on the N face of Grandes Jorasses (4208 m a.s.l.), photograph courtesy Ludovic
Ravanel, and (b) IAs on the headwall of the Argentière glacier separated by a bergschrund (3280 m a.s.l.), IGN orthophotos 2015. Figure 2. 3.2
Optical aerial and satellite images This study relies on high-resolution aerial and satellite im-
ages (Table 1). Working with data from different sources al-
lowed us to tap into the wealth of data for comparison. Span-
ning over seven decades and covering the entire MBM, or-
thoimages for 1952, 2001 (0.5 m resolution) and 2015 (0.2 m
resolution) were downloaded from Géoportail IGN (French
Institut national de l’information géographique et forestière),
while the panchromatic and XS images from SPOT 6 and
Pleiades at 2.2 and 0.5 m respectively were downloaded from
the Kalideos Alps website. Considering the small dimensions https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 4255 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs Figure 3. (a) The source Pleiades DEM used for further analysis; (b) the reference lidar DEM of the Argentière glacier used for co-
registration. Figure 3. (a) The source Pleiades DEM used for further analysis; (b) the reference lidar DEM of the Argentière glacier used for co-
registration. Figure 3. (a) The source Pleiades DEM used for further analysis; (b) the reference lidar DEM of the A
registration. Pleiades DEM used for further analysis; (b) the reference lidar DEM of the Argentière glacier used for c GSB represents a similar climatological regime to the MBM,
and the weather records were available for an extended pe-
riod starting from the 1860s. Such long-term weather records
were unavailable from any weather station in the MBM. Since all IAs are located at elevations above the elevation
of the GSB weather station, it was necessary to transform
the weather records to an elevation closer to the average ele-
vation range of the IAs. For this reason, it was necessary to
transform the data from the GSB station using the weather
records from the AdM weather station (data available since
2007). Guillet and Ravanel (2020) found a strong correlation
between the monthly averaged AdM and GSB temperature
records and were able to transform the GSB temperatures
using a linear model: in a reference image and a warped image selected for co-
registration. Here, we used the Pleiades panchromatic image
of 2019 as a reference, and all the warped images were ac-
cordingly co-registered. 3.3
Meteorological data Proxies to define accumulation and ablation phases were
built to explore the correlated variations in the surface area
of IAs with the changing climate. A similar study for six IAs
was performed by Guillet and Ravanel (2020); we aim to test
the validity of their results with a more extensive database
(ca. 200 IAs) in the entire MBM. Since the IAs are spread
across different elevation ranges, we tested the results using
the SAFRAN reanalysis product (Vernay et al., 2019) that
produces gridded temperature, precipitation, wind speed, and
other datasets of meteorological variables at an hourly time
step. These data were available as NetCDF files from 1958
for all the French massifs; at elevation belts every 300 m; at
0, 20, and 40◦slopes; and for all eight aspects (N, NE, E,
SE, S, SW, W, NW). Our study is based on two different me-
teorological datasets described in the subsections below to
compare the differences. TAdM = αTGSB i + β + ri,
(1)
where α = 0.87 (slope), β = −7.7 ◦C (intercept) and r TAdM = αTGSB i + β + ri,
(1)
where α = 0.87 (slope), β = −7.7 ◦C (intercept) and r
(residuals) has zero mean. TAdM = αTGSB i + β + ri,
(1) (1) where α = 0.87 (slope), β = −7.7 ◦C (intercept) and r
(residuals) has zero mean. No transformation for the precipitation values was per-
formed as this relation is tough to establish and not always
linear (Smith, 2008). Hence, the original GSB precipita-
tion values were used for the analysis. Using these weather
records, Guillet and Ravanel (2020) found a robust correla-
tion between ablation and accumulation proxies and the sur-
face area change of six IAs. We used the same datasets to
test for similar potential relationships for ca. 200 IAs, and
the results are shown in Sect. 5.3. 3.2
Optical aerial and satellite images Both coarse and fine co-registration
procedures were performed, and the co-registration process
was stopped when the RMSE values achieved were less than
half the pixel resolution of the warped image based on the
recommendations of Han and Oh (2018). A more detailed
description of the co-registration process was discussed in
Kaushik et al. (2021). 3.3.1
Meteorological datasets used by Guillet and
Ravanel (2020) Since the study from Guillet and Ravanel (2020) involved
a small number of IAs, the disparity arising from elevation
differences of IAs (in turn, the temperature and precipitation
coming from weather stations at a fixed elevation) could have
been minimized or not well represented. We decided to use
the SAFRAN reanalysis product and checked for similar po-
tential relationships of climate variables with the surface area
change of IAs. The first problem we encountered was that The first part of our analysis follows a similar methodol-
ogy followed by Guillet and Ravanel (2020) in their analysis. Like their study, we used homogenized weather records from
the Col du Grand Saint Bernard (GSB), located close to the
MBM at 2469 m a.s.l. and provided by MeteoSwiss and from
the Aiguille du Midi (AdM) cable car station (3810 m a.s.l.). https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4256 4256
S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of
Figure 4. SAFRAN reanalysis product temperature time series from 1952–2019 for different elevations in the MBM. The figure show
variation of the mean annual temperatures for the entire study period. Figure 4. SAFRAN reanalysis product temperature time series from 1952–2019 for different elevations in the MBM. The figure shows the
variation of the mean annual temperatures for the entire study period. Figure 4. SAFRAN reanalysis product temperature time series from 1952–2019 for different elevations in the MBM. The figure shows the
variation of the mean annual temperatures for the entire study period. Figure 4. SAFRAN reanalysis product temperature time series from 1952–2019 for different elevations in the MBM. The figure shows the
variation of the mean annual temperatures for the entire study period. Figure 5. Correlation between the monthly averaged temperature
measurements at the Col du Grand Saint Bernard (GSB) and the
SAFRAN reanalysis data at 2400 m a.s.l. As previously stated, a similar relationship for precipita-
tion was tough to establish. Hence, for the analysis, we used
the SAFRAN precipitation data from 1958 and extrapolated
the precipitation values from the GSB weather station to all
elevation bands of SAFRAN data before 1958 (6 years up
to 1952). 3.3.1
Meteorological datasets used by Guillet and
Ravanel (2020) However, taking a cue from the previous study of
Guillet and Ravanel (2020), we expect this impact to be in-
significant when considering the results over seven decades. 4.1
Mapping the surface area of IAs from
high-resolution satellite images Figure 5. Correlation between the monthly averaged temperature
measurements at the Col du Grand Saint Bernard (GSB) and the
SAFRAN reanalysis data at 2400 m a.s.l. Figure 5. Correlation between the monthly averaged temperature
measurements at the Col du Grand Saint Bernard (GSB) and the
SAFRAN reanalysis data at 2400 m a.s.l. IA boundaries were manually delineated/digitized by the first
author of this paper to maintain data consistency in a ge-
ographic information system (GIS) environment for 1952,
2001, 2012 and 2019. The problem of seasonal snow, which
can lead to an overestimation of surface areas, was avoided
using images at the end of the ablation period. The differen-
tiation of IAs from other snow/ice bodies relies on the slope
angle (we only consider ice bodies on slopes > 40◦to be
IAs) and whether they are thick enough to deform under their
own weight and show movement, like in the case of hanging
glaciers. The slope mask to remove areas with slopes < 40◦
was built in ArcGIS 10.6 using the Pleiades DEM. Figure 6
shows the variations in the surface areas of IAs over the study
period. It also highlights the importance of high-resolution
images because of the small dimensions of our studied ice
bodies. However, these data are not always available in the
best quality for the past periods as we could only very ac-
curately map 200 IAs (out of the total 423 IAs reported in
Kaushik et al., 2021) for all the periods. These 200 IAs were
selected carefully after a detailed visual inspection and con-
sidering issues related to shadow and illumination. Since a
point-based correlation analysis (with meteorological and to- the SAFRAN data starts from 1958, while our first images
date from 1952. Therefore, for comparison, it was essential
to interpolate the missing data for the 6 years before 1958
(Fig. 4). Like the previous methodology, we looked for a lin-
ear relationship between the SAFRAN temperature data (at
2400 m a.s.l. elevation belt) and the GSB temperature data. We again found a strong correlation between the two datasets
(Fig. 5) which helped us transform the data using the SAFRAN data starts from 1958, while our first images
date from 1952. Therefore, for comparison, it was essential
to interpolate the missing data for the 6 years before 1958
(Fig. 4). 4.1
Mapping the surface area of IAs from
high-resolution satellite images Like the previous methodology, we looked for a lin-
ear relationship between the SAFRAN temperature data (at
2400 m a.s.l. elevation belt) and the GSB temperature data. We again found a strong correlation between the two datasets
(Fig. 5) which helped us transform the data using TSAFRAN2400 = αTGSB i + β + ri,
(2) (2) where α = 1.01 (slope), β = −1.35 ◦C (intercept) and r
(residuals) has zero mean. For the SAFRAN data estimated (2400 m a.s.l.) from
1952, we extrapolated the data for all elevation bands. We
used a standard gradient of −0.53 ◦C (100 m)−1 increase in
elevation based on the observations of Magnin et al. (2015)
for the MBM. https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4257 Figure 6. IA extent delineated on high-resolution images: (a) orthophotos 1952, (b) orthophotos 2001, (c) Pleiades panchromatic 2012 and
(d) Pleiades panchromatic 2019. The different coloured polygons represent the surface area for each date. The orthophotos are courtesy of
the IGN, while the Pleiades images were acquired as part of the CNES Kalideos Alps project. hotos 1952, (b) orthophotos 2001, (c) Pleiades panchromatic 2012 and
present the surface area for each date. The orthophotos are courtesy of
S Kalideos Alps project. Figure 6. IA extent delineated on high-resolution images: (a) orthophotos 1952, (b) orthophotos 2001, (c) Pleiades panchromatic 2012 and
(d) Pleiades panchromatic 2019. The different coloured polygons represent the surface area for each date. The orthophotos are courtesy of
the IGN, while the Pleiades images were acquired as part of the CNES Kalideos Alps project. the size of IAs. The factors we considered for our analysis
are elevation, slope, aspect, curvature, TRI, direct solar radi-
ation (all estimated in ArcGIS 10.6), MARST and size of the
IAs. The topographic parameters are generated using the 4 m
Pleiades DEM described in Sect. 3.1. pographic parameters) requires very high accuracy and pre-
cision of mapping, any significant uncertainty would have
resulted in a major bias in our correlation estimates. To avoid
this, we used only 200 of the best mapped IAs for the correla-
tion analysis. 4.2.1
Direct solar radiation Direct solar radiation (DSR) measures the potential total in-
solation across a landscape or at a specific location. On a lo-
cal scale, components such as topographic shading, slope and
aspect control the radiation distribution (Olson and Rupper,
2019). For estimating the DSR, the viewshed algorithm was
run based on a uniform sky and a fixed atmospheric trans-
missivity value of 1. Mahmoud Sabo et al. (2016) showed the
application of these algorithms in areas of rough topography. The total DSR (DSRtot) for a given location is calculated as
the sum of the DSR (Dirθ,α) from all the sun sectors (cal-
culated for every sun position at 30 min intervals throughout 4.1
Mapping the surface area of IAs from
high-resolution satellite images However, for the estimation of the total area of
IAs in 1952, 2001, 2012 and 2019, as described in Sect. 5.2,
we use the complete database of 423 IAs with the assump-
tion that overall, for the entire database, the uncertainty in
the mapping (± the surface area) cancels out eventually and
becomes insignificant. 4.2
Generation of topo-climatic parameters The relative area loss of IAs for three time periods, i.e. 1952
to 2001, 2001 to 2012, and 2012 to 2019, is analysed with all
topographic factors. The area loss is expressed as a relative
percentage of the area lost between the first observation and
the next. Authors like Salerno et al. (2017) have also used
absolute values, but for our study, this would not give a fair
estimation for the analysis as it generates a bias based on 4.2.4
Mean annual rock surface temperature (2012) (rock model 2) for the entire European Alps using
a set of 53 MARST measurement points. The MAAT of the
1961–1990 period was used to calculate MARST, represent-
ing a steady state. 4.2.4
Mean annual rock surface temperature MARST estimates the average annual temperature of the
rock surface governed mainly by the potential incoming so-
lar radiation (PISR) and the mean annual air temperature
(MAAT). The method for estimating MARST is described
by Boeckli et al. (2012) and Magnin et al. (2019). The esti-
mation is based on a multiple linear regression model with
the form DSRθ,α = SConst · (βm(θ)) · SunDurθ,α
· SunGapθ,α · cos(AngInθ,α),
(4) (4) where SConst
is the solar constant with a value of
1367 W m−2; β is the transmissivity of the atmosphere (aver-
aged over all wavelengths) for the shortest path (in the direc-
tion of the zenith); m(θ) is the relative optical path length,
measured as a proportion relative to the zenith path length;
SunDurθ,α is the time duration represented by the sky sector;
SunGapθ,α is the gap fraction for the sun map sector; and
AngInθ,α is the angle of incidence between the centroid of
the sky sector and the axis normal to the surface. Y = α +
Xk
i=1θiXi + ε,
(5) (5) where Y is the value for MARST, α is the intercept term,
θiXi represents the model’s k variables (PISR and MAAT)
and their respective coefficients, and ε is the residual error
term distributed equally with the mean equal to 0 and the
variance σ 2 > 0. For predicting the values of MARST in
steep slopes, we use the equation The final map of DSR is the sum of values calculated at an
hourly time step for every pixel, as per the resolution of the
DEM used. The values of solar radiation are given in watts
per square metre (W m−2). Higher values for solar radiation
indicate higher insolation, while lower values suggest low in-
solation. We prefer DSR over the aspect for our analysis to
avoid bias due to local shading on sun-exposed faces, con-
sidering the slope angle associated with the aspect. MARST(pred) = α + PISR · b + MAAT · c,
(6) (6) MARST(pred) = α + PISR · b + MAAT · c, where α is the MARSTpred value when PISR and MAAT are
equal to 0, and b and c are the respective coefficients of PISR
and MAAT at measured rock surface temperature (RST)
positions. These coefficients were calibrated by Boeckli et
al. 4.2.5
Topographic ruggedness index The topographic ruggedness index (TRI) measures the
ruggedness of the landscape. TRI was calculated based on
the methodology proposed by Sappington et al. (2007). It is
calculated as a three-dimensional dispersion of vectors (x, y,
z components) normal to the grid cells considering the slope
and aspect of the cell. The magnitude of the resultant vector
in a standardized form (vector strength divided by the num-
ber of cells in the neighbourhood) measures the ruggedness
of the landscape. Higher values of TRI thus suggest a more
rugged and sporadic terrain, which could block the down-
ward movement of the snow and subsequently lead to the for-
mation of a weak layer, destabilizing the snowpack and lead-
ing to small avalanches resulting in mass wasting (Schweizer,
2003). Since IA surfaces are smooth, the TRI values calcu-
lated at the surface of the IA are always low. Hence, we con-
sider the TRI values by taking a buffer of 20 m around the 4.2.2
Elevation Elevation strongly influences the meteorological conditions
within the same region, significantly altering the precipita-
tion, temperature and wind regime even at a local scale. Gen-
erally, higher elevations receive more precipitation and expe-
rience lower temperatures and higher wind speeds. Hence,
regions at higher elevations, especially above the ELA,
should favour more accumulation than ablation. However,
wind-driven snow at higher elevations does not readily accu-
mulate on steep slopes. Some IAs may take advantage of the
leeward conditions at lower elevations and sustain for more
extended periods. Similar results for large glaciers have pre-
viously been reported by Bhambri et al. (2011) or Pandey
and Venkataraman (2013). The values for MARST are calculated in ◦C and, for our
study region, range from −12 to 10 ◦C. MARST is also an important criterion to check for the very
likely presence of permafrost below the IAs, which likely al-
lows the formation and existence of IAs. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IA the day and month for a year): the day and month for a year): slopes, accumulation in the temperature range of −5–0 ◦C
can accumulate on steep slopes. Slope likewise plays a key
role when calculating other terrain parameters and indices. DSRtot =
X
DSRθ,α. (3) DSRtot =
X
DSRθ,α. (3) The direct solar radiation (Dirθ,α) with a centroid at zenith
angle (θ) and azimuth angle (α) is calculated using the fol-
lowing equation: https://doi.org/10.5194/tc-16-4251-2022 https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 4258 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs for each observation period (i.e. 1952–2001, 2001–2012 and
2012–2019). This value of CPDD is then used as a proxy for
ablation (Braithwaite and Olesen, 1989; Vincent and Vallon,
1997). for each observation period (i.e. 1952–2001, 2001–2012 and
2012–2019). This value of CPDD is then used as a proxy for
ablation (Braithwaite and Olesen, 1989; Vincent and Vallon,
1997). IA boundary delineated for the first observation (1952). The
mean TRI value from this buffer is considered for our analy-
sis. 4.2.6
Curvature The calculation of the proxy for accumulation is more
tricky because we only consider the yearly sum of precipita-
tion occurring at a temperature between −5 and 0 ◦C, as only
snowfall within this temperature range is believed to accu-
mulate/adhere to steep slopes (Kuroiwa et al., 1967; Guillet
and Ravanel, 2020; Eidevåg et al., 2022). The temperature-
dependent indicator function can be written in the following
form: Curvature, estimated as a second derivative of the surface,
defines the shape of the slope. Curvature is considered an
essential factor because it can define snow accumulation or
ablation rates for a surface. Generally, two types of curva-
ture profiles are known, plan and profile. For our analysis,
we only used the profile curvature as it defines the shape of
the slope in the steepest direction. From a theoretical point
of view, erosion processes prevail in convex (negative val-
ues) profile curvature locations, while deposition is predom-
inant in concave (positive values) profile curvature locations. The curvature values define how strongly the slope is convex
(lower negative values) or concave (higher positive values). That is why curvatures can be considered essential in the ac-
cumulation and ablation rates of a glacier or ice body. Like
TRI, the IAs tend to show flat curvature profiles if we con-
sider their surface. Hence, we estimate the curvature values
around the same buffer as the TRI and use this for further
analysis. χi(T,(t)) =
1
if −5 ◦C ≤T (t) ≤0 ◦C
0
otherwise
. (8) (8) 4.4
Surface area model Using the proxy for ablation and accumulation, Guillet and
Ravanel (2020) proposed a surface area model to estimate
the differences in the surface areas of IAs between different
time steps due to the time-integrated changes in meteorolog-
ical parameters. The main goal is to look for a potential lin-
ear relationship between climate variables and the changes in
surface areas of IAs, using a multivariate regression model. The equation for the model can be written as 4.3
Proxies for ablation and accumulation Sm(t) = S(t0) −
tZ
to
(α1CPDD(t)
−χi (T (t))α2A(t))dt + β + ε(t),
(9) Sm(t) = S(t0) −
tZ
to
(α1CPDD(t) To eventually correlate changes in surface area of IAs with
the changing climate, we use the temperature and precipi-
tation data from the transformed GSB weather records and
SAFRAN reanalysis product (see Sect. 3.3) to build proxies
for accumulation and ablation. The proxy for ablation was
built by estimating the annual sum of positive degree days
(PDD) computed from the normal probability distribution
centred around the mean monthly temperature. Estimation of
the PDD is based on the empirical relation, which states that
the melting rate is proportional to the surface air temperature
excess above 0 ◦C. Several methods for estimating PDD have
been proposed by Braithwaite and Olesen (1989), Braith-
waite (1995), and Hock (2003). However, the method pro-
posed by Calov and Greve (2005) also accounts for stochas-
tic variations in temperature during the computation of PDD. The formula for the estimation of the PDD using this method
is given by −χi (T (t))α2A(t))dt + β + ε(t),
(9) (9) −χi (T (t))α2A(t))dt + β + ε(t), where Sm(t) corresponds to the modelled surface area at time
t; similarly, CPDD(t) and A(t) represent the proxies for ab-
lation and accumulation; S(t = 0) is the first available mea-
surement; α1 and α2 are the coefficients of linear regression,
β is the intercept, and ϵ the residual. χ(T,t) accounts for
precipitation occurring in the [−5, 0 ◦C] temperature range
and is given by the temperature-dependent indicator function
given in Eq. (8). The area of IAs at each time step was calcu-
lated using the surface area model (with the temperature and
precipitation proxies), and we hereafter refer to this area as
the modelled area. The measured area is the surface area we
delineated using high-resolution optical images. 4.2.3
Mean slope Slope angle strongly influences ice velocities of glaciers, the
mass flux and the hydrology of the mountain environments. Its influence on avalanche transport of snow over the glacier
surface has been discussed previously (e.g. Hoelzle et al.,
2003; DeBeer and Sharp, 2009). Numerous studies have also
reported that slope is the single most crucial terrain parame-
ter that controls glacier responses to climate change (Furbish
and Andrews, 1984; Oerlemans et al., 1998; Jiskoot et al.,
2009; Scherler et al., 2011). In mountainous regions, the ter-
rain slope strongly influences snow accumulation. On steep https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 4259 5.1
Accuracy of the DEM Figure 11 shows the trend of PDD increase over the years
in the MBM. All elevations, except 4800 m a.s.l., show an
increasing trend of PDD values from 1952 to 2019. Specif-
ically, for the year 1952, since we have only 1 year for the
longer-term analysis, it is interesting to look in detail at
the climatic conditions prevailing in the region around this
period. Looking at the GSB records, the average tempera-
ture in the region during the past 10 years before 1952 was
−0.987 ◦C, with average summer temperatures (July, Au-
gust and September) being 6.783 ◦C. Year 1947 was par-
ticularly hot, with the annual average temperature recorded
at −0.275 ◦C and average summer temperatures at 8.266 ◦C. The next 30 years after 1952 were more favourable, with av-
erage annual temperatures at −1.523 ◦C and average summer
temperatures at 5.256 ◦C (GSB data provided in the Supple-
ment as “supplementary material 1”). Since 1952 was com-
ing at the back of considerably warmer years, a significant
reduction in the surface area of IAs can be expected during
this period. Looking at the weather records, the conditions
after 1952 for the next 30 years were more favourable. Figure 7a shows the stable surfaces (after eliminating glacier
boundaries, trees and forests) we used for our co-registration
process, and Fig. 7b displays the difference in elevation
between the reference DEM and the source DEM before
co-registration. Figure 7c presents the results after the co-
registration process considering all the surfaces (stable and
non-stable), and Fig. 7d shows the difference considering
only the stable areas after masking out non-stable areas using
the glacier boundaries provided by the Randolph Glacier In-
ventory (RGI v6.0) (Consortium, 2017). The source DEM
was translated using the corresponding shift values x =
−5.03 m, y = 6.00 m and z = 3.22 m. The distribution of errors can be visualized by a histogram
of the sampled errors, where the number of errors (fre-
quency) within certain predefined intervals is plotted (Höhle
and Höhle, 2009). Figure 8 shows the histogram of the errors
1h (elevation difference between the reference and source
DEM) in metres for the stable areas. The accuracy estimates
before and after the co-registration are shown by the nor-
malized median absolute deviation (nmad) and the median
value calculated together. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4260 from various sources, (3) errors produced while generating
the high-resolution DEM from stereo images, and (4) con-
ceptual errors linked with defining the boundaries of IAs in
all images. Quantifying the errors inherent in processing all
datasets used is challenging, and this is out of the scope of
this paper. A detailed accuracy assessment of the DEM gen-
eration and co-registration process is provided in Sects. 5.1
and 3.1, respectively. Quantifying errors resulting from the
manual delineation of IA boundary is also challenging, but
we have previous guidelines from Paul et al. (2017) for the
quality and consistency assessment of manual delineations. were 5.16 and −5.06, respectively. After the co-registration
process, the value dropped to 1.98 for the nmad and −0.14
for the median value. This suggests a good correlation be-
tween the high-resolution lidar DEM used as a reference and
the Pleiades DEM we built. 5.2
Total area loss of ice aprons in the Mont Blanc
massif over seven decades The total area of IAs mapped in 1952 was 7.932 km2. It
dropped to 5.915 km2 in 2001. The surface area dropped to
4.919 km2 in 2012 and then to 4.21 km2 in 2019 (Fig. 9). This implies that from 1952 to 2019, IAs lost ∼47 % of their
original area. It corresponds to an average surface area loss
of 0.78 km2 per decade. However, the percentage area loss
from 1952 to 2001 was ∼25 % compared to ∼29 % rela-
tive area loss from 2001 to 2019. This is an alarming rate:
IAs have lost more relative area during the 18 recent years
(with an average area loss of 1.15 % per year) compared to
the 50 years before 2001 (0.5 % per year average area loss). One way to assess the area uncertainty is to perform mul-
tiple digitizations of the same surface and calculate the mean
area deviation (MAD), taking the first digitization as a ref-
erence (Meier et al., 2018). Considering this, the first au-
thor performed three digitizations for 50 IAs on images from
1952, 2001, 2012 and 2019, considering different challenges
associated with aerial and satellite images like shadow and
illumination. MAD provides a percentage estimate of how
the final area calculated varies across multiple digitizations
for each polygon. MAD values are affected by the size of the
polygon manually digitized. Previously, authors like Paul et
al. (2013), Fischer et al. (2014) and Pfeffer et al. (2014) have
reported an increase in the uncertainty of manual digitiza-
tions with a decrease in the size of the polygons. With this in
mind, we also digitized IAs of different sizes ranging from
0.001 to 0.01 km2. Figure 10 shows the MAD values for 50 IAs in 1952, 2001,
2012 and 2019. We did not observe an increase in MAD
values with decreasing size of the IAs, mainly because the
number of samples we used is comparatively less than that
in the previous studies. Overall, the mean MAD observed
for all years was ±6.4 %. The MAD for the IAs digitized on
the orthophotos from 1952 was ±6.68 %, while for 2001, it
was ±7.2 %. The MAD for 2012 and 2019 was ±6.32 % and
±5.50 %, respectively. 4.5
Uncertainty estimations PDD =
A
Z
0
dt
T 2
ac
√2π exp
−Tac
2σ 2
+ Tac
2 erfc
−Tac
√2σ
. (7) Since this study uses data from different sources and peri-
ods, uncertainties of different origins might have been intro-
duced to delineate the IA boundaries. A good estimation of
these uncertainties is thus crucial to have a fair estimation
of the significance of the results (Racoviteanu et al., 2008;
Shukla and Qadir, 2016; Garg et al., 2017). Some sources
of uncertainty in this study could arise from (1) errors in-
herent to the aerial images and satellite-derived datasets,
(2) errors resulting from inaccurate co-registration of data Tac is the annual temperature cycle (monthly mean tempera-
tures estimated in ◦C for the entire year); σ is the standard de-
viation of the temperature from the annual cycle, A = 1 year;
and erfc is the conventional error function built into all pro-
gramming languages. Tac is the annual temperature cycle (monthly mean tempera-
tures estimated in ◦C for the entire year); σ is the standard de-
viation of the temperature from the annual cycle, A = 1 year;
and erfc is the conventional error function built into all pro-
gramming languages. After computing the PDD, we calculate the cumulative
PDD (CPDD) by taking the sum of all the annual PDD values https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 5.1
Accuracy of the DEM As can be seen, the nmad and me-
dian values before the co-registration process for stable areas Similarly, Fig. 12 shows the variations in the accumulation
rates (average annual accumulation per period) for all eleva-
tion bands. The results show only that part of the snowfall https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 4261 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area Figure 7. Stepwise Pleiades DEM accuracy assessment: (a) the surfaces used for coregistration, (b) elevation difference before coregistration,
(c) elevation difference after coregistration considering all areas and (d) elevation difference after coregistration considering only the stable
areas. Figure 7. Stepwise Pleiades DEM accuracy assessment: (a) the surfaces used for coregistration, (b) elevation difference before coregistration,
(c) elevation difference after coregistration considering all areas and (d) elevation difference after coregistration considering only the stable
areas. Figure 8. DEM error (elevation difference between the reference
and source DEM) distribution for stable areas. which is expected to accumulate on the steep slopes. Except
for the highest elevation band, i.e. 4800 m a.s.l., accumula-
tion rates at all elevation bands show a general decreasing
trend. For example, at the 3900 m a.s.l. elevation band, accu-
mulation rates fell from 32 mm yr−1 from 1952 to 2001 to
28 mm yr−1 from 2001 to 2012 and further to 18 mm yr−1
between 2012 and 2019. This shows that temperatures in the
MBM are increasing, while, on the other hand, accumulation
on steep slopes is decreasing over time. Figure 13 shows the
annual variation of the accumulation on steep slopes at dif-
ferent elevations. The first observation from this trend shows
that very little precipitation accumulates on steep slopes in
the winter months, while accumulation occurs almost en-
tirely in the summer months. Further, the accumulation is
more significant at higher elevations (4200–4500 m a.s.l.) in
the summer months than at lower elevations. At lower el-
evations, accumulation is predominantly observed in pre-
summer (May) and post-summer (October) months. Figure 14a presents the correlation between the ratio of
the mean measured surface area at time t, S(t), to the initial
area, S(t0), with the ratio of the mean modelled surface area
using the GSB transformed data to the initial area for 2001
and 1952. 5.1
Accuracy of the DEM We consider the ratio of S(t)/S(t0) as an indicator Figure 8. DEM error (elevation difference between the reference
and source DEM) distribution for stable areas. https://doi.org/10.5194/tc-16-4251-2022 https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4262 5.4
Influence of the local topography and other factors
on the area loss of IAs Each parameter, as described in Sect. 4.2, was individually
regressed with the relative area loss of IAs for the three pe-
riods, and their influence was assessed by the coefficient of
determination (R2) and Pearson’s r value. A joint analysis of the surface area lost by the IAs and
the direct solar radiation reveals a strong correlation between
the values of DSR and the relative surface area loss of IAs
for all the three time periods (1952–2001, 2001–2012 and
2012–2019) (Fig. 15a; Table 3). However, this is the first ev-
idence of the potential negative impact of solar radiation on
small ice bodies like IAs. Previous analysis of Guillet and
Ravanel, 2020, with the climate variables indicated a poten-
tial relationship between the elevation and the surface area
loss of IAs. This is somewhat statistically significant from
the regression analysis, as we found a negative correlation
between the surface area loss and the mean elevation of the
IAs (Fig. 15b; Table 3). A further comparison of the IAs (200
IAs) distribution with elevation and aspect shows that most
IAs (∼77 % of the total number) exist at elevations above
3200 m a.s.l. Further, most IAs (∼56.5 %) exist in the north-
ern aspects (N, NW, NE), while the E and W aspects are the
least favoured (Supplement; supplementary material 2). In
addition, we found a moderate positive correlation between
the average MARST values and the surface area loss of IAs. The correlation observed was not very significant compared
to the previous two factors. It indicates that the effect of rock
surface temperatures on the area loss of IAs is not strong on
a regional scale (Fig. 15c; Table 3). However, this relation-
ship needs to be examined in a more site-specific and local-
ized area to understand better its impact on the surface area
loss of IAs. We also observed that the correlation was higher
for a more extensive observation period (1952–2001) than
for shorter periods. This could suggest that the influence of
rock surface temperatures potentially becomes more promi-
nent with a more extensive observation period. Figure 14. Correlation between the mean normalized measured and
modelled surface areas (a) with GSB data transformed to AdM data
and (b) with SAFRAN reanalysis data at time t. The colour and size
of the ticks represent the mean elevation of the IA. to estimate the area loss between the two time periods. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs Figure 9. A comparison of the total surface area of all IAs (423 IAs) in the MBM over 67 years. Figure 9. A comparison of the total surface area of all IAs (423 IAs) in the MBM over 67 years. Figure 9. A comparison of the total surface area of all IAs (423 IAs) in the MBM over 67 years. Figure 9. A comparison of the total surface area of all IAs (423 IAs) in the MBM over 67 years. Figure 9. A comparison of the total surface area of all IAs (423 IAs) in the MBM over 67 years. Figure 10. The distribution of MAD values based on multiple digi-
tizations of the IA area for all periods. Figure 10. The distribution of MAD values based on multiple digi-
tizations of the IA area for all periods. Figure 12. Variation of the average accumulation rates on steep
slopes at different elevations for each period of observation. Figure 12. Variation of the average accumulation rates on steep
slopes at different elevations for each period of observation. Figure 10. The distribution of MAD values based on multiple digi-
tizations of the IA area for all periods. Figure 13. Accumulation (steep slopes) trends for the year 2019 at
different elevations. Figure 11. The variation of annual PDD values estimated based
on monthly mean temperatures at different elevations in the MBM
from 1952 to 2019. Figure 11. The variation of annual PDD values estimated based
on monthly mean temperatures at different elevations in the MBM
from 1952 to 2019. Figure 13. Accumulation (steep slopes) trends for the year 2019 at
different elevations. The Cryosphere, 16, 4251–4271, 2022 https://doi.org/10.5194/tc-16-4251-2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4263 hik et al.: Effects of topographic and meteorological parameters on the surface area loss of IA S. Kaushik et al.: Effects of topographic and meteorologic
Figure 14. Correlation between the mean normalized measured and
modelled surface areas (a) with GSB data transformed to AdM data
and (b) with SAFRAN reanalysis data at time t. The colour and size
of the ticks represent the mean elevation of the IA. on the NE face of Col de la Brenva (∼4160 m a.s.l.), and one
IA on the S face of Col du Bionnassay (∼4050 m a.s.l.). S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs As
observed, all these IAs are located at elevations higher than
4000 m a.s.l. As an exception, it can be expected that a few
IAs could show an increase in the surface area. However, this
increase is not dramatic (∼10 % increase). The results, how-
ever, reaffirm the proficiency of the proposed surface area
model in predicting new IA states from the accumulation and
ablation proxies. Similar results were observed for the other
two time periods, i.e. 2001–2012 and 2012–2019, as seen in
Table 2. 5.4
Influence of the local topography and other factors
on the area loss of IAs A
high ratio value (i.e. value close to 1) in the present context
indicates that the relative surface area loss of IAs between
the two periods is comparatively less than that of IAs whose
ratio is closer to 0. A value larger than 1 indicates an increase
in the surface area over time. From the results, we do not see a strong correlation (r =
0.73) between the modelled area (from GSB transformed cli-
mate data) and the measured area for the 200 IAs spread
across the MBM (Fig. 14a). However, the correlation im-
proves significantly (r = 0.86) when we use the SAFRAN
data based on different elevations and remodel the surface
area for each IA (Fig. 14b). This can be seen from the values
of R2, Pearson’s r, RMSE and the p value estimates from the
T test achieved from both datasets (Table 2). The best-fitting
line presents a slope of 1.0 and an intercept of 0.0. Both figures show that IAs at lower elevations (blue to
green colour and small tick size) generally show lower ra-
tio values than IAs at higher elevations (yellowish colours
and bigger tick size). This implies that the elevation of the
IAs potentially plays a crucial role in their response to the
changing climate. Overall, the surface area of IAs decreased
throughout the massif from 1952 to 2001 except for four IAs,
which showed an increase in surface area. These four IAs are
two IAs on the N and NW face of Rochers Rouges Inferieurs
(∼4350 and 4050 m a.s.l.) near the Grand Plateau, one IA A similar analysis of IA area loss with the TRI showed
a weak positive correlation (Fig. 15d; Table 3). An increase
in TRI values (i.e. increase in terrain ruggedness) may result
in more ice area loss on a site-specific scale, but this rela-
tionship is hard to observe globally. Like the results from the https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4264 Figure 15. Scatter plots showing relationships between topographic factors and the area loss of IAs from 1952 to 2019. (a) Direct solar
radiation, (b) elevation, (c) MARST, (d) TRI, (e) slope, (f) curvature and (g) size of the IAs. Figure 15. 6.1
Area loss of ice aprons and the role of the changing
climate As observed from the results in Sect. 5.2, IAs have been los-
ing surface area at an alarming rate. This rate of surface area
loss is disconcerting because, compared to the glaciers in the
MBM, the IAs are losing their area at a higher rate (∼24 %
for glaciers from the end of LIA until 2008, according to Gar-
dent et al., 2014, while IAs have lost ∼47 % of surface area
in the last 70 years). The small size of IAs makes them more
vulnerable to global warming than large glaciers. An increase
in average annual temperatures and a decrease in precipita-
tion rates put the existing IAs at risk of losing their mass en-
tirely before the end of this century. In addition, considering
that the effects of local topography are also more pronounced
in the case of IAs than for large glaciers, continuous moni-
toring of these critical ice bodies has become imperative. Re-
sults discussed in Sect. 5.3 indicated the strong influence of
temperature and precipitation on the surface area changes of
IAs. The results raise further questions regarding the sensitiv-
ity of the IAs to extreme weather events, like the heatwaves
experienced in the study region. Unfortunately, our sampling
rate does not allow us to quantify the effects of individual
extreme weather events. Nevertheless, there is a strong argu-
ment in favour that these events, especially in the past two
decades, cause the IAs to lose mass more rapidly than in
the previous decades. Further, the heatwaves occurring dur-
ing winter and midsummer, when the IA surfaces are free of
snow, will have the worst adverse effect. analysis with MARST, the strongest correlation was again
observed for the largest study period. Further, like the TRI,
we also found a weak correlation between the terrain slope
and curvature with the surface area loss of IAs. We must note
that our criteria for selecting IAs already limit us to areas
with slope angles steeper than 40◦(Fig. 15e; Table 3). Hence
it was difficult to observe any significant impact of terrain
slope on the rate of area loss of IAs. Similarly, terrain cur-
vature seems to have the most negligible impact (Fig. 15f;
Table 3). As cited in Sect. 4.2. Table 3. Linear regression parameters and correlation metrics for
each studied parameter. Variable
Time period
R2
Pearson’s r
Direct solar radiation
1952–2001
0.64
0.79
2001–2012
0.67
0.81
2012–2019
0.51
0.72
Elevation
1952–2001
0.61
−0.78
2001–2012
0.57
−0.75
2012–2019
0.51
−0.71
MARST
1952–2001
0.40
0.63
2001–2012
0.34
0.58
2012–2019
0.27
0.52
TRI
1952–2001
0.37
0.60
2001–2012
0.30
0.55
2012–2019
0.32
0.57
Slope
1952–2001
0.29
0.54
2001–2012
0.25
0.50
2012–2019
0.21
0.46
Curvature
1952–2001
0.06
−0.26
2001–2012
0.03
−0.18
2012–2019
0.06
−0.24
Size of IA
1952–2001
0.04
−0.22
2001–2012
0.06
−0.26
2012–2019
0.04
−0.22 5.4
Influence of the local topography and other factors
on the area loss of IAs Scatter plots showing relationships between topographic factors and the area loss of IAs from 1952 to 2019. (a) Direct solar
radiation, (b) elevation, (c) MARST, (d) TRI, (e) slope, (f) curvature and (g) size of the IAs. The Cryosphere, 16, 4251–4271, 2022 https://doi.org/10.5194/tc-16-4251-2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4265 2. Linear regression parameters and correlation metrics for each period (a) using GSB transformed data and
ysis product. (a) Time period
Slope
Intercept
R2
Pearson’s r
RMSE (km2)
p value
1952–2001
0.79
0.12
0.53
0.73
0.010
< 0.001
2001–2012
0.70
0.26
0.56
0.75
0.102
< 0.001
2012–2019
0.89
0.04
0.63
0.80
0.097
< 0.001
(b) Time period
Slope
Intercept
R2
Pearson’s r
RMSE (km2)
p value
1952–2001
1.01
−0.04
0.73
0.86
0.075
< 0.001
2001–2012
0.74
0.22
0.67
0.82
0.086
< 0.001
2012–2019
1.37
−0.39
0.83
0.91
0.071
< 0.001 Table 3. Linear regression parameters and correlation metrics for
each studied parameter. Table 3. Linear regression parameters and correlation metrics for
each studied parameter. the erosion and accumulation dynamics on steep slopes, but
this is not the case for IAs in the MBM. We performed the
last comparison between the relative surface area loss of IAs
with their initial area. Our results were similar to the one
Lopez et al. (2010) reported, as we did not find any correla-
tion between the two quantities (Fig. 15g; Table 3). 6.2
Area loss of ice aprons and the role of topographic
parameters Since ice/glacier bodies within the same climate regime can
also respond to climate change differently, the last part of
the analysis (Sect. 5.4) was dedicated to understanding the
linkages of local topographic factors to the surface area loss
of IAs. As reported previously by Salerno et al. (2017), some
local topographic factors influence the response of IAs to cli-
mate change more significantly than others. A first analysis
showed that IAs that receive more solar radiation from the
sun throughout the year lose their surface area faster than
those that receive less DSR. Similar results for other regions
in mountain environments have also been reported previously
by Oerlemans and Klok (2002), Mölg (2004), and Johnson
and Rupper (2020). Incoming solar radiation is an essential
component of all surface energy and mass balance models. But the significance of DSR on the surface area loss of small
ice bodies like IAs is reported for the first time in our study. Kaushik et al. (2021) further showed that most IAs exist
in extremely rugged terrains: 51 % of the total IAs mapped
exist in the TRI’s high and very high ruggedness class, while
only 8 % exist in the low ruggedness. Thus, comparing the
terrain ruggedness to the area loss of IAs makes sense since
the topography around the snow/ice bodies can critically in-
fluence their stability (Deline et al., 2015). Increasing terrain
ruggedness is associated with slope instability and further ice
volume loss. However, for our study, this relation was not
very pronounced, showing that the topography’s ruggedness
does not substantially affect the area loss of IAs. Previous analysis by Kaushik et al. (2021) also showed
that most IAs in the MBM (83 %) lie at mean slopes between
40 and 65◦. Increasing slope steepness limits accumulation,
while avalanches further scour away snow from the surface
of the IA, thus exposing the ice directly to the sun and wind
(Vionnet et al., 2012). However, the differences in slope an-
gles of the IAs were not a dominant factor affecting the rates
of area loss. A plausible explanation for this could be that
since we limit the slope criteria to > 40◦and most IAs lie
in the range of 40 to 65◦slope, the effect of terrain slope is
not as well pronounced as it would be between low (< 15◦)
and extreme slopes (> 65◦). Similar results were observed
by Li et al. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs 4266 coming decades, understanding the effects of climate vari-
ables on the sensitivity of IAs is even more critical. face of Aiguille des Grands Charmoz (3445 m a.s.l.), which
completely disappeared during the 2017 summer heatwave
(Guillet and Ravanel, 2020). Further, several authors have previously also accounted for
the variations in solar radiation in mass balance modelling
studies (Huss et al., 2009; Thibert et al., 2018). Our results
showed a strong correlation of DSR with area change, mak-
ing this argument stronger. However, since the focus was to
show the impact of climate variables separately, we preferred
a temperature-index model as the first approach. However,
we expect solar radiation to play a significant role in the sen-
sitivity of ice aprons, and future studies on ice apron evolu-
tions in the 21st century should address this question. In addition, on a local scale, some correlation between
the rock surface temperatures and the area loss of IAs was
observed from the analysis. Guillet et al. (2021) suggested
that IAs are cold ice bodies that exist predominantly on
permafrost-affected rock walls. They further reported tem-
peratures < 0 ◦C at the base of the ice core taken from the IA
on the north face of Triangle du Tacul (3970 m a.s.l.). Heat-
ing from rock surfaces is predominantly the cause of per-
mafrost degradation, which further affects mountain slope
stability, leading to an increased rock mass wasting (Magnin
et al., 2017). Cold surfaces demonstrate more ice cohesion
with the underlying surfaces, while a rise in surface tempera-
tures decreases basal cohesion, increasing the sliding process
and leading to more ice flow (Deline et al., 2015). Thus, it is
likely that underlying permafrost conditions aid the sustain-
ability of IAs in the long term, and an increase in rock sur-
face temperatures around IAs could result in IAs losing mass
more rapidly. 6.1
Area loss of ice aprons and the role of the changing
climate previous studies may have
shown that terrain curvatures could play an essential role in As suggested by Meehl and Tebaldi (2004), with an in-
crease in the intensity and frequency of extreme events in the https://doi.org/10.5194/tc-16-4251-2022 The Cryosphere, 16, 4251–4271, 2022 The Cryosphere, 16, 4251–4271, 2022 S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs inant factor in the dynamics of glacier/ice bodies, but this
relation was not established for our study. – Over the study period 1952–2019, IAs have lost their
surface area at a very alarming rate. The total area of IAs
in MBM was 7.93 km2 in 1952, dropping to 5.91 km2 in
2001, 4.91 km2 in 2012, and 4.21 km2 in 2019 (∼47 %
drop in total surface area in less than three-quarters of a
century). At last, a comparison of the rate of surface area loss of
IAs with the original size of the IAs was performed, and we
observed no correlation between the two factors. Although
previous studies by Paul et al. (2004), Jiskoot et al. (2009)
and Garg et al. (2017) have shown the correlation between
the size of the ice/glacier bodies with the area loss, this is not
evident in our case. Unlike previous studies, which consid-
ered different glaciers ranging in size from less than a square
kilometre (km2) to several hundred square kilometres, IAs
are small ice bodies (0.0005 to 0.1 km2). Hence, it is plau-
sible that the effect of IA size on area loss rate is not pro-
nounced in our case. Similar results were shown by Lopez et
al. (2010), who analysed 72 glaciers in South America and
reported no correlation between the glacier length and the
area loss of glaciers. – The observed rate of relative area loss in the last
18 years (∼29 %) is more than the overall area loss dur-
ing the 48 previous years (1952–2001; ∼26 %). – Results from the analysis of IA surface area loss and
meteorological parameters (i.e. temperature and precip-
itation) conclusively proved the strong impact of these
parameters on the behaviour of small ice bodies like
IAs. – Further analysis of IA surface area loss with different
topographic parameters showed a strong correlation of
IA surface area loss with the DSR and elevation. Other
factors like MARST, TRI and mean terrain slope could
also play an important role locally, but their effect is not
significant regionally. Terrain curvature and the size of
the IAs were not found to impact the IA surface area
loss significantly. Another critical factor to consider, along with the impact
of topography, is the role of avalanches in the erosion and
deposition processes on the IA surface. S. Kaushik et al.: Effects of topographic and meteorological parameters on the surface area loss of IAs Analysis of the ice
core from the N face of Triangle du Tacul showed that IAs
are almost immobile cold ice bodies (Guillet et al., 2021). Hence IAs do not directly participate in feeding the larger
glacier systems below them. However, the avalanches trig-
gered above can bring fresh snow/debris and lead to erosion
or deposition on the IA surface. We expect this factor to also
play a role in the area change dynamics of the IA, which
we have not considered as part of this study. Although this
impact on the scale of an IA is tough to determine, future
studies should focus on ascertaining this impact at least on a
local site-specific scale. Looking at the melting rate of IAs and the future predictions
of global climate change, it is evident that these small and
critical ice bodies are most vulnerable to adverse impacts. It is hard to imagine any of the IAs surviving the next few
decades with increasing temperatures at the present and fu-
ture melting rates. The loss of IAs will thus be the loss of
crucial glacial heritages and playgrounds for the iconic prac-
tice of mountaineering. Hopefully, this study forms a basis to
encourage further studies on IAs. 6.2
Area loss of ice aprons and the role of topographic
parameters (2011), as they observed very slight variations in
area loss for small glaciers with differences in slope. They
suggested other local topographic factors could mitigate the
effects of slope in the event of small ice/snow bodies. Further, the correlation between elevation and surface area
loss of IAs was the second most significant of all topo-
graphic factors. IAs located at lower elevations are poten-
tially subject to more intense degradation and lose their sur-
face area faster than those at higher elevations. On a more
local scale, other topographic factors could also play a criti-
cal role in the surface area variations of IAs. However, eleva-
tion seems to be a dominant causative factor on a regional
scale. Elevation strongly influences meteorological condi-
tions (temperature, precipitation and wind speeds) and per-
mafrost; this likely strongly influences the durability of IAs
in the context of changing climate. Hantel et al. (2012) sug-
gested the median summer snowline for the Alps to be at
3083 ± 121 m a.s.l. (1961–2010), while Rabatel et al. (2013)
documented the regional ELA at 3035 ± 120 m a.s.l. (1984–
2010). Rabatel et al. (2013) further described the rising of the
ELA to 3250±135 m a.s.l. during the 2003 heatwave. Subse-
quent heatwaves of 2006, 2015 and 2019 would have likely
resulted in similar scenarios (Hoy et al., 2017). Since ∼77 %
of the total IAs reported in this study exist at elevations above
3200 m a.s.l., the rising of the ELA in future climate scenar-
ios risks more IAs towards faster degradation and disappear-
ance. An example of this is the case of the IA on the north Similarly, terrain curvature also has a negligible effect on
the surface area loss of IAs. As suggested by Alkhasawneh
et al. (2013) and Yanuarsyah and Khairiah (2017), convex
profile curvature favours the erosion processes, while in lo-
cations with concave curvature, the deposition process can be
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Conclusions Data availability. The ice apron inventory will be made available
on demand. This study makes the first attempt to understand the dynam-
ics of IAs concerning the changing climate and topographic
factors at a regional scale. IAs are very small ice features
but highly critical components of the mountain cryosphere. Because of the difficulties associated with their monitoring
and relative unimportance to mountain hydrology, no stud-
ies solely based on their evolution on a regional scale have
been performed before. This paper presented an analysis of
200 IAs spread throughout the MBM and existing in differ-
ent topographic settings to understand their dynamics in the
context of climate warming. For this purpose, we accurately
mapped the IAs on very high-resolution aerial and satellite
images available for 1952, 2001, 2012 and 2019. Using our
extensive database of IAs, we compared the total area vari-
ation of IAs for three periods. Further, we also attempted to
establish a relationship between the surface area lost by IAs
with meteorological parameters (i.e. temperature and precip-
itation) and their associated topographic parameters. Supplement. The supplement related to this article is available on-
line at: https://doi.org/10.5194/tc-16-4251-2022-supplement. Supplement. The supplement related to this article is available on-
line at: https://doi.org/10.5194/tc-16-4251-2022-supplement. Author contributions. SK designed the study and drafted the paper,
which all co-authors revised. LR and FM helped in data interpre-
tation and analysis. YY and ET proofread the manuscript and pro-
vided valuable inputs for improving the overall quality of the paper. DC processed and provided the DEM used for the study. Competing interests. The contact author has declared that none of
the authors has any competing interests. Some important outcomes from the study are the follow-
ing. Acknowledgements. This research is part of the USMB Couv2Glas
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The identity of <i>Calicium corynellum</i> (Ach.) Ach.
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Lichenologist/The Lichenologist
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cc-by
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The identity of Calicium corynellum (Ach.) Ach. Maria Prieto1,3
, Ibai Olariaga1
, Sergio Pérez-Ortega2
and Mats Wedin3
1Department of Biology and Geology, Physics and Inorganic Chemistry, Rey Juan Carlos University, C/ Tulipán s/n, 28933, Móstoles, Madrid, Spain; 2Real Jardín
Botánico (CSIC), C/ Claudio Moyano 1, 28014 Madrid, Spain and 3Department of Botany, Swedish Museum of Natural History, P.O. Box 50007, 10405, Stockholm,
Sweden (Accepted 21 April 2020) (Accepted 21 April 2020) (Accepted 21 April 2020) Fig. 1. Calicium corynellum habitus (M. Prieto C4 (ARAN-Fungi 8454)). Scale = 1 mm. In
colour online. Recently, Yahr (2015) studied British populations of Calicium
corynellum (Ach.) Ach. to test whether these were distinct from
C. viride Pers. As C. corynellum had the highest conservation
priority in Britain, and was apparently declining rather dramatic-
ally, it was important to clarify its taxonomic status. Yahr (2015)
used both genetic (ITS rDNA) and morphological data from two
British Calicium aff. corynellum populations and could not find
differences with C. viride, suggesting that the British material
represented saxicolous populations of the otherwise epiphytic or
lignicolous C. viride. Although this study focused on British
material, it introduced serious doubts about the identity and rela-
tionships of these two species in other parts of the distribution
area of C. corynellum. Interestingly, the British material that
Yahr (2015) investigated was morphologically very similar to
C. viride, but the latter was described as differing rather
substantially from C. corynellum in other parts of its distribution
area. Thus,
C. corynellum
differs
from
C. viride
in
its
short-stalked, greyish white pruinose ascomata (C. viride has
long stalks and a brown pruina), distinctly narrower spores
compared with C. viride, and the leprose thallus (Fig. 1) which
is granular to verrucose in C. viride (Tibell 1999). Fig. 1. Calicium corynellum habitus (M. Prieto C4 (ARAN-Fungi 8454)). Scale = 1 mm. In
colour online. We sampled our own recently collected material, several
herbarium specimens and a selection of samples from GenBank
(Table 1). Calicium salicinum Pers. was included as outgroup
based on Prieto & Wedin (2017). DNA was extracted and ampli-
fied (nrITS region) following Prieto & Wedin (2017). Sequences
were assembled and edited using Sequencher v. 4.10.1 (Genes
Codes Corporation, Ann Arbor, MI, USA) and deposited in
GenBank (Table 1). Subsequently, sequences were aligned manu-
ally using MacClade 4.01 (Maddison & Maddison 2001). No
ambiguous regions and introns were found. ttps://www.cambridge.org/core/terms. https://doi.org/10.1017/S0024282920000250
Downloaded from https://www.cambridge.org/core. CSIC, on 04 Mar 2021 at 10:41:16, subject to the Cambridge Core terms of use, available at The identity of Calicium corynellum (Ach.) Ach. A phylogenetic analysis
was carried out using maximum likelihood-based inference (ML)
as implemented in RAxML v. 8.2.10 (Stamatakis 2014) run on
the CIPRES Science Gateway v. 3.3 (Miller et al. 2010). The analysis
was performed with a GTRGAMMA model for tree inference and
GTRCAT model and 1000 replicates for bootstrapping. Calicium viride is a common and widely distributed species in
temperate areas of the Northern Hemisphere and southern South
America (Tibell 1999; GBIF 2019). Calicium corynellum is, how-
ever, not as well understood, with scattered occurrences in Europe
and North America (Sarrión et al. 1999; Tibell 1999; Pérez-Ortega
2007; GBIF 2019). Additionally, C. corynellum is currently being
evaluated for the Red List of lichens of Spain and Portugal
(Atienza et al. 2019), which makes it essential to assess the
taxonomic status of the species. As C. corynellum is such a poorly known species and the
results obtained by Yahr et al. (2015) may be interpreted to
suggest that C. corynellum could be better treated as a synonym
of C. viride, the status of C. corynellum should be studied further. Our aim here is to study the delimitation of these two taxa based on
a larger sample, covering the whole known distribution range of C. corynellum. For that purpose, we have conducted a phylogenetic
analysis based on sequences of the ITS region of the nuclear rDNA. p
pp g
Thin-layer chromatography was carried out following standard
methods (Orange et al. 2001) and using solvent systems B and
C. As data given in the literature (i.e. Tibell 1999) refer to the thal-
lus and not to the ascomata, we sampled thallus parts. A total of seven sequences were newly generated for this study
(Table 1). The data set consisted of 20 taxa and 486 unambigu-
ously aligned sites. The ML tree with bootstrap values is shown
in Fig. 2 and demonstrates that samples classified as Calicium cor-
ynellum and C. viride based on morphology form two distinct © British Lichen 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. © British Lichen Society 2020. © British Lichen 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. Maria Prieto1,3
, Ibai Olariaga1
, Sergio Pérez-Ortega2
and Mats Wedin3
1Department of Biology and Geology, Physics and Inorganic Chemistry, Rey Juan Carlos University, C/ Tulipán s/n, 28933, Móstoles, Madrid, Spain; 2Real Jardín
Botánico (CSIC), C/ Claudio Moyano 1, 28014 Madrid, Spain and 3Department of Botany, Swedish Museum of Natural History, P.O. Box 50007, 10405, Stockholm,
Sweden Cite this article: Prieto M, Olariaga I, Pérez-Ortega S and Wedin M (2020) The iden-
tity of Calicium corynellum (Ach.) Ach. Lichenologist 52, 333–335. https://doi.org/
10.1017/S0024282920000250 Author for correspondence: Maria Prieto. E-mail: maria.prieto@urjc.es
Cite this article: Prieto M, Olariaga I, Pérez-Ortega S and Wedin M (2020) The iden-
tity of Calicium corynellum (Ach.) Ach. Lichenologist 52, 333–335. https://doi.org/
10.1017/S0024282920000250 The Lichenologist (2020), 52, 333–335
doi:10.1017/S0024282920000250 The Lichenologist (2020), 52, 333–335
doi:10.1017/S0024282920000250 The Lichenologist (2020), 52, 333–335
doi:10.1017/S0024282920000250 Author for correspondence: Maria Prieto. E-mail: maria.prieto@urjc.es The identity of Calicium corynellum (Ach.) Ach. This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (htt
which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. 334 Maria Prieto et al. Table 1. Calicium specimens used in this study, with GenBank Accession numbers. Entries for newly obtained sequences and new chemical analyses are in bold. Specimen data are given for newly produced sequences with collection number and location of voucher. Chemistry: R = rhizocarpic acid, U = usnic acid, E = epanorin,
C = calycin. Codes enclosed by parentheses indicate trace amounts. Data from specimens not analyzed here come from Yahr (2015). Species
Code/Voucher
Locality
GenBank Acc. no. Chemistry
Calicium corynellum 1
S. Pérez-Ortega S103
Madrid, Spain
MT068633
not tested
C. corynellum 2
Thor 23134 (UPS)
Södermanland, Sweden
MT068630
R
C. corynellum 3
M. Prieto C5 (ARAN-Fungi 8329)
Madrid, Spain
MT068634
R, U
C. corynellum 4
Svensson 940 (UPS)
Småland, Sweden
MT068635
R
C. corynellum 5
M. Prieto C4 (ARAN-Fungi 8454)
Madrid, Spain
MT068632
R, (C?)
C. corynellum 6
M. Prieto CC1 (S)
Cabañeros, Spain
KX512908
C. corynellum 7
Spribille 11865 (UPS)
Montana, USA
MT068631
R
C. viride 1 (as C. aff. corynellum in Yahr 2015)
Yahr 5398
Whitfield, England
KF991222
R
C. viride 2
Yahr 5404
Whitfield, England
KF991224
R
C. viride 3 (as C. aff. corynellum in Yahr 2015)
Yahr 5400
Whitfield, England
KF991227
R, (U), (E)
C. viride 4
-
England
FR799144
-
C. viride 5
-
England
FR799143
-
C. viride 6
-
England
FR799142
-
C. viride 7
AFTOL348
-
HQ650703
-
C. viride 8
M. Wedin 8283 (S)
Södermanland, Sweden
MT068629
R
C. viride 9
-
Whitfield, England
KF991223
-
C. viride 10
Wedin 24/4 2000
-
AY143393
-
C. viride 11
Tibell 17553 (UPS)
Argentina
DQ812142
-
C. salicinum 1
Tibell 23270 (UPS)
India
DQ812133
-
C. salicinum 2
Tibell 23193 (UPS)
India
DQ812131
- Fig. 2. Phylogenetic tree (best maximum likelihood
(ML) tree) of Calicium corynellum and Calicium viride
resulting from RAxML analysis of nrITS sequences. Bootstrap supports (ML-BS) are shown above branches
and supported clades (ML-BS ≥70) are marked with
thicker black branches. Calicium salicinum is used to
root the tree. ://doi.org/10.1017/S0024282920000250
nloaded from https://www.cambridge.org/core. CSIC, on 04 Mar 2021 at 10:41:16, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. Fig. 2. References Atienza V, Fos S, Burgaz AR, López de Silanes ME, Millanes A, Olariaga I,
Paz-Bermúdez G, Pérez-Vargas I, Prieto M and Pérez-Ortega S (2019)
Contribution to assessment of threatened species in red list of lichen-
forming and lichenicolous fungi in Spain and Portugal. In Book of
Abstracts of the XXII Symposium of Cryptogamic Botany, 24–26 July 2019,
Lisbon, Portugal, p. 146. p
y
y
g
The two species also apparently differ chemically, as C. viride
contains rhizocarpic acid and epanorin, and C. corynellum con-
tains rhizocarpic and usnic acids (Tibell 1999; Yahr 2015). This
was not evident in the study by Yahr (2015). Of the samples col-
lected by Yahr (C. aff. corynellum) that grew on rock, only three
out of seven chemically tested specimens contained usnic acid. From the five herbarium specimens chemically studied by Yahr
(probably representing the real C. corynellum), one did not
have usnic acid. The C. corynellum specimens sampled here con-
tained only rhizocarpic acid, except one sample that also
contained usnic acid (Table 1). Similar to Yahr, we did not detect
epanorin in the C. viride specimen studied. Our results further
support that the amounts of usnic acid in C. corynellum and
epanorin in C. viride are at least very variable (and that usnic
acid may also occur in saxicolous C. viride) and difficult to use
to identify these species, just as Yahr (2015) suggested. GBIF (2019) Calicium corynellum (Ach.) Ach. [WWW resource] URL https://
www.gbif.org/species/2609257 [Accessed 2019-04-11]. Maddison WP and Maddison DR (2001) MacClade: Analysis of Phylogeny
and Character Evolution, version 4.01. Sunderland, Massachusetts: Sinauer
Associates. Miller MA, Pfeiffer W and Schwartz T (2010) Creating the CIPRES Science
Gateway for inference of large phylogenetic trees. In Proceedings of the
Gateway Computing Environments Workshop (GCE), 14 November 2010,
New Orleans, Louisiana, pp. 1–8. Orange A, James PW and White FJ (2001) Microchemical Methods for the
Identification of Lichens. London: British Lichen Society. Pérez-Ortega S (2007) Contribución al conocimiento de los líquenes y hongos
liquenícolas de Castilla y León. Botanica Complutensis 31, 13–22. The studied specimens of Calicium corynellum were not liche-
nicolous and produced well-developed thalli (Fig. 1). The Spanish
specimens were all found in a very typical but easily overlooked
habitat: overhanging siliceous rocks in shaded and humid situa-
tions. The identity of Calicium corynellum (Ach.) Ach. Phylogenetic tree (best maximum likelihood
(ML) tree) of Calicium corynellum and Calicium viride
resulting from RAxML analysis of nrITS sequences. Bootstrap supports (ML-BS) are shown above branches
and supported clades (ML-BS ≥70) are marked with
thicker black branches. Calicium salicinum is used to
root the tree. s://doi org/10 1017/S0024282920000250
nloaded from https://www.cambridge.org/core. CSIC, on 04 Mar 2021 at 10:41:16, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. Fig. 2. Phylogenetic tree (best maximum likelihood
(ML) tree) of Calicium corynellum and Calicium viride
resulting from RAxML analysis of nrITS sequences. Bootstrap supports (ML-BS) are shown above branches
and supported clades (ML-BS ≥70) are marked with
thicker black branches. Calicium salicinum is used to
root the tree. https://doi.org/10.1017/S0024282920000250
Downloaded from https://www.cambridge.org/core. CSIC, on 04 Mar 2021 at 10:41:16, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. The Lichenologist 335 monophyletic groups, which we interpret here as different species. While there is some genetic variation within Calicium viride,
C. corynellum has very little (Fig. 2). Acknowledgements. This project was funded by the Swedish Research
Council (VR 2016-03589). Acknowledgements. This project was funded by the Swedish Research
Council (VR 2016-03589). Author ORCIDs. Maria Prieto, 0000-0002-1692-9821; Ibai Olariaga, 0000-
0002-0334-7750; Sergio Pérez-Ortega, 0000-0002-0334-7750; Mats Wedin,
0000-0002-8295-5198. y
y
g
Our results suggest that Calicium corynellum is a distinct species
which can be distinguished from C. viride by both morphological
and genetic characters. Our results also support that the two
British populations studied by Yahr (2015) correspond to speci-
mens of C. viride growing on rocks. However, this does not exclude
the possibility that the real C. corynellum might also exist in Britain. https://doi.org/10.1017/S0024282920000250
Downloaded from https://www.cambridge.org/core. CSIC, on 04 Mar 2021 at 10:41:16, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. References The Spanish distribution is mainly along the Central
Mountains but, as we have recently found a number of new local-
ities, we believe that the species is probably very overlooked in
these areas, as in the rest of the world. Prieto M and Wedin M (2017) Phylogeny, taxonomy and diversification
events in the Caliciaceae. Fungal Diversity 82, 221–238. Sarrión F, Aragón G and Burgaz AR (1999) Studies on mazaediate lichens
and calicioid fungi of the Iberian Peninsula. Mycotaxon 71, 169–198. Stamatakis A (2014) RAxML version 8: a tool for phylogenetic analysis and
post-analysis of large phylogenies. Bioinformatics 30, 1312–1313. Tibell L (1999) Calicioid lichens and fungi. In Ahti T, Jørgensen PM,
Kristinsson H, Moberg R, Søchting U and Thor G (eds), Nordic Lichen
Flora, Volume 1. Uddevalla: Nordic Lichen Society, pp. 20–94. We can conclude that Calicium corynellum is a species distinct
from C. viride and thus should be treated separately in future con-
servation activities and Red List assessments. Yahr R (2015) The status of the conservation priority species Calicium cory-
nellum in the British Isles. Lichenologist 47, 205–214.
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nwig nwig New West Indian Guide 94 (2020) 82–111 New West Indian Guide 94 (2020) 82–111 brill.com/nwig Bookshelf 2019 Richard Price and Sally Price
Coquina Key, Florida, USA
rixsal@gmail.com; www.richandsally.net Richard Price and Sally Price
Coquina Key, Florida, USA
rixsal@gmail.com; www.richandsally.net This year, once again, we begin by expressing our gratitude to all the reviewers
who have, collectively, provided such a rich resource for keeping up with writ-
ing on the region. At the same time, we must lament the fact that some of the
people who’ve accepted a book and promised to review it have, despite gentle
reminders over a year or two, never shared their assessment with NWIG read-
ers. With apologies to the authors of books that have therefore not been given
their due in these pages, we simply list them here. ColonialPhantoms:BelongingandRefusalintheDominicanAmericas,fromthe19thCen-
tury to the Present, by Dixa Ramírez (New York: NYU Press, 2018, paper US$30.00)
(Six scholars declined to review this book before one said yes. After sending three
reminders to that person, we finally gave up hope.) ColonialPhantoms:BelongingandRefusalintheDominicanAmericas,fromthe19thCen-
tury to the Present, by Dixa Ramírez (New York: NYU Press, 2018, paper US$30.00)
(Six scholars declined to review this book before one said yes. After sending three
reminders to that person, we finally gave up hope.) ColonialPhantoms:BelongingandRefusalintheDominicanAmericas,fromthe19thCen-
tury to the Present, by Dixa Ramírez (New York: NYU Press, 2018, paper US$30.00)
(Six scholars declined to review this book before one said yes. After sending three
reminders to that person, we finally gave up hope.) Voices from Mariel: Oral Histories of the 1980 Cuban Boatlift, by José Manuel García
(Gainesville: University Press of Florida, 2018, cloth US$24.95) Voices from Mariel: Oral Histories of the 1980 Cuban Boatlift, by José Manuel García
(Gainesville: University Press of Florida, 2018, cloth US$24.95) Voices from Mariel: Oral Histories of the 1980 Cuban Boatlift, by José Manuel García
(Gainesville: University Press of Florida, 2018, cloth US$24.95) Island Historical Ecology: Socionatural Landscapes of the Eastern and Southern Carib-
bean, edited by Peter E. Siegel (New York: Berghahn, 2018, cloth US$130.00) Island Historical Ecology: Socionatural Landscapes of the Eastern and Southern Carib-
bean, edited by Peter E. Siegel (New York: Berghahn, 2018, cloth US$130.00) BeyondCubanWaters:Africa,LaYuma,andtheIsland’sGlobalImagination,byPaulRyer
(Nashville TN: Vanderbilt University Press, 2016, paper US$27.95) BeyondCubanWaters:Africa,LaYuma,andtheIsland’sGlobalImagination,byPaulRyer
(Nashville TN: Vanderbilt University Press, 2016, paper US$27.95) Crime, Violence, and Security in the Caribbean, edited by M. Raymond Izarali (London:
Routledge, 2017, cloth US$145.00) Crime, Violence, and Security in the Caribbean, edited by M. © richard price and sally price, 2020 | doi:10.1163/22134360-09401049
This is an open access article distributed under the terms of the CC BY-NC 4.0 license.
Downloaded from Brill.com 10/24/2024 04:12:08AM
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ © richard price and sally price, 2020 | doi:10.1163/22134360-09401049
This is an open access article distributed under the terms of the CC BY-NC 4.0 license.
Downloaded
via Open Access. This is an open © richard price and sally price, 2020 | doi:10.1163/22134360-09401049
This is an open access article distributed under the terms of the CC BY-NC 4.0 license.
Downloaded from Brill.com 10/24/2024 04:12:08AM
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. Bookshelf 2019 Raymond Izarali (London:
Routledge, 2017, cloth US$145.00) Practices of Resistance in the Caribbean: Narratives, Aesthetics, and Politics, edited by
Wiebke Beushausen, Miriam Brandel, Joseph T. Farquharson, Marius Littschwager,
Annika McPherson & Julia Roth (London: Routledge, 2018, cloth US$149.95) Practices of Resistance in the Caribbean: Narratives, Aesthetics, and Politics, edited by
Wiebke Beushausen, Miriam Brandel, Joseph T. Farquharson, Marius Littschwager,
Annika McPherson & Julia Roth (London: Routledge, 2018, cloth US$149.95) Borderline Citizens:The United States, Puerto Rico, and the Politics of Colonial Migration,
by Robert C. McGreevey (Ithaca NY: Cornell University Press, 2018, cloth US$45.00) Borderline Citizens:The United States, Puerto Rico, and the Politics of Colonial Migration,
by Robert C. McGreevey (Ithaca NY: Cornell University Press, 2018, cloth US$45.00)
Population,Migration,andSocioeconomicOutcomesamongIslandandMainlandPuerto
Ricans: La Crisis Boricua, by Marie T. Mora, Alberto Dávila & Havidán Rodríguez Population,Migration,andSocioeconomicOutcomesamongIslandandMainlandPuerto
Ricans: La Crisis Boricua, by Marie T. Mora, Alberto Dávila & Havidán Rodríguez
(Lanham MD: Lexington Books, 2017, cloth US$95.00) AfricanKingsandBlackSlaves:SovereigntyandDispossessionintheEarlyModernAtlan-
tic, by Herman L. Bennett (Philadelphia: University of Pennsylvania Press, 2018,
cloth US$24.95) review articles 83 We asked seven reviewers to tackle the following two books together but
none were willing, so we merely list the titles: Patriot or Traitor: The Life and
Death of SirWalter Ralegh, by Anna Bee (London: Oneworld Publications, 2018,
cloth US$27.95), and Walter Ralegh: Architect of Empire, by Alan Gallay (New
York: Basic Books, 2019, cloth US$40.00). After reading Crossroads of Colonial Cultures: Caribbean Literatures in the
Age of Revolution, by Gesine Müller (Berlin: Mouton De Gruyter, 2018, paper
US$45.99), our reviewer wrote that she found it impossible to review the book
because it was “very disorganized and also lacking in coherence, such that
whatever merits there may be in its many arguments were difficult to judge.”
We regret not being able to publish a review. Our readers may also be interested in the following exchange, concerning
Decolonial Puerto Rican Women’s Writings: Subversion in this Flesh, by Roberta
Hurtado (Basingstoke, U.K.: Palgrave Macmillan, 2019, cloth US$74.99), which
speaks to the state of publishing these days. The Book Review Coordinator
of Springer Nature (which now handles book review requests for Palgrave
Macmillan, a major publisher on the Caribbean) wrote to our reviewer offering
to provide an eBook instead of a print copy since, she said, in order to imple-
ment a more sustainable and environmentally friendly system, they were pro-
moting the use of digital copies of their books wherever possible. Downloaded from Brill.com 10/24/2024 04:12:08AM
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 This is an open access article distributed under the ter
of the CC BY-NC 4.0 licen
https://creativecommons.org/licenses/by-nc/4 New West Indian Guide 94 (2020) 82–111 New West Indian Guide 94 (2020) 82–111 review articles 84 The Defining Sea, by Robert Friedman (Mechanicsburg PA: Brown Posey Press, 2019,
paper US$14.95) AnInquiryintoChoteo,byJorgeMañach,translatedandwithanintroductionbyJacque-
line Loss (Barcelona: Linkgua Ediciones, 2019, paper US$14.00) On Being Committed to a Small Place, by Annalee Davis (San José, Costa Rica: TEOR/
éTica, 2019, paper US$20.00) Girl, Woman, Other, by Bernadine Evaristo (London: Hamish, Hamilton, 2019, paper Girl, Woman, Other, by Bernadine Evaristo (London: Hamish, Hamilton, 2019, paper
US$1 00) [Winner of the Booker Pri e] US$17.00) [Winner of the Booker Prize]
Unraveling, by Karen Lord (New York: DAW, 2019, cloth US$26.00) US$17.00) [Winner of the Booker Prize] Unraveling, by Karen Lord (New York: DAW, 2019, cloth US$26.00) The Golden Hour: A Novel, by Beatriz Williams (New York: William Morrow, 2019, cloth,
US$26.99) Waiting for the Revolution, Cuba: The Unfinished Journey, by Gustavo Gac-Artigas (New
Jersey: Ediciones Nuevo Espacio, 2019, paper US$9.99) Waiting for the Revolution, Cuba: The Unfinished Journey, by Gustavo Gac-Artigas (New Waiting for the Revolution, Cuba: The Unfinished Journey, by Gustavo Gac-Artigas (New
Jersey: Ediciones Nuevo Espacio, 2019, paper US$9.99)
When the Sky Fell: Hurricane Maria and the United States in Puerto Rico, by Michael Jersey: Ediciones Nuevo Espacio, 2019, paper US$9.99)
When the Sky Fell: Hurricane Maria and the United States in Puerto Rico, by Michael Jersey: Ediciones Nuevo Espacio, 2019, paper US$9.99)
When the Sky Fell: Hurricane Maria and the United States in Puerto Rico, by Michael
Deibert (New York: Apollo Publishers, 2019, cloth US$24.99) When the Sky Fell: Hurricane Maria and the United States in Puerto Rico, by Michael
Deibert (New York: Apollo Publishers, 2019, cloth US$24.99) Deibert (New York: Apollo Publishers, 2019, cloth US$24.99) My Time Among the Whites: Notes from an Unfinished Education, by Jennine Capó
Crucet (New York: Picador, 2019, paper US$17.00) My Time Among the Whites: Notes from an Unfinished Education, by Jennine Capó
Crucet (New York: Picador, 2019, paper US$17.00) Black Leopard, Red Wolf (The Dark Star Trilogy Book 1), by Marlon James (New York:
Riverhead, 2019, cloth US$30.00) GrabaSnakebytheTail:AMurderinHavana’sChinatown,byLeonardoPadura(London:
Bitter Lemon, 2019, paper US$14.95) Le théâtre d’Aimé Césaire, by Gérard Cogez (Lausanne: Ides et Calendes, 2018, paper
€10.00) Le théâtre d’Aimé Césaire, by Gérard Cogez (Lausanne: Ides et Calendes, 2018, paper
€10.00) We begin our mini-reviews, as usual, with novels. Bookshelf 2019 The reviewer
replied,“Ihavecarpalandcubitaltunnelinbothhandsandtherefore,aneBook
will be very hard to handle. I really understand the importance of promoting
environmental friendly policies, but due to my medical condition I really hope
we can make an exception and work something out.” Springer’s coordinator
wrote back: “Thank you for your e-mail and I am sorry for your health prob-
lems. Unfortunately, I can’t make an exception in this case.” If this policy continues, we may well need to stop providing reviews of Pal-
grave books for the several thousand readers of the NWIG. How short-sighted
on the part of Springer/Palgrave and what a shame for Caribbeanists! One
needn’t be overly cynical to wonder whether environmental concerns might
be a less important motivation for Palgrave than the cost of sending review
copiesthroughthemail.(SeveralotherEuropeanpublishershavebeguntogive
reviewers a choice between receiving a PDF or a book, not citing the environ-
ment but rather the high price of international book mailing.) We next list books that we requested for review in Bookshelf but which the
publisher, for whatever reason, did not send. Kazal: Memories of a Massacre under Duvalier—a Photographic Approach, by KOLEK-
TIF2D, edited under the direction of Nicola Lo Calzo (Roquevaire, France: André
Frère Éditions, 2019, cloth €29.00) New West Indian Guide 94 (2020) 82–111
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via Open Access. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 We begin our mini-reviews, as usual, with novels. Around Harvard Square, by Jamaica-born novelist and journalist C.J. Far-
ley (Brooklyn NY: Akashic, 2019, paper US$14.95) explores issues of race and
class among a small cluster of Ivy-League freshmen as they learn the intri-
cacies of Cambridge life in the 1990s. An African American student-athlete,
an Asian American who sells dope, a child-star Bollywood actress, and a girl
from rural Jamaica are swept up in the world of final clubs, the Crimson,
and the Lampoon, all the while finding out who they are. It’s chock-full of
(unreferenced) bits and pieces of literary works (from Sylvia Plath to Claude
McKay),esotericaof Harvardhistory(aconversationaboutPickering’sHarem),
and more—not every reader will pick up on the same set (though some,
such as the discussion of Willie DuBois and the theory of double uncon-
sciousness, will be easy for any NWIG reader). For anyone who likes satire,
this quick-witted tale, which sometimes borders on action-comix narration,
catches a bundle of truths about a very particular and powerful corner of our
world. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 85 Patsy (New York: Liveright, 2019, cloth US$26.95), Jamaican Brooklynite
Nicole Dennis-Benn’s second novel, is, like her earlier Here comes the Sun,
a page-turner that explores the lives of women who love women, anxieties
about race, color, and sexuality (this time in New York as well as Jamaica), and
family relations, especially between mothers and daughters. Patsy immigrates
(guiltily leaving her daughter behind) and works (without papers) as a bath-
room attendant in a faux-Jamaican restaurant and as a nanny, while her daugh-
ter,broughtupinherfather’shousehold,navigatesadolescenceandheartbreak
in Kingston. In its depiction of the rough and lonely life of undocumented
aliens in New York, it brings to mind Évelyne Trouillot’s Absences sans fron-
tiers (2013), in which it is a father who devotes his life to working at mean jobs
so his daughter back home can have a brighter future, but here it is the guilt
of separation and abandonment that dominates. As we noted about Dennis-
Benn’s debut novel, Patsy neatly captures the complex pathos of contemporary
Caribbean realities. New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Downloaded from Brill.com 10/24/2024 04:12:08AM Bookshelf 2019 Curdella Forbes’s haunting, intriguing, and absorbing fifth novel, A Tall His-
tory of Sugar (Brooklyn NY: Akashic, 2019, cloth US$28.95), takes us from the
ruralJamaicaof the1950stoKingstontoBrixtonandback,tracingthelovestory
of a strange-looking pale-skinned boy, found as a baby in a basket by the sea,
and the book’s narrator, a beautiful black girl who grows into a political activist. Fairy-tale or myth-like, with colonialism, race, sugar, and slavery always in the
background, the story unfolds with frequent use of Jamaican Creole and allu-
sions to Caribbean literature. A memorable read. Drafts of a Suicide Note (Raleigh NC: Regal House Publishing, 2019, paper
US$19.95), by Mandy-Suzanne Wong (according to the publisher’s website, “a
born Bermudian of Jamaican parentage and confusing Afro-Chino-Cuban her-
itage”), is a long and dark debut novel centered on a mysterious woman who
disappeared, leaving ten cryptic suicide notes. The main protagonists are elite
Bermudans involved in the murky world of risk management, wealth manage-
ment,reinsurance,documentshredding,anddesignerdrugs,butit’salsoastory
of love, mistrust, obsession, and betrayal. The author clearly has a love of liter-
ature as well as a lively imagination, and she weaves a memorable, complex
tale. Queen of Bones (A Havana Mystery), by Teresa Dovalpage (New York: Soho,
2019, cloth US$26.95), is fast-paced crime fiction by a Cuban-born, New Mex-
ico-resident writer, who loads lots of local color into her plot twists. Santeros,
detectives, and mortuary employees mix with cross-dressers and American
tourists in this telenovela-like tale. Plastered in Pretty (Philipsburg, St. Maarten: House of Nehesi, 2018, paper
US$20.00), a novella by Vincentian writer and teacher Natasha C. Marks, New West Indian Guide 94 (2020) 82–111 86 review articles describesanislandworldinwhichsocialmediarulesandwherepeoplelookup
from their cellphones only for the briefest of sexual or workplace encounters
andareobsessedwithonlinebuying,posing,selfies,andseekingdigitalnirvana
in the form of “likes” and happy emojis. The genre is satire and the tone chick-
lit, but it depicts a Caribbean dystopia, sometimes comic, yet disturbingly close
enough to a possible near future to foster thought and unease. Dominicana (New York: Flatiron, 2019, paper US$26.99), Angie Cruz’s third
novel, is based on her mother’s coming-of-age experience as a fifteen-year-old
country girl whose parents marry her off to a much older businessman, who
quickly whisks her away to the Washington Heights of the 1960s. Unflinching
initsportrayalof maritalviolenceandpatriarchalnorms,itpaintsathoroughly
believable picture of Dominican immigrant life, both growing up surrounded
by canefields and living in a squeezed apartment across from the Audibon Ball-
room. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Relationships and events grab you and stir the emotions; it’s hard to put
down. On its initial publication in Cuba, Marcial Gala’s La catedral de los negros
(2012) was awarded the Alejo Carpentier Prize and the Premio de la Crítica
Literaria. Now published as The Black Cathedral (New York: Farrar, Straus &
Giroux, 2020, cloth US$26.00) in a fine translation by Anna Kushner, it is
indeed a memorable work, narrated in a series of one- or two-page first-person
fragments by a myriad of colorful inhabitants of a run-down neighborhood
of Cienfuegos. Painting, architecture, and poetry rub shoulders with a serial
killer, cannibalism, sex, violence, racism, and love, as provincial Cubans stay
in place (or prison), flee to the United States and Barcelona, and deal with
a never-finished overblown Protestant cathedral. The writing is finely honed,
sometimes darkly comic, as the protagonists pick up and interrupt each other’s
stories. A dystopian yet heart-rending vision not only of contemporary Cuba
but also of the disappointments of the Obama-era United Sates of Amer-
ica. Two novels of questionable origin. The latest iteration of William Williams’s
The Journal of Penrose, Seaman (newly subtitled: The New Robinson Crusoe
and the First American Novel), edited by Welsh author Terry Breverton (Car-
marthenshire, Wales: Cambria Books, 2014, paper £20.00), is a modernized
version of the ca. 1775 manuscript, which was first published in a bowdlerized
edition in 1815 and then in a full transcription in 1969 (by Indiana U.P.), relat-
ing the author’s (alleged) experience of being marooned on the Miskito coast
among the Rama Indians. Joining it is the probably fictional/forged Hayti (Car-
marthenshire, Wales: Cambria Books, 2017, paper US$17.99), with the author
listed as Kurtis Sunday (a living novelist) and a preface claiming that this “is
probably the first work of fiction written in a European language in the New New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 87 World,” and that the original manuscript was discovered in Granada in 1904 (or,
alternatively, in France ca. 1800) and then destroyed during the Spanish Civil
War, but meanwhile published in 1924 in Barcelona in Catalan, then in 1939 in
London in English, and finally in 1969 in Mexico in Spanish. New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 (The “translator”
claims to have relied on all editions.) The apparently fictional text is said to
have been written by a Hieronymite nun named Lucrezia di Marchionni and
depicts Spanish atrocities, conversations with the Tainos, maroon resistance,
and other happenings around 1515. Raphaël Confiant has added a 350-page thriller to his dozens of published
books: L’enlèvement du mardi-gras, enquête sur une disparition (Paris: Éditions
Écriture, 2019, paper €20.00). At once ostentatiously vulgar and ironic, this
comic roman à clef centers on Martiniquan university life, with corrupt and
inept police vying with corrupt and inept faculty and elected officials. With
his usual joyful vengeance, Confiant takes on what he sees as the underbelly
of Martinique and its inhabitants, reveling in the everyday racism and concu-
piscence, the greed and selfishness, the violence and humor. You either put it
down quickly (our tendency) or, perhaps, you laugh along with the clever but
often facile turns of phrase. Tercer Mundo (San Juan: Zemi Books, 2019, paper US$24.95), by prolific
Puerto Rican novelist/science fiction writer Pedro Cabiya (who lives in the
Dominican Republic), begins with the crash in Santurce of a spaceship con-
taining treasure. Mixing genres and registers, it explores the shenanigans of the
bureaucrats who administer “la República Borikwá” and compete to get ahold
of it, creating a phantasmagoric counterpart to current Puerto Rican political
and existential realties. The Restless, by Gerty Dambury (New York: The Feminist Press at CUNY,
2018, paper US$16.95)—Judith G. Miller’s excellent translation of the 2014
French original, Les rétifs—tells the story of the 1967 labor violence in Guade-
loupe, where the French forces de l’ordre killed or seriously wounded more
than 100 protesters and bystanders. Narrated in syncopated first-person chap-
ters in the form of a Caribbean quadrille, with a nine-year-old girl whose
schoolteacher (accused of being a subversive) has disappeared leading the
way, most of the other tale-tellers are already dead and include Queen Nono
(anear-centenarianwithacut-off leg),Hilaire(“MademoisellePansy”),asome-
time cross-dressing teacher who hanged himself after a snitch falsely de-
nounced him as a pedophile, an honest construction worker, and others. Issues
of class,race,andcolonialismunderliethisdeceptivelysimple,sweetbutbrutal
tale. TheindefatigableMaryseCondé,aidedbyherlong-timetranslator(andhus-
band) Richard Philcox, offers readers yet another in a string of recent auto- New West Indian Guide 94 (2020) 82–111 review articles 88 biographical meanderings: Of Morsels and Marvels (Calcutta: Seagull Books,
2020, cloth US$27.50 [French original 2015]). Bookshelf 2019 At the outset, she claims that
“My enduring crime of treason is the subject of this book,” by which she
refers to her penchant for “comparing cooking with literature … mixing sheep
with goats, jute with silk.” In this characteristically irreverent look at past
travels (from West Africa to India, from Berkeley to New York, from Guade-
loupe to Paris, and beyond), emphasizing the dishes she has been served and
her varied reactions to them, she minces few words. In an almost stream-of-
consciousness style, she opines (often caustically) on places, people, and foods
she has encountered during her long life, sparing few. Indeed, we felt some-
thing like relief, having been dinner guests in her Paris apartment and having
hosted her to meals in both Martinique and Paris, to have been left out of her
account. Quince Duncan’s Weathered Men and The Four Mirrors: Two Novels of
Afro-Costa Rican Identity (Basingstoke, U.K.: Palgrave Macmillan, 2019, cloth
US$84.99), translated and with a helpful introduction by Dorothy E. Moseby,
seem to be the first novels in Spanish (published in the early 1970s) by an
author of West Indian heritage who writes about Jamaican immigrants to Cen-
tral America. Born and raised in Limón, Duncan, who has published five other
novels as well as short stories, sets out to contradict traditional Costa Rican
nationalist identity centered on whiteness, Europeanness, et cetera. These are,
as the translator argues, “novels of Afro-Costa Rican identity.” Days by Moonlight (Toronto: Coach House Books, 2019, paper US$17.95),
by prize-winning Canadian novelist André Alexis (born in Trinidad), is firmly
focused on Canada rather than the Caribbean. The narrator travels through a
series of small towns in Southern Ontario, including one where black people
are not allowed to talk during daylight hours, and others in which he attends
bizarre patriotic rituals and parades, takes a guided tour of the Museum of
Canadian Sexuality, and has mind-bending conversations, but throughout dis-
playing a love of language, poetry, and the absurd. It’s a real trip, filled with
fantastical, sometimes bitter, and often ironic imaginings. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 In “Bookshelf 2011,” we praised Bivouac (2010), by multiple-prize-winning
poet and novelist Kwame Dawes, as “a dark novel about death, politics, fam-
ily, and sex in a Jamaica that has a ‘scarcely understood sense of temporariness
and dislocation,’ with dialogue that puts you right onto the streets of Kingston.”
Reissued now by Akashic (2019, paper US$15.95), it reads better than ever, a
dreamlike work about the island in the 1980s. Another welcome reissue: Jamaica-born Patricia Powell’s captivating,
dialect-rich, debut novel, Me Dying Trial (Boston: Beacon Press, 2019, cloth
US$16.00), first published by Heinemann in England in 1993, reissued by Bea- New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 89 con in 2003, and now graced with an admiring introduction by Edwidge Dan-
ticat, who calls Powell “one of the most exciting writers living and writing on
the island that is the Caribbean-American hyphen.” And, finally, a resurrected novel, Claude McKay’s RomanceinMarseille (New
York: Penguin Classics, 2020, paper US$20.00), which has languished as an
unfinished manuscript in Yale’s Beineke Library and, in more finished but still
unpublished form, in the Schomburg Center, since some time after its ini-
tial creation in the 1920s. An introduction and “note on the text”—together,
more than 50 dense pages—by editors Gary Edward Holcomb and William
J. Maxwell, set the scene for this strange Lost Generation novel by the Jamaica-
born intrepid traveler and gay icon of the Harlem Renaissance. Originally
intended as a follow-up to Banjo (1929), also sited in Marseille, this tale of
whores, pimps, itinerant seamen, and waterfront dive bars, loosely based on
a mixture of contemporary news stories about black stowaways on steamships
and McKay’s own seedy life in the multicultural port city, is as interesting for its
insights into McKay’s thoughts (for example, he fictionalizes W.E.B. Du Bois’s
NAACP into an organization he calls The Christian Unity of Negro Tribes a.k.a. C.U.N.T.) as for the characters or plot of the novel, though they too are often
memorable. Whether viewed as one of the earliest overtly queer fictions in the
Black Atlantic canon or for its views on black nationalism, the publication of
this work is to be celebrated. Now, on to short stories. New West Indian Guide 94 (2020) 82–111
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consistently heartrending—puts her short stories in a different league from all
others. Her latest collection, Everything Inside (New York: Knopf, 2019, cloth
US$25.95), consists of eight stories previously published in such venues as
Callaloo, Ms., and The New Yorker. Most of them concern Haitians who live in
the Diaspora but the family relationships she describes so poignantly speak
universally. Truly memorable. Grand Union (New York: Penguin Press, 2019, cloth, US$27.00), by award-
winning novelist and NYU professor Zadie Smith, is her first book of short
stories. Raunchy or tender, gritty or ethereal, foreboding or comical, each one is
told with a stunning gift for getting into the skin of diverse characters in varied
situations. You’ll surely like some better than others, but by the time you get to
thefinalstory—aconversationbetweenthenarratorandherdeadmotherwho
has become Nanny of the Maroons—you’re likely to be sorry that this wonder-
ful collection has come to its end. WhereThere are Monsters (Leeds, U.K.: Peepal Tree Press, 2019, paper £9.99)
is Trinidadian Breanne Mc Ivor’s first collection of short stories (several of
which have been previously published and won prizes). Crisp tales with mem- New West Indian Guide 94 (2020) 82–111 90 review articles orable characters—men as well as women—who hold varying positions in the
race/class structure, set in contemporaryTrinidad, but with periodic irruptions
of folkloric beliefs from other eras. A brisk and enjoyable read. j y
Hazel D. Campbell’s Jamaica on My Mind: New and Collected Stories (Leeds,
U.K.: Peepal Tree Press, 2019, paper £14.99), comprised of several dozen previ-
ously published short stories plus eight new ones, takes readers into a different
Caribbean from that of Mc Ivor or Plastered in Pretty: a world of the 1960s, 70s,
and 80s, where many people speak Creole and where the pace of life and the
concerns and values are those of the grandparents of the younger writers. Even
in the new stories, where cell phones and dancehall appear, it’s the human rela-
tions of an earlier Jamaica, and the ever-presence of churches, that provide
constancy and—through explorations of well-drawn characters—bring con-
siderable pleasure to the reader. Bookshelf 2019 Now / After: Stories (Leeds, U.K.: Peepal Tree Press, 2019, paper £9.99), by
Anton Nimblett, a Trinidadian living and writing in Brooklyn, is a different ket-
tleof short-storyfish.Wildlyvariedinsubject,location,andtone,itmovesfrom
a Haiku-like visit to Dia and its Serra rust-tinged steels to gay re-imaginings of
fragments from Moby Dick, Gulliver’s Travels, In the Castle of my Skin, and A
House for Mr. Biswas, to a drag-queen drama set in Jersey City, and a wake in
the Haitian countryside or conversations in rural Trinidad. Often intriguing,
always interesting, we recommend it. Love War Stories, by Ivelisse Rodriguez (New York: The Feminist Press at
CUNY, 2018, paper US$16.95), presents a searing and frighteningly persua-
sive look into the world of Puerto Rican teenage girls, mostly in New York
(but also on the island and in Holyoke, Massachusetts), questing after true
love despite their mothers’ or aunts’ marital betrayals and deceptions. The
teenage and college boys who are the object of their longings appear to con-
firm the pan-Caribbean saying, “men are dogs.” The protagonists vary from a
fifteen-year-old small-town island girl; a pack of high-schoolers in Holyoke;
a rejected college girl who becomes a stalker; and even some gay boys—all
believable and sympathetic. The stories are tough, smart, and eminently read-
able. Next, this year’s crop of poetry. Kei Miller’s In Nearby Bushes (London: Carcanet, 2019, paper US$14.99),
a magnificent collection meant to be read cover-to-cover at one sitting, dis-
plays a lilting love of language, a love of Jamaican words and places and
smells alongside everyday violence and singular events, like the escape dur-
ing a 1988 hurricane of a troop of traveling reindeer into the hills of Port-
land, where they seem destined to multiply forever, despite hunters, in nearby
bushes. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. Bookshelf 2019 https://creativecommons.org/licenses/by-nc/4.0/ review articles 91 Crossfire, A Litany for Survival: Poems 1998–2019 (Chicago: Haymarket, 2019,
paper US$19.95), by Staceyann Chin—New York-based performance artist,
actor,andactivist,andauthorof a2010memoirof growingup(andcomingout)
in Jamaica (The Other Side of Paradise)—begins with a preface briefly recount-
ing experiences with her teachers (Derek Walcott, Mervyn Morris, Edward
Baugh), and then moves on to a collection of poems that cry out to be read
aloud. Poems about love, gender, desire, and many kinds of sex, but also family,
motherhood, Jamerica, rape, racism, U.S. and international politics, and being
a black and Asian lesbian poet. She’s a storyteller and these poems are direct
and topical, overflowing with life. The Perseverance (London: Penned in the Margins, 2018, paper £9.99) is
Raymond Antrobus’s first collection since To Sweeten Bitter (2017), which we
very much liked. Unlike the earlier collection, these new poems by the British
Jamaican writer focus on his congenital deafness and its effects on his ways of
being in the world. Reading Antrobus opens eyes as well as ears to lyrical and
moving words, sounds, and experiences. The book has won two major poetry
prizes and we recommend it highly. Translations from Memory (Manchester, U.K.: Carcanet, 2018, paper £12.99)
is Guyanese-British Fred D’Aguiar’s eighth published collection, some 88 mag-
nificent poems that rewrite and comment on world history, philosophy, and
literature with a mixture of irony, humor, and passion. The inspirations range
from Gilgamesh, Homer, and a slew of ancient Greeks and Romans through St. Thomas Aquinas, the Franciscans and Machiavelli, and on into Rousseau, the
Enlightenment, and the Romantics, through twentieth-century French theo-
rists (Fanon, Barthes, and Lévi-Strauss) and on to W.E.B. DuBois, Mal-
colm, M.L.K., Bearden,Wilson Harris, Aimé Césaire, Martin Carter,Walter Rod-
ney,Walcott, Brathwaite, and “Our King James” (C.L.R.).These irreverentpieces
highlight the lasting legacies of colonialism and racism while asking broadly
humanistic questions about redemption and hope. The combination of light-
ness and deep feeling is magical. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Nothing we read this year stretches the mind quite like Vahni Capildeo’s
poems in Skin Can Hold (London: Carcanet, 2019, paper US$14.99), her eighth
published collection, which ranges from encounters with Shakespeare and a
homage to fellow poet Zaffar Kunial to various carnivalesque Trinidadian allu-
sions before settling on a description and analysis of her staging of an exper-
imental theater version of Martin Carter’s “I am no Soldier.” This last evoked
to us a precious moment in the 1990s, watching twilight fall with George Lam-
ming on the porch of our house in Martinique, looking out at the sea, while
he reminisced about traipsing from one Georgetown rumshop to the next with
Martin, as they talked about Walter Rodney and what might have been. New West Indian Guide 94 (2020) 82–111 92 review articles In Enemy Luck (Leeds, U.K.: Peepal Tree Press, 2019, paper £10.99), Trinida-
dian literary editor and impresario Nicholas Laughlin’s second collection of
poetry, we are treated to a remarkably varied set of forms and puzzles and
entertainments, always forcing thought, asking readers to search memories of
a lifetime of reading. Found fragments, evocations of scenery, and people from
around the world combine to create compelling mysteries and tales. This is a
book that rewards. Honeyfish (Kalamazoo MI: New Issues Poetry and Prose, 2019, paper
US$16.00), winner of the 2018 Green Rose Prize, presents Trinidad-born-and-
raised Lauren K. Alleyne’s second collection of poems—elegiac and beautiful,
some evoking her own island and one in Greece, yet most expressing relentless
horror at the unending U.S. White-on-Black murders and oppression: Trayvon,
Sandra Bland, Tamir Rice, Charleston, Charlottesville, and burning crosses in
Iowa, as well as neo-Nazis marching in Leipzig. Extraordinarily moving poetic
testimony. Poet and performer Roger Robinson, who lives between Brixton and Trini-
dad, displays his full storytelling skills in his latest collection, A Portable Par-
adise (Leeds, U.K.: Peepal Tree Press, 2019, US$12.48), winner of the prestigious
T.S. Eliot Poetry Prize. From its first moving section on the Grenfell Tower dis-
aster to poems of slavery and modern police brutality to ironic takes on race in
Britain, these poems pull you in, some making you laugh, others almost weep. Direct and important. In I’lltradeyouthisisland byCindyJiménez-Vera(San Juan:Aguadulce,2018,
n.p.), translator Guillermo Rebollo-Gil presents his English versions on pages
facing the Spanish originals. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Ironic, dark, raw, filled with the small material
things of life, and agnostic about the future, these poems evoke a particular
vision of Puerto Rico: “There’s no bread in my house / but the bananas are ripe
/and wehave blackcoffee,/ nosugar.”Or,“I’lltradeyouthisisland/ foramatch-
box / and four candles / to light / out on the corners.” I Offer My Heart as a Target / Ofrezco mi corazón como una Diana, by Puerto
Rico-born Johanny Vázquez Paz (Brooklyn NY: Akashic, paper US$15.95), is a
prize-winning dual-language collection, with English translations by Lawrence
Schimel. Many of the poems speak of violence, misogyny, and assaults on dig-
nity, others of the bitterness of migration and exile, but difficulties are met
throughout with a steely-eyed perseverance. Lasana M. Sekou’s latest book of poetry, Hurricane Protocol (Philipsburg, St. Maarten: House of Nehesi, 2019, paper US$15.00), chronicles in his inimitable
style the devastating passage of Irma and Maria through his beloved island
in 2017. Many pages are illustrated with hieroglyphs from the Dresden Codex,
depictingMayan(standingforindigenousAmerican)astronomicalpredictions
and calculations. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 93 Sara Florian’s Caribbean Counterpoint:The Aesthetics of Salt in Lasana Sekou
(Philipsburg, St. Maarten: House of Nehesi, 2019, paper US$20.00) discusses
variousthemes(salt,sugar,maroons,andmore)intheworkof thepoet,activist,
and publisher (House of Nehesi), who has labored tirelessly for several decades
for the independence and sovereignty of St. Maarten/St. Martin as a unified
island. Salt, the island’s major colonial export (in contrast to the rest of the
Caribbean’s sugar) is a central metaphor in his work; Florian’s brief book is an
attempt to situate Sekou’s work in its broader Caribbean context. Nomad (Philipsburg, St. Maarten: House of Nehesi, 2019, paper US$20.00) is
veteran writer, actress, and teacher Yvonne Weekes’s first collection of poetry. New West Indian Guide 94 (2020) 82–111
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in taxis and rental cars to the land of all-inclusives and disappearing man-
groves. g
A richly informative 16-page foreword by translator (and University of Chi-
cago professor) Haun Saussy introducesWhen the Pipirite Sings: Selected Poems
(Evanston IL: Northwestern University Press, 2019, paper US$18.95), by the late
Haitian writer and neurologist Jean Métellus.Written in Parisian exile from the
Duvaliers, in French, these poems are nevertheless Haitian to the core, indeli-
bly evoking the Jacmel of the writer’s youth. Sometimes Homeric, sometimes
Césairian in tone and reference, they engage with the lwas, the land, the sun,
and the sea, with the Middle Passage and the great figures of Haitian history
always lurking in the background. A richly informative 16-page foreword by translator (and University of Chi-
cago professor) Haun Saussy introducesWhen the Pipirite Sings: Selected Poems We welcome the paperback reprint of The Collected Poems of Édouard Glis-
sant, translated by Jeff Humphries & Melissa Manolas and edited (with an
introduction) by Jeff Humphries (Minneapolis: University of Minnesota Press,
2019, paper US$22.95), which originally appeared in cloth from that publisher
in 2005. The introduction could have been updated to reflect changes in post-
colonial scholarship during the past decade and a half, but the singular poems
now permit Glissant to speak from the grave, as his literary influence continues
to increase. We also welcome the first English-language translation, by Nathanaël, of
Glissant’s earliest published work, Soleil de la conscience (1956) as Sun of Con-
sciousness (NewYork: Nightboat Books, 2020, paper US$14.95), which recounts
in poetic prose (and occasional straight poetry) his complex feelings upon
arriving to study in 1946 Paris, where he remained for eight years. His thoughts
range widely, from racism and colonialism to universalism and poetry: it is “a
time of chaotic opening … prose, chaos, measure, knowledge and poetry being
signs of my experience, seen from inside. Bookshelf 2019 Accessible, matter-of-fact, often surprising, these autobiographical poems
recount her uncomfortable upbringing in England, her joyful return to her par-
ent’s birthplace, Monserrat (where she founded a theater company and served
as the island’s first Director of Culture) and her exile, after the devastating
Soufrière volcano eruption in 1996, to Barbados, where she has since lived and
worked, now with grandchildren. Kendel Hippolyte’sWordplanting (Leeds, U.K.: PeepalTree Press, 2019, paper
£9.99) bring us poems about what might have been, the world that was once
hoped for and dreamed of and fought for but never came to pass: “i woke one
morning and the Caribbean was gone.” He seeks her, first by the sea, then in
the town, then in the market, then at a crossroads, and finds only occasional
glimpses of her presence “in a far hillside district … or a glint of zinc from a
housechanginghalf of itsroof onaSaturdayhalf-day,giventoakoudmen,lend-
hand, gayap, koumbit, fajina, jollification, maroon, gotong rojong … Harder to
find now.” So, a sense of loss in a modernizing, globalizing St. Lucia, but also
small pleasures in familiar domestic acts—morning coffee, making a bed with
a loved one. In his seventh published collection of poems, Hippolyte’s lan-
guorous rhythms draw us in: mature, thoughtful work that rewards. St. Lucian poet, journalist, and librarian John Robert Lee has done the
Caribbean literary world a great service by conceptualizing and editing Saint
LucianWriters andWriting: An Author Index of PublishedWorks of Poetry, Prose,
and Drama (London and Trafalgar, Dominica: Papillote Press, 2019, paper
£9.99). The book, which includes not only writers of S.L. origin but also those
who have written about the island, is divided by genres: poetry, short fiction,
novels, drama, literary periodicals, and so forth, and it includes unpublished
dissertations and theses about the island as well. A labor of love, filled with
surprises, that can be enjoyed by many. A Lesson on Wings (Vieux Fort, St. Lucia: Jako Books, 2019, paper US$21.95),
by senior St. Lucian poet Modeste Downes, is best when—in a nostalgic
mode—he recounts the storied past of his beloved Vieux Fort and rues its New West Indian Guide 94 (2020) 82–111 New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Outside, it is the French truth oppos-
ing mine.” Or again, “And here I am freezing between these two oceans; the
true and immortal abyss of the sea, on the one hand, that exiles me from myself
(frommyreality,frommyrootsinthegroundplantedlikesomanypitchforksof
truth); then the other, the enormous Wave besides that rolls here, Parisian … I
know of a sudden its secret: and it is that Paris is an island, that intercepts from
all sides and diffracts forthwith.” Twenty-five years before the publication of
Le discours antillais, this early work contains only hints of that Antillean mani-
festo but leads more directly into L’intentionpoétique and perhaps even toward
the idea of le Tout-Monde. And, finally, works of nonfiction not otherwise reviewed in the NWIG: Recently retired Yale professor Hazel V. Carby has gifted us a remarkable
book, Imperial Intimacies (London: Verso, 2019, cloth US$29.95), part memoir, New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC
https://creativecommons.org/licenses review articles 95 part historical study, and deeply personal throughout. Exploring family history,
beginning with her birth in England of a Jamaica-born, World War II RAF pilot
and a Welsh mother, she traces better than any book we can remember the
ways that “Black British” is truly an oxymoron, as well as the broader conse-
quences of race and empire. Following oral, and eventually archival, genealogy,
she carries us to eighteenth-century Jamaica and Bristol and slowly brings us
up to the present, all the way examining how the terrible violence of colo-
nialism and empire has shaped, and continues to shape, ordinary people’s
lives. In Voices of theWindrush Generation:The Real StoryTold by the PeopleThem-
selves (London: Blink, 2019, cloth £18.99), journalist David Matthews (who,
born in Hackney of British Guiana immigrant parents, styles himself a mem-
ber of the Windrush 2.0 generation) interviews two handfuls of Windrush-era
West Indians living in the United Kingdom, reminiscing about their (British)
West Indian childhoods, their frightening and discrimination-filled first years
inthemothercountry(andcontinuingraceprejudicetilltoday),andtheiradult
lives as nurses, seamstresses, teachers, musicians, and parents. New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Clumsier than
the oral history collections by his model Studs Terkel, this one nonetheless lets
people whose whole lives have been under the thumb of empire speak out,
each in their own voice. It makes the Windrush scandal of recent years, which
is barely touched on in the book, all the more heartbreaking. Journalist Ross Kenneth Urken, a self-described Jewish boy from New Jer-
sey who speaks with a Jamaican accent, offers a memoir, Another Mother
(Kingston: Ian Randle Press, 2019, cloth US$18.00), devoted to his Jamaican
nanny Dezna Sanderson, who not only raised him but also served as peace-
maker in his parents’ dysfunctional marriage. Moving back and forth between
talesof hischildhoodandhisyoungadultquesttolearnaboutDezna’spre-USA
life in Jamaica, through trips and interviews with her scattered family mem-
bers, this somewhat self-indulgent book captures the realities of thousands of
late-twentieth-century Caribbean women immigrants and serves as a loving
homage to their sacrifices. If you wish to know the remarkable woman that is Christiane Taubira, her
most recent memoir, Nuit d’épine (Paris: Plon, 2019, paper €16.90), is an excel-
lent start.Vignettes of her life, from details of growing up in Guyane all the way
to dealing, as France’s minister of justice, with the bombing of the Bataclan,
are spiced with lyrics from the songs she loves (Brazilian, Cuban, West African,
French, and American) and excerpts from her favorite poets (who range from
Césaire, Damas, and Monchouachi to Countee Cullen, Pablo Neruda, and Ossip
Mandelstam). She invitesus toreadover hershoulder as shediscoversthework
of Maryse Condé, Steve Biko, and others, and as she lays bare her life expe- New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ New West Indian Guide 94 (2020) 82–111 96 review articles rience, she constantly enriches her reminiscences with references to authors
and works in a variety of world literatures (and cinemas). In short, she opens a
window, if only partially, into how she became one of the most interesting and,
for many, admirable public figures of our time. Bookshelf 2019 Aftershocks of Disaster: Puerto Rico Before and After the Storm (Chicago: Hay-
market Books, September 2019, paper US$17.00), edited by Yarimar Bonilla &
Marisol LeBrón, is a truly important anthology—essays, poems, and photos
that grapple with the island’s long-standing colonial problems and post-Maria
dilemmas.AsArcadioDíaz-Quiñoneswritesinhisforeword,“thethreatof total
collapse continues to raise major themes of discussion in a global context:
colonialcapitalism,humanrights,genderequality,democracy,unpayabledebt,
climate change, migration and citizenship, environmental policies, education,
and health care.” More than thirty interventions by specialists of all stripes are
deftly woven together by the editors to bring readers a vivid picture of the cur-
rent imbroglio as well as useful pointers toward building a sustainable future
for the island’s people. A Girl Named Lovely, by Catherine Porter (NewYork: Simon & Schuster, 2019,
paper US$17.99), is a Canadian journalist’s story of how she first discovered
Port-au-Prince whilereportingonlydaysafter the2010earthquakeandbecame
involved in financially supporting a two-year-old girl miraculously pulled from
the rubble and later much of her poverty-stricken family as well as a whole
school. It recounts the ethical conundrums and private joys and frustrations
she experienced as she witnessed and participated in the international aid
effort in the years following the disaster.Well-meaning, honest, somewhat self-
indulgent, and sometimes slightly breathless in tone, it stands as one woman’s
personal reaction to the complex realities of inequality faced by almost any
outsider in Haiti. Agua por todas partes (Barcelona: Tusquets, 2019, paper €19.00) is a collec-
tion of Leonardo Padura’s essays/reflections on becoming and being Cuba’s
best-known writer internationally. The book’s first part concerns his feelings
of rootedness in the barrio of Mantilla, on Havana’s southern edge, and why
he could never leave. But there is also much about contemporary Cuba, his
irritation at the widespread love of reggaetón, descriptions of the daily lucha
of his friends and neighbors, his thoughts about exile, and dialogues with the
work of other writers, particularly Alejo Carpentier. The rest of the essays are
loosely autobiographical but necessarily speak about evolving Cuban realities
since the 1970s. The final chapters are more explicitly literary, engaging the
form of the novel and the act of writing, with Cuban preoccupations, from
baseball to the persecution of homosexuals, always in the background. In addi-
tion to Carpentier, Padura highlights the work of José Lezama Lima and Vir- New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 97 gilio Piñera (who wrote, in 1943, of “la maldita circonstancia del agua por todas
partes”) and displays a wide range of reading—novelists, poets, and literary
critics. Goodbye, My Havana: The Life and Times of a Gringa in Revolutionary Cuba
(Stanford CA: Redwood Press, 2019, paper US$24.00) is an autobiographical
account by Anna Veltfort, presented in “graphic memoir” form, of her early life
in Berkeley, California, her left-leaning family’s 1962 move to Cuba when she
was of high-school age, her sexual (gay) awakenings, her life at the University
of Havana (filled with revolutionary ardor as well as persecution), and her final
departure for the United States in 1972. The graphic panels depict a number
of her experiences during her Cuban decade, from meeting Fidel and Che and
workinginsugarharvestsandpeasanteducationdrivestowatchingpurgesand
show trials. The tone is frank and cheery, the story zips right along, as both the
author and the Revolution come of age. In North of Havana: The Untold Story of Dirty Politics, Secret Diplomacy, and
theTrialof theCubanFive (NewYork:The New Press, 2019, cloth US$26.99), vet-
eran trial lawyer Martin Garbus, who earlier represented prominent dissidents
including Daniel Ellsberg, Cesar Chavez, and Cuban poet Heberto Padilla, tells
the gripping story of his role in this Kafkaesque case of international intrigue. The highly charged political world of 1990 Miami’s Little Havana comes alive,
as we see the role of elite Cuban exiles in influencing everything from the
appointment of U.S. attorneys to national elections. From the original show
trial of the five Cubans (who were, indeed, Fidel’s spies, though innocent of the
trumped-up murder charges that they were convicted for), conducted in the
immediate wake of the Elián González affair, all the way through the Obama-
Raúl-negotiated prisoner exchange that concluded the matter a decade and
a half later, the author lays bare the working of the U.S. court and prison
system, emphasizing its dangerous political vulnerabilities. Garbus wrote the
book, he says, “to show how our government can subvert the press and inter-
fere with our jury system. It chronicles an unprecedented pollution of the
American legal system in order to advance a political cause.” Though chron-
icling the recent past, its relevance for the present and immediate future is
acute. New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 A to Z of Caribbean Art, edited by Melanie Archer & Mariel Brown (Port of
Spain: Robert & Christopher Publishers, 2019, paper US$44.05), offers single-
page introductions to almost 300 twentieth- and twenty-first-century artists
with ties to the Caribbean by birth, parentage, residence, adoptive home, or
other links, many of whom maintain relationships both in and out of the
region. Flipping through its pages, which include a color image of work by each
artist, one cannot but be struck by the richness of media—painting, sculpture, New West Indian Guide 94 (2020) 82–111 98 review articles photography, engraving, video, collage, and glass to works made from fishing
line and mosquito netting or a cement mixer and sunscreen. (Not surprisingly,
there were difficult choices; for example, Martiniquan photographer Robert
Charlotte is included, but well-known Martiniquan photographer Jean-Luc de
Laguarigue is not.) All in all, a valuable resource for anyone interested in art of
the Caribbean. CommittedtoMemory:TheArtof theSlaveShipIcon,byCherylFinley(Prince-
ton NJ: Princeton University Press, 2018, cloth US$49.50), began as a 2002 Yale
University dissertation but now benefits from considerable further research
and travel. Generously illustrated in color, the book explores the initial (1788)
impact and continuing afterlife of the iconic woodcut of the lower deck of
the Liverpudlian slaver Brookes. A remarkable range of artists and artworks
are engaged, from the eighteenth century to the present, tracing the icon’s
role in multiple movements of political protest and even in modern-day roots
tourism. Having coauthored a book (with Sidney W. Mintz) that used the icon
on its jacket, I (RP) learned here of uses I’d never have imagined—it is indeed
the central image in what Finley calls the “mnemonic aesthetics” of transat-
lantic slavery, a foundational, if terrifying and persisting, symbol of the Black
Atlantic. AntonioMartorellisthegiftthatkeepsongiving…mostrecentlyacollection
of memories and reflections that offer yet more of the visual creativity, poetic
sensitivity, and human warmth we’ve come to know from his earlier work. Pier-
dencuentra (San Juan: Gaviota, 2019, paper n.p.), another tactually and visually
beautiful object, offers touching word-portraits of his family (grandfather don
Antonio who lost his lefthand pinkie, auntie Lucy who cooked up a fantastic
goulash, aunt Consuelo who lost her name, one letter at a time …) with side
trips to other things on his mind (“how words and illustrations found them-
selves on one of my pages,” etc.). New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 He has said it is about things lost and found,
without always beingable toknowwhichis which.The volumeisaccompanied
by a CD of el maestro reading some of his word portraits. Another very beautiful (though in a more conventional sense) book focus-
ing on an artist living and working in Santurce, Puerto Rico, is an exhibition
catalog on the work of Zilia Sánchez organized by the Phillips Collection in
Washington DC. Zilia Sánchez Soy Isla (New Haven CT: Yale University Press,
2018, cloth US$50.00) recounts Sánchez’s life from her early years in Cuba to
travels in Europe and a decade in New York before a return to the Caribbean
in 1971. Essays reflecting on her work, which “resists traditional categorization
and floats in between” like an island, are accompanied by hundreds of full-
color images, from sensuous erotic topologies, shaped canvasses, and “tattooed
works” to the acrylics on stretched canvas that dominated the exhibition. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 99 L’Art à Cuba, by Gilbert Brownstone, with photographs by Camilo Guevara
(Paris: Flammarion, 2019, cloth €39.90), is both elegantly produced and fasci-
nating to read. An opening essay by Graziella Pogolotti recounts the history of
the national art school, which began in an abandoned golf course; Guevara—
son of “le Che”—reflects on his father’s interest in photography; and Brown-
stone offers a substantive introduction to the place of art in Cuban culture. But it’s the 32 artists’ statements (from interviews by Brownstone), each sev-
eral pages long and beautifully illustrated by Guevara, that constitute the heart
of the volume. (That said, we have to assume that if the artists had been French
rather than Cuban, Flammarion would have taken a bit more care in the half-
pagepromotionaltextthatcomeswiththebook,whichmisspellsWifredoLam,
Gilbert Brownstone, and Camilo Guevara [twice].) Picturing Cuba: Art, Culture, and Identity on the Island and in the Diaspora,
edited by Jorge Duany (Gainesville: University Press of Florida, 2019, cloth US
$80.00), is based on a 2017 conference held at the Frost Art Museum, part of
Florida International University where Duany teaches and directs the Cuban
Research Institute. New West Indian Guide 94 (2020) 82–111
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https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Fifteen contributors—academics and art collectors, all ap-
parently living in the United States—highlight relations between Cuban and
Cuban-American art (painting, photography, architecture) and cultural iden-
tity from the seventeenth century to the present. The bulk of the book is de-
voted to the twentieth and twenty-first centuries, and Miami-based artists and
institutions often take pride of place. The 48 color plates and over a dozen
black and white images remind us of the vibrancy of Cuba’s artistic output and
helpfully illustrate the essays, which cover topics from colonial prints, national
identity, and the role of women artists, through Concretism, to art in the Dias-
pora. Hew Locke: Here’s theThing is the visually stunning catalog for an exhibition
of works in various media by Guyanese/British artist Hew Locke, who styles
himself part of the “post-Windrush generation.” Essays by historian Richard
Drayton and curator Diana Tuite comment usefully on the way Locke has
played with sources from ships and houses to colonial statues and share certifi-
cates to produce a rich and imaginative evocation of the Caribbean past and
present, with a special focus on voyages. The catalog (paper n.p.) is a 2019 co-
publication of the Ikon Gallery in Birmingham, the Kemper Museum in Kansas
City,andtheColbyCollegeMuseumof ArtinWatervilleMaine,wheretheexhi-
bition was shown. In Born Ya: The Life and Loves of a Jamaican Painter (London: Beattie Books,
2019,paperUS$15.99),JudyAnnMacMillanoffersaforthrightaccountof grow-
ing up as a light-skinned girl in a privileged family in Kingston, her art school
years in Scotland, her return home and short-lived marriage to an American New West Indian Guide 94 (2020) 82–111 100 review articles engineer who took her to Ohio, and her settling back into the Jamaica of the
Manleyswhere,despitegenderstereotypes,shefinallyfindsherself asapainter. The book brims with salient observations about her countrymen, both rural
and urban, and her love of, and curiosity about, the island. AnAmericanOdyssey:TheLifeandWorkof RomareBearden,byMarySchmidt
Campbell (New York: Oxford University Press, 2018, cloth US$34.95), almost
completelyignorestheCaribbeanworkof themastercollagistandpainter,with
hardly a word about his hundreds of Caribbean watercolors—the thirty or so
Martinique paintings, the several hundred referring to St. Martin, the Carnival
series, or the astounding Rituals of the Obeah. For anyone interested in his life
in the Caribbean and its influence on his art, our own Romare Bearden: The
Caribbean Dimension (or its French translation) remains the touchstone. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 With an over-the-top foreword by Ishmael Reed, Cimarrón: Freedom and
Masquerade (London: Thames & Hudson, 2019, cloth US$40.00) consists of
art photographer Charles Freger’s glossy, vividly colorful, dramatically cos-
tumed, carefully posed carnavelesque images from around the African dias-
pora: Guadeloupe, Martinique, Guyane, Antigua, Monserrat, Saint Croix, Haiti,
theDominicanRepublic,Cuba,Brazil,Colombia,Mexico,Belize,Panama,Peru,
and New Orleans. The two dozen pages of explanation at the book’s end,
describing the carnival groups and the characters depicted, are less inaccurate
than one might expect from this sort of project. The Haiti Reader: History, Culture, Politics, edited by Laurent Dubois, Kaiama
L. Glover, Nadève Ménard, Millery Polyné & Chantalle F. Verna (Durham NC:
Duke University Press, 2020, paper US$29.95), presents well over 100 texts
in more than 500 lovingly assembled pages—everything from fiction, poetry,
songs, and folktales to scholarly essays and political tracts, beginning with the
Tainos, slavery, and the Revolution, moving on through the U.S. occupation,
the Duvalier years and their aftermath, and continuing right up to the present. Much of the volume, which is intended to highlight Haitian points of view,
offers small tastes of longer works, whetting the reader’s appetite for more.The
English translations from French and Creole are fluid and welcome.The collec-
tion introduces many of Haiti’s major writers and thinkers and will be a boon
to college teachers, a solid basis for a course on the first independent nation of
the Caribbean. The Cuba Reader: History, Culture, Politics, edited by Aviva Chomsky, Barry
Carr, Alfredo Prieto & Pamela Maria Smorkaloff (Durham NC: Duke University
Press, 2019, paper US$32.95), is an expanded second edition of the 2003 work
we praised in Bookshelf 2004.With more than twenty new selections exploring
the post-Fidel years, this thick volume continues to be an excellent introduc-
tion to the island and its people. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 101 United States Reconstruction across the Americas, edited by William A. Link
(Gainesville:UniversityPressof Florida,2019,clothUS$34.95),consistsof three
chapters, the first concerning the United States and Brazil, the second the
United States and Mexico, and the third, by Edward B. Bookshelf 2019 Rugemer, the effects of
newsaboutJamaica’sMorantBayRebellionof 1865onRadicalRepublicanjour-
nalistsandlegislatorsintheUnitedStates,astheydealtwithwhitesupremacist
efforts to undermine the recently enacted Emancipation. Beryl McBurnie (Kingston: University of the West Indies Press, 2018, cloth
US$25.00) is Trinidadian journalist Judy Raymond’s brief, dutiful, but affec-
tionate portrait of the anticolonialist dancer who championed her country’s
Afro traditions (as well as those of the rest of the Caribbean, from the “talking
drums” of Suriname to Martinique’s “belé” and beyond) and founded the Lit-
tle Carib Theatre in Port of Spain (which also housed Derek Walcott’s Theatre
Workshop), and whose work and influence spanned the whole second half of
the twentieth century. y
In Sons of the Soil: The Maingots and French Creoles in Trinidad History
(CreateSpace, 2019, paper US$19.95), prolific Caribbeanist Anthony P. Main-
got delves deep into his family’s history, beginning with the 1776 voyage of an
ancestor from Bordeaux to Martinique and, ten years later, to SpanishTrinidad. The English conquest and the growth of slave plantations led, in the early nine-
teenth century, to “a French culture tinged withWest African influences … [and
a] French Creole identity known for its congenial life style, its music, cuisine
and piquant sense of humor. So was Carnival and Calypso born.” Conceived as
a gift to his family, the book contains a wealth of local history (understandably,
a bit French Creole-centric). Afro-Catholic Festivals in the Americas: Performance, Representation, and the
Making of Black AtlanticTradition (University Park: Pennsylvania State Univer-
sity Press, 2019, cloth US$89.95), edited by art historian Cécile Fromont, con-
sists of eight chapters that range from New Orleans to Brazil (with half on the
latter) and only one on the Caribbean. Dianne M. Stewart’s dense chapter, “The
Orisa House that Afro-Catholics built: African Antecedents toYoruba Religious
Formation in Trinidad,” will be of interest to all scholars of Caribbean religion,
as it criticizes the assumptions and methods of both historians and anthropol-
ogists and raises questions that stretch well beyond Trinidad or Shango. My Father Is No Longer There (Vieux Fort, St-Lucia: Jako Books, 2019, paper
US$24.95) is a memoir by St. Lucian Anderson Reynolds centered on the
recent death of his father, a respected Adventist elder and beekeeper. About
Reynolds’s 2017 novel, The Stall Keeper, we wrote that “the strong very local
color somewhat makes up for the prosaic writing.” This time, there’s less local
color and more inner torment. Unfortunately, the writing remains rather flat. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons org/licenses/by-nc/4 0/ 102 review articles Zwazo, récit de vie d’un prêtre hindou commandeur d’habitation à la Mar-
tinique, by Gerry L’Étang & Victorien Permal (Paris: HC Éditions, 2018, paper
€12.50), is a wonderful little book that begins with a lyrical homage by anthro-
pologist Jean Benoist, who first met Zwazo in 1957 and, with his help, made
a documentary film about Hindu religious practice in Martinique. Becoming
the go-to interlocutor on all things Indian, and the last real Tamil-speaker of
the island (nineteenth-century, immigrant version), Antoine Tangamen a.k.a. Zwazo (1902–92) even made a cameo appearance in Naipaul’s The Middle
Passage. Martiniquan anthropologist Gerry L’Étang met him in 1980, while
doing doctoral research on the Hindu population of Martinique and, between
1986 and 1990, conducted the interviews (along with Guadeloupean Victorien
Permal) that make up the bulk of this work. The book is presented as a first-
person, chronological life history, beginning with the departure of the nar-
rator’s grandmother from India. (After the abolition of slavery, some 25,000
Indians—90 percent Tamils, with only 15 percent Muslims—were transported
to Martinique as indentured laborers, the majority through the French port of
Pondichéry,withmostendingupinthenorthof theisland.)Zwazopaintsapic-
tureof plantationlifeduringthewholecourseof thetwentiethcentury—cane-
cutting (he eventually became a commandeur [“overseer” or “foreman”] in the
fields), labor strikes and trials, and his life as a Hindu priest who sang and spoke
with the ancient (now creolized) gods. Extensive historical and ethnographic
notes enhance the text, which is followed by annexes that add comparative
materials as well as relevant historical texts. Madeleine Jouye de Grandmaison has chronicled her life as a Martiniquan
activist in Une Voix pour le Nord: Le Nord mon terroir, La Martinique mon pays
(Saint-Denis La Plaine, France: Seed Publications, 2018, paper €27.00). Back in
1987, as we were preparing to move to Martinique from Paris, Michel Leiris told
us that the one person we should be sure to meet was Madeleine, then a cru-
cial player in Aimé Césaire’s political world. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 For anyone curious about what it
takes to promote a region—culturally, politically, touristically—, this is a rich
archive (225 oversized pages plus a USB key), brimming with evidence of the
manydimensionsthatpromotionalactivismdemands,fromletters,maps,peti-
tions, protests, speeches, and quiet diplomacy to archival research and, above
all, a caring, passionate commitment. Serving in political positions as diverse
as long-time vice-president of the Conseil Régional, president of the Comité
Martiniquais du Tourisme, and Députée Européenne, she has worked tirelessly
for her beloved island. In La forge de Zobel: Textes et reportages parus dans Le Sportif de Fort-de-
France de 1938 à 1959 (Paris: Scitep, 2019, paper €22.00), literary critic Charles
W. Scheel has gathered together some 200 pages of little-known writings first New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ 103 review articles published in a sports-oriented Martiniquan newspaper that had the courage
to print these often-fascinating literary works by this friend and student of
Césaire, better known for such novels as La Rue Cases-Nègres and Diab’-là. Prefaced with an interesting personal reflection by Zobel’s daughter Jenny,
these stories, journalistic reports, and memoirs add measurably to the Zobel
archive, as well as to an understanding of the continuing meaning of Mar-
tinique to members of Zobel’s generation who, like him, moved on to the
metropole. Élie Stephenson (Paris: Les Éditions du Manguier, 2018, paper €12.00), by
Lydie Ho-Fong-Choy Choucoutou & Monique Dorcy, is an oversized, 56-page
publication in the Collection Orénoque, which is intended to introduce French
Guianeseauthors.ThisonefollowsothersdevotedtoLéon-GontranDamasand
Alfred Parépou, effectively situating Stephenson—poet, playwright, novelist,
and media commentator—within the literary and political history of post-
WorldWar II Guyane, and includes several pages of interviews with the author,
as well as numerous period illustrations. TheIslandof Lace:DrawnThreadworkonSabaintheDutchCaribbean,byEric
A. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Eliason with photographs by Scott Squire (Jackson: University of Mississippi
Press, 2019, cloth, US$40.00), is a beautiful, extended homage to the women
responsible for making Saba known as “The Island of Lace.” First clarifying the
essential difference between lace made elsewhere (built up from threads) and
on Saba (made by removing threads from cloth), it offers a rich history of the
art (including its commercial aspects since its beginnings in the early twenti-
eth century), illustrates hundreds of named patterns, and ends with essays on
individual “Saba Lace Ladies” working today. In Schoolboy: Memories of My Early Years in Wartime (Philipsburg, St. Maar-
ten: House of Nehesi, 2018, paper, US$15.00), Gerard van Veen—a former
priest who came to the Caribbean in 1961, living in Aruba and St. Maarten,
where he wrote newspaper articles and served as probation officer and univer-
sity lecturer—recounts his Dutch childhood, living in German-occupied Alk-
maar. Encountering—Retracing—Mapping: The Ethnographic Legacy of Heinrich
Harrer and Peter Aufschnaiter, edited by Mareile Flitsch, Maike Powroznik
& Martina Wernsdörfer (Zurich, Switzerland: Ethnographic Museum, Univer-
sity of Zurich/Stuttgart, Germany: Arnoldsche Art Publishers, 2018, US$70.00),
includesa30-pagechapterbycuratorMaikePowroznik(withacontributionby
Saamaka-born Vinije Haabo) about Harrer’s recently rediscovered collection
of hundreds of Saamaka woodcarvings, vacuumed up during an 11-day stay in
1966. Famed in Germany and Austria as a mountain climber and explorer (par-
ticularly in Tibet), Harrer, who once received a medal from Hitler, somehow New West Indian Guide 94 (2020) 82–111 104 review articles managed to acquire these objects—food stirrers, paddles, peanut-grinding
boards, combs, and drums—during his very brief stay, accompanied by cam-
eraman Herbert Raditschnig (who was filming for German television), Belgium
KingLeopoldIII,andvariousDutchcolonialofficials.Thechapterdiscussesthe
1966 visit, includes excellent color photos of many of the pieces, and describes
the ongoing collaboration between the Zurich museum and the fledgling Saa-
maka Maroon Museum in Pikiseei, on the Suriname River. Shadows in Suriname, by Margaretta Pos (Lindisfarne, Tasmania: Forty
South, 2016, paper, AUD 25.00), consists of vignettes—mostly by the author (a
Tasmanian writer/journalist), but a couple by her more famous father Hugo
Pos (the late Suriname-born writer and jurist)—that trace their complex fam-
ily relations as well as her own brief visits to Suriname as an adult to explore
her Jewish ancestry. Despite the emotional meaning to the author, her account
of the country remains at travelog level. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 What the Oceans Remember: Searching for Belonging and Home, by Sonja
Boon (Waterloo ON: Wilfrid Laurier University Press, 2019, cloth US$27.99),
is another highly personal (often intimate) memoir but a far more interest-
ing one. The author, formally a professional flautist but now a feminist uni-
versity professor in Canada, tells us that her father’s family came from Bra-
bant but, speaking of her mother’s, that “Sometime around 1935 [in Suriname],
my Catholic grandmother with her Chinese name and her Hindu indentured
ancestors met my grandfather, the child of a German man and his Creole con-
cubine and the descendant of enslaved Africans, and fell in love.” Her book
recounts her efforts to delve deeply into her Suriname roots, which began
with nineteenth-century African plantation slavery and Chinese and Indian
indentured labor. Sophisticated musings about research in multiples archives,
walking the streets on several continents, interviewing far-flung relatives, and
engaging in constant self-questioning about identity, race, origins, and belong-
ing make this a rewarding read, as Boon is unafraid to write about what the
experiences of diverse ancestors might have been like, even while questioning
her right to attempt this act of historical imagination. After two decades in New York working as a cinematographer, Milton Kam
returned to his native Suriname to photograph its indigenous peoples. The
resulting book, Points of Recognition: Suriname’s Indigenous Peoples in the 21st
Century (Dedemsvaart, the Netherlands: Kapelka Books, 2019, paper €19.99),
presents beautiful color photos with informative captions. People are identi-
fied by name, the many villages visited are briefly discussed, and contempo-
rary issues (such as struggles with the national government for land rights and
education) are made clear. Individuals are shown in their complex present-
day realities, whether gardening or celebrating festivals or fishing in mercury- New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ 105 review articles polluted rivers or studying at boarding schools in the capital far from their
families. Published with the cooperation and collaboration of VIDS, the offi-
cial organization of indigenous peoples in Suriname, this is a modest, but
admirable work. Calling this next book shameless plagiarism might be too kind. Sur les traces
de Boni: Histoires de marronnages. New West Indian Guide 94 (2020) 82–111
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via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Suivi de l’émergence d’un peuple, by Collec-
tif Mama Bobi (Matoury, Guyane: Ibis Rouge, 2019, paper €28.00), claims to
present Aluku history from an Aluku perspective. The bibliography lists some
twenty works but the footnotes refer to many dozen more sources (in par-
tial form, such as “Genovese 1975”) that are nowhere listed or spelled out—we
noticed, for example, frequent cryptic references to Price 1976, 1982, 1983 and
1990 in the footnotes but the only “Price” reference in the bibliography is “1973”
(Maroon Societies). More troubling is the very close reproduction/translation
of work by Wim Hoogbergen (particularly, The Boni Maroon Wars in Suriname
[orig. 1990]), which makes up the bulk of the book, generally using the old trick
of citing the archival sources from Hoogbergen’s writing but not the fact that
they were taken from him. (And he is not the only scholar quietly plagiarized.)
This hotchpotch of a text may offer some young Alukus a taste, in French, of
theirpeople’searlyhistory,butitisashamethatthismustsubstituteforhonest,
scholarly work. (The collective that produced this book received considerable
funds some years ago from the State to produce a French translation of Hoog-
bergen’s book, which was never accomplished; this publication is hardly what
the grantors would have expected.) In Les Bushinengué de Guyane: Rites et croyances autour du textile (Paris:
L’Harmattan, 2017, paper €20.00), Gabonese Landri Ekomie-Obame makes a
well-meaning attempt to explain the life of Aluku Maroons, with whom he
spent four years as a schoolteacher. Placing traditional clothing (especially
what he calls the “nay pangi” [decorated skirt-cloth]) at the center of every-
thing from childbirth, menstruation, marriage, funeral rites, and relations with
ancestors,hisanalysissuffersfromfancifuletymologiesandconfusedcitations,
as well as a feeble grasp of the most basic elements of Maroon textile arts, such
as the distinction between embroidery and patchwork or the fact that Maroon
kamisas are loincloths, not shirts or capes. Jean Moomou’s preface is politely
on-target in suggesting that the book would have benefitted from more care
with ethnographic facts and a clearer historical perspective—Ekomie-Obame
proposes, largely on the basis of visual resemblances, that most of Maroon cul-
ture derives directly from that of West and Central Africa. A Global History of Runaways: Workers, Mobility, and Capitalism, 1600–1850,
edited by Marcus Rediker, Titas Chakraborty & Matthias van Rossum (Berke-
ley: University of California Press,2019,paper US$34.95), is a curiouscollection New West Indian Guide 94 (2020) 82–111 New West Indian Guide 94 (2020) 82–111
via Open Access. Bookshelf 2019 This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons org/licenses/by nc/4 0/ 106 review articles of papers first presented at 2015/2016 conferences in Amsterdam and Pitts-
burgh.Theaimislaudable:bringingtogetheranalysesof oneformof resistance
(“running away”) by “workers of all kinds—slaves, indentured servants, con-
victs, domestic workers, soldiers, and sailors … during global capitalism’s long
ascent from 1600 to 1850.” But only three of the eleven chapters concern the
Caribbean and they are strictly circumscribed (the Danish West Indies, 1672–
87; the Leeward Archipelago, 1627–1727; and the British Caribbean, 1808–28),
with the rest on Bengal, Australia, the Cape of Good Hope, and more. Com-
pletely unmentioned are Suriname Maroons, Jamaican Maroons, and the other
important cases one might expect in such a collection (though the cover of the
book does feature J.G. Stedman’s “rebel Negro armed & on his Guard”). We welcome a new edition of Michèle-Baj Strobel’s Lesgensdel’or:mémoire
des orpailleurs créoles du Maroni (Guyane) (Paris: Plon, 2019, paper €27.00),
now in the prestigious Terre Humaine collection. Peter Redfield reviewed its
initial publication two decades ago in NWIG 74(3&4); the expanded edition
has just won the Prix du livre d’histoire des outre-mer 2020. This remarkable
work about the final generation of Creole goldminers from St. Lucia and neigh-
boring islands who made their lives in the hinterlands of Guyane has a new
introduction, bringing the situation up to the present, as well as the original
preface by Richard Price. Once again, Rosemarijn Hoefte has provided an overview of recent
(mostly—) Dutch-language books that may be of interest to our readers: Starting with Suriname, IndianenvanSuriname:Bruggenbouwersenerfgoed-
dragers van een vergeten volk, text by Petra Nelstein, photographs by Diederik
van Goethem (Volendam, the Netherlands: LM Publishers, 2019, paper €19.50),
aims at a Dutch general audience. In 21 short chapters, readers get a poorly-
written crash course on the history, culture, society, and spirituality of indige-
nous people in the Para district. The book is based on a recent expedition
that was inspired by the discovery of the manuscript of the Penard brothers
(Frederik Paul and Arthur Philip) during the renovation of the Dutch National
Museum of Ethnology in Leiden in 2010 (according to the Museum’s website)
or 2011 (according to the book). The link to the Penard manuscript is weak at
best. Enjoy the book for the photographs. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 The source publication Ten exempel van anderen: De processen tegen
opvarenden van de piratenschepen Trompeuse en Resolution in Suriname en op
St.Thomasin1684 (Zutphen, the Netherlands:WalburgPers, 2019, cloth €27.50)
details the voyages of these pirate ships, the conditions on board, and the con-
stantly changing composition of its crews, as well as the four court cases (three
in Paramaribo, one on St. Thomas). In the substantial introduction, the edi-
tors Karwan Fatah-Black and Aart Ruijter argue that the Trompeuse’s captain, New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ review articles 107 Jean Hamlin, initiated a new era, as he was one of the first to raid outside the
Caribbean by sailing to West Africa and North America. De mensen van Vossenburg en Wayampibo: Twee Surinaamse plantages in de
slaventijd (Hilversum, the Netherlands: Verloren, 2019, paper €25.00), by Bert
Koene, is a history of two plantations in Suriname in the eighteenth and nine-
teenth centuries, based on documents by Dutch owners Gerard de Vree and
the Brantsen family. It is an interesting addition to the publications on the eco-
nomic history of plantation Vossenburg by Humphrey Lamur, published in the
1980s and 1990s. It includes lists of the enslaved population of Vossenburg in
1705, 1728, 1744, 1760, 1784, 1852, and 1863 and of Wayampibo in 1727, 1760, and
1784. A small gem: Tenen van de leguaan: Verhalen uit de wereld van Surinaamse
leprapatiënten. Over lepra, slavernij, kolonialisme en de Surinaamse ecologie
(Volendam: LM Publishers, 2019, paper €24.50), by Henk Menke,Toine Pieters,
Melinda Reyme & Jack Menke, is a truly interdisciplinary study of leprosy. Dividedintofourparts,thevolumediscussesthehistoryof colonialism,slavery,
and the fear of leprosy, followed by ten oral histories of leprosy sufferers. The
two final parts analyze stigmas, taboos, discrimination, and (religious) treat-
ments among the different population groups as well as the current approach
to the disease. This richly illustrated book offers a non-European perspective
on the evil that locals called boasie; it includes short summaries in English, Por-
tuguese, and Spanish. Moving fully to the twentieth century. Downloaded from Brill.com 10/24/2024 04:12:08AM
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Op zoek naar Papa Koenders: Over
een strijder voor emancipatie in het koloniale Suriname (Volendam: LM Pub-
lishers, 2019, cloth €19.50), by Jules Rijssen, Roy Wijks & Andre Reeder, is
slightly uneven but includes some fascinating chapters (3, 6, 7) with reminis-
cences by people who were acquainted with the teacher Julius “Papa” Koenders
(1886–1957). Koenders was an advocate for Afro-Surinamese culture in general
and Sranan Tongo in particular. His life and activities, especially his editor-
ship of the influential magazine Foetoe-boi, are highlighted in the volume’s first
half. The interviews with people who knew him give a lively sketch of Afro-
Surinamese sociocultural life in Paramaribo in the 1950s as well as the cultural
and political nationalist movement in the 1950s and 1960s. The book includes
a CD with texts and songs performed by Randy Kersout-Gunning. After 50 years away, sociologist Herman Vuijsje returned to Suriname where
he did his MA research on multireligiosity. God zij met ons Suriname: Religie als
vloek en zegen (Zutphen, the Netherlands: WalburgPers, 2019, paper €19.99)
focuses on the pervasiveness of both religion and fear in the country. This
fast-paced, journalistic account zooms in on new religious developments; the
author is especially fascinated by the emancipation of Winti. New West Indian Guide 94 (2020) 82–111 108 review articles Bruynzeelwoningen in Suriname, met herinneringen van Kees Tempelaar, by
Karolien Janssens, Marte Wierenga & Dirk Laporte (Volendam: LM Publish-
ers, 2019, cloth €24.50), details the history of the iconic, modern Bruynzeel
homes made from Suriname timber between 1955 and 1990. These precut pre-
fab houses were also exported, for example to Grenada after Hurricane Janet
in 1955.This richly illustrated volume includes the extensive memories of a for-
mer Dutch employee, Kees Tempelaar, and thus doubles as a company history
of Bruynzeel in the postwar era. For specialists. In Suriname there seems to be a mini-boom in autobiographical and family
histories. K.R. Sing’s Uit de klei van Saramacca: Een Surinaamse familiegeschie-
denis (Amsterdam: Boom, 2019, paper €20.00) is one of the better of the crop. Thiswell-writtenstoryof emancipation,wartsandall,featurestheauthor’spar-
ents Nandoe and Trees Sing or Raghoebarsing. It is based on archival research
plus the family archives including letters (not all of them very interesting),
photos, and official documents. The family history of teacher Trees and tailor
Nandoe also gives a good impression of socioeconomomic and political devel-
opments in Suriname since the abolition of Indian indenture. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 On to fiction: Arend van Dam’s De reis van Syntax Bosselman: Verhalen over
de slavernij, with illustrations by Alex de Wolf (Amsterdam: Van Holkema &
Warendorf, 2018, cloth €16.99), is a “factional” book on Dutch colonialism, slav-
ery, and abolition in Suriname, and the exposition of 28 Surinamers at the
World Expo in Amsterdam in 1883. The clever design of this prize-winning
children’s book allows it to be read at different levels. It includes the author’s
personal notes about his exploration of these difficult histories. AstridRoemer’sGebrokenWit (Amsterdam:Prometheus,2019,paper€19.99)
is a family history situated between World War II and Suriname’s indepen-
dence. Alternating between Paramaribo and the Netherlands, this complex
saga of three generations, featuring the female line, shows how the two coun-
tries are inextricably linked through personal ties. Despite the fact that the
spelling and punctation are sometimes peculiar, this novel grew on me. Read-
ing it while watching sunrises on the Suriname River may have helped. Ruben Gowricharn’s De prijs van geluk (Soesterberg, the Netherlands: Uit-
geverij Aspekt 2019, paper €22.50) is a novel about Hindostani migration from
Suriname to The Hague and the integration of the protagonists in Dutch soci-
ety. “Migration is a permanent social amputation.” In the end, the socioeco-
nomic success of the couple’s three children cannot compensate for the empti-
nesstheyfelt.Inconveyingthismessage,thevoiceof thesociologistsometimes
overshadows that of the novelist. Mireille Geus’s Madame Jeanette (Amsterdam: Nw Amsterdam, 2019, paper
€20.00) is a semi-autobiographical novel on abandonment and Surinamese
cooking as therapy. A quick read. New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ 109 review articles This year we have received only three books on Curaçao. Landhuizen van
Curacao: Juwelen uit het verleden (Willemstad: Stichting Curaçao Style/Volen-
dam: LM Publishers 2019, cloth €45.00) is a magnificent full color coffee table
book presenting 78 plantation houses on the island. Michael A. Newton dis-
cusses their history and architecture, Carel de Haseth records memories of
(previous) inhabitants, and François van der Hoeven looks at the ruins of plan-
tation houses. The main text, describing the history of all surviving mansions,
is by Jeannette van Ditshuizen. Also available in English: Plantation Houses of
Curaçao: Jewels from the Past. New West Indian Guide 94 (2020) 82–111
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of the CC BY-NC 4.0 license.
https://creativecommons.org/licenses/by-nc/4.0/ Bookshelf 2019 Three Caribbean Artists: José Maria Capricorne, Nelson Carrilho, Philippe
Zanolino, by Marianne de Tolentino, Susan Wilczak & Monique van Herksen
(Volendam: LM Publishers, 2019, paper €29.50), begins with a brief introduc-
tion to Caribbean art and the “Dutch” Caribbean islands and then discusses the
magical reality of Capricorne (b. 1932), the art and vision of Carrilho (b. 1953),
and the spirituality of Zanolino (b. 1960). Capricorne and Carrilho were born in
Curaçao, while French-born Zanolino migrated to the island in 1986. The book
includes some 100 illustrations in color. Eddy Wegman’s Photographs of post war Curaçao, 1945–1963 (Volendam: LM
Publishers, 2019, cloth €17.50) contains a selection of more than 80 b/w pho-
tos by this amateur photographer, who was born in the Netherlands and left for
Curaçao in 1945, to work for the Shell Oil Company. The portraits in particular
are forceful. Andfinally,onebookonthenon-DutchCaribbean.MarcelCatsburg’s,Grond
zonderrust:BreuklijneninHaitiaansebodem(Soesterberg,theNetherlands:Uit-
geverij Aspekt, 2019, paper €28.95) is a history of Haiti, inspired by the 2010
earthquake. This well-written account is based on extensive study of literature
published in French and English as well as the author’s intimate knowledge of
the country, where he has lived and worked for five years. We end this year’s Bookshelf by listing information on titles that we have
noticed but neither examined nor requested for review—in some cases be-
cause their Caribbean content is restricted to a chapter or two, in others
because they didn’t seem sufficiently compelling given NWIG space limita-
tions, or for a variety of other reasons.Together, they testify to the large number
of books being published that at least touch on the Caribbean. CreoleComposition:AcademicWritingandRhetoricintheAnglophoneCaribbean,edited
by Vivette Milson-Whyte, Raymond Oenbring & Brianne Jaquette (Anderson SC:
Parlor Press, 2019, paper US$36.00) Approaches to Teaching the Works of Edwidge Danticat, edited by Celucien L. Joseph, New West Indian Guide 94 (2020) 82–111
via Open Access. This is an open access article distributed under the terms
of the CC BY-NC 4.0 license. https://creativecommons.org/licenses/by-nc/4.0/ New West Indian Guide 94 (2020) 82–111 110 review articles Suchismita Banerjee, Marvin E. Hobson & Danny M. Hoey Jr. (London: Routledge,
cloth US$140.00) Suchismita Banerjee, Marvin E. Hobson & Danny M. Hoey Jr. (London: Routledge,
cloth US$140.00) Suchismita Banerjee, Marvin E. Hobson & Danny M. Hoey Jr. Bookshelf 2019 (London: Routledge,
cloth US$140.00) Chula, by Amanda Alcantara (self-published, 2019, paper US$14.99) [“an imaginative
bilingual collection of intimate poems, short stories, memories and vignettes about
the life of a Dominicana before and after moving to the United States”] Operación Funámbula: Antología personal (1973–2018), by Áurea María Sotomayor
(Madrid: Amargord Ediciones, 2019, n.p.) [poetry] Operación Funámbula: Antología personal (1973–2018), by Áurea María Sotomayor
(Madrid: Amargord Ediciones, 2019, n.p.) [poetry] Three Hundred Years of Decadence: New Orleans Literature and the Transatlantic World,
by Robert Azzarello (Baton Rouge: LSU Press, 2019, cloth US$45.00) Three Hundred Years of Decadence: New Orleans Literature and the Transatlantic World,
by Robert Azzarello (Baton Rouge: LSU Press, 2019, cloth US$45.00) The Dictator Novel: Writers and Politics in the Global South, by Magalí Armillas-Tiseyra
(Evanston IL: Northwestern University Press, 2019, paper US$34.95) La tinta roja: Estudios sobre literatura de Puerto Rico, by Miguel Ángel Náter (San Juan:
Editorial Tiempo Nuevo, 2019, paper US$40.00) Hijosdelsilencio:Ensayos,byJoséAlcántaraAlmánzar(SanJuan:IslaNegra,2018,paper
n.p.) Discourses from Latin America and the Caribbean: Current Concepts and Challenges,
editedbyEleonoraEsposito,CarolinaPérez-Arredondo&JoséManuelFerreiro(Bas-
ingstoke, U.K.: Palgrave Macmillan, 2019, cloth US$149.99) News Media Coverage of Environmental Challenges in Latin America and the Caribbean:
MediatingDemand,DegradationandDevelopment,editedbyBrunoTakahashi,Juliet
Pinto, Manuel Chavez & Mercedes Vigón (Basingstoke, U.K.: Palgrave Macmillan,
2019, paper US$84.99) From the Tricontinental to the Global South: Race, Radicalism, and Transnational Soli-
darity, by Anne Garland Mahler (Durham NC: Duke University Press, 2018, paper
US$27.95) Caribbean Legion: And Its Mercenary Air Force, 1947–1950, by Dan Hagedorn & Mario Caribbean Legion: And Its Mercenary Air Force, 1947–1950, by Dan Hagedorn & Mario
Overall (Warwick, U.K.: Helion and Company, 2019, paper US$29.99) Overall (Warwick, U.K.: Helion and Company, 2019, paper US$29.99) Overall (Warwick, U.K.: Helion and Company, 2019, paper US$29.99)
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Transcriptome analysis of ankylosed primary molars with infraocclusion
|
International Journal of Oral Science/International journal of oral science
| 2,020
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cc-by
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INTRODUCTION calcification of infancy (GACI) found increased cementogenesis
and reported histories of infraocclusion and ankylosis.15 On the
other hand, in a staining study, bone from ankylosed human
primary molars demonstrated no difference in the expression of
NADH-diaphorase, acid phosphatase, and alkaline phosphatase.16 Dental ankylosis is defined as a fusion of cementum or dentine with
alveolar bone.1 Primary molar ankylosis can cause severe clinical
consequences
in
the
growing
child,
including:1–4
(1)
Tooth
infraocclusion and vertical bone defect, (2) Tipping of adjacent teeth
into the space of infraocclusion, causing loss of arch space, dental
asymmetry, midline deviation,4 and impaction of the ankylosed tooth
and its successor, (3) Supra-eruption of opposing teeth, and (4)
Deflected path of eruption of successors, with displacement in the
form of tipping and ectopic eruption of successors. The above studies suggest that animal models can provide
useful insights into the functions of selected proteins and
pathways, but are not representative of the ankylotic process in
humans, which is unique in that it is not induced by trauma, is
seemingly idiopathic and spontaneous, and has high prevalence
(e.g. 22% in Finland17 and 38% in Israel18) that cannot be explained
by rare genetic mutations. So while these candidate gene and
protein approaches can be informative, they are hampered by
scale and scarcity of established candidates. Thus, it is timely to
approach the problem using human transcriptome-wide analysis. In
this
study,
RNA
sequencing
(RNA-seq)
was
used
to
characterize and compare the transcriptome profiles of primary
molars with and without infraocclusion. Following analysis, a small
number of differentially expressed (DE) genes were examined for
their protein distribution in developing tooth germs. Despite the abundance of clinical and epidemiological data,
little is known about the molecular correlates of primary molar
ankylosis. Genetic associations have been proposed, mostly based
on epidemiological data from familial, ethnicity, and dental
anomaly pattern studies.5–10 However, despite compelling evi-
dence for strong familial and ethnic associations, no candidate
genes or molecular pathways have been identified. A number of studies have tested hypotheses of molecular
pathways of ankylosis. Prime among them is the dysregulation of
proteins involved in hard tissue turnover. International Journal of Oral Science International Journal of Oral Science International Journal of Oral Science www.nature.com/ijos ARTICLE
OPEN
Transcriptome analysis of ankylosed primary molars with
infraocclusion Annie Tong
1, Yuh-Lit Chow2, Katie Xu1, Rita Hardiman1, Paul Schneider1 and Seong-Seng Tan2 Primary molar ankylosis with infraocclusion can retard dental arch development and cause dental asymmetry. Despite its
widespread prevalence, little is known about its molecular etiology and pathogenesis. To address this, RNA sequencing was used to
generate transcriptomes of furcal bone from infraoccluded (n = 7) and non-infraoccluded (n = 9) primary second molars, all without
succeeding biscuspids. Of the 18 529 expressed genes, 432 (2.3%) genes were differentially expressed between the two groups
(false discovery rate < 0.05). Hierarchical clustering and principal component analysis showed clear separation in gene expression
between infraoccluded and non-infraoccluded samples. Pathway analyses indicated that molar ankylosis is associated with the
expression of genes consistent with the cellular inflammatory response and epithelial cell turnover. Independent validation using
six expressed genes by immunohistochemical analysis demonstrated that the corresponding proteins are strongly expressed in the
developing molar tooth germ, in particular the dental follicle and inner enamel epithelium. The descendants of these structures
include the periodontal ligament, cementum, bone and epithelial rests of Malassez; tissues that are central to the ankylotic process. We therefore propose that ankylosis involves an increased inflammatory response associated with disruptions to the
developmental remnants of the dental follicle and epithelial rests of Malassez. ; https://doi.org/10.1038/s41368-019-0070-1 International Journal of Oral Science (2020) 12:7 ; https://doi.org/10.1038/s41368-019-0070-1 calcification of infancy (GACI) found increased cementogenesis
and reported histories of infraocclusion and ankylosis.15 On the
other hand, in a staining study, bone from ankylosed human
primary molars demonstrated no difference in the expression of
NADH-diaphorase, acid phosphatase, and alkaline phosphatase.16
The above studies suggest that animal models can provide
useful insights into the functions of selected proteins and
pathways, but are not representative of the ankylotic process in
humans, which is unique in that it is not induced by trauma, is
seemingly idiopathic and spontaneous, and has high prevalence
(e.g. 22% in Finland17 and 38% in Israel18) that cannot be explained
by rare genetic mutations. So while these candidate gene and
protein approaches can be informative, they are hampered by
scale and scarcity of established candidates. Thus, it is timely to
approach the problem using human transcriptome-wide analysis. In
this
study,
RNA
sequencing
(RNA-seq)
was
used
to
characterize and compare the transcriptome profiles of primary
molars with and without infraocclusion. Following analysis, a small
number of differentially expressed (DE) genes were examined for 1Melbourne Dental School, The University of Melbourne, Melbourne, Australia and 2Florey Institute of Neuroscience, The University of Melbourne, Melbourne, Australia
Correspondence: Annie Tong (annie.c.tong@gmail.com) Received: 20 September 2019 Revised: 27 November 2019 Accepted: 15 December 2019 INTRODUCTION For example, descriptive
studies of fixed tissues suggest altered expression of osteoprote-
gerin (OPG), receptor activator of nuclear factor kappa-β (RANK),
and RANK ligand (RANKL) in a rat model of ankylosis induced by
thermal trauma using dry ice.11 PDL space mineralization and
dental ankylosis have been observed in animals with altered bone
metabolism, for example in mutant mice with elevated Wnt
signalling,12
in
osteopetrotic
mutant
rabbits
with
reduced
osteoclast-mediated bone resorption,13 and in mice injected with
bisphosphonate.14 A study of five human subjects with loss-of-
function mutations in ENPP1 associated with generalized arterial 1Melbourne Dental School, The University of Melbourne, Melbourne, Australia and 2Florey Institute of Neuroscience, The University of Melbourne, Melbourne, Australia
C
d
A
i
T
(
i
t
@
il
) RESULTS DE genes in bone tissue DE genes in bone tissue At cut-offs of FDR <0.05 (marked by green dotted
e) and logFC of ≤−1 or ≥1 (marked by blue dotted lines), 356 genes were differentially expressed (marked by red dots): 253 genes had
reased expression (red dots right of blue dotted line), and 103 genes had decreased expression (red dots left of blue dotted line) in th
aoccluded group compared to the non-infraoccluded group. b Hierarchical clustering and heatmap of 432 DE genes (FDR < 0.05
aoccluded (D1–D7) and non-infraoccluded (C1–C9) samples clustered into their respective groups. Each row in the heatmap denotes on
ne, with the expression level ranging from low (blue) to high (yellow); hence each gene’s consistency of expression across all samples can
visualized. Gene clusters 1 and 2 denote the genes that had decreased and increased expression, respectively, in the infraoccluded group
mpared to the non-infraoccluded group. c Principal component analysis was performed across all 18 529 identified genes. All infraoccluded
–D7, coloured red) and non-infraoccluded (C1–C9, coloured blue) samples separated into their respective groups at approximately −0.1 in
ncipal component 2 (PC2). Greater variation in the infraoccluded group compared to the non-infraoccluded group is evidenced by greate
tter of infraoccluded samples on the PCA plot Decreased expression
a
4
3
FDR=0.05
FDR<0.05
2
-2
0
2
4
6
8
-log10 FDR
log2 fold change
1
5
0
-1 log–fold
+1 log–fold
Increased expression b 1
Infraoccluded
Non-infraoccluded
Color key and
histogram
Count
300
0
-2
0
Value
2 FDR<0.05 c
0.4
0.2
0.0
-0.2
D2
D7
D1
D6
D5
D3
D4
C8
C2
C3
C1
C6
C7
C5
C4
C9
-0.2
0.0
0.2
0.4
PC 1 (25.78%)
0.6
0.8
-0.4
PC 2(15.04%) C1
C2
C3
C9
C5
C4
C6
C7
C8
D1
D3
D6
D4
D2
D7
D5 C1
C2
C3
C9
C5
C4
C6
C7
C8
D1
D3
D6
D4
D2
D7
D5 Fig. 1
Visualization of gene expression using volcano plot, hierarchical clustering, and principal component analysis. a All 18 529 genes were
plotted as individual dots on a graph of log2 fold change (logFC) versus negative log10 FDR. DE genes in bone tissue After excluding genes with low counts (see the “Materials and
methods” section), 18 529 genes were retained for further analysis,
from which 432 genes (2.3%) were found to be differentially
expressed between the two groups (false discovery rate (FDR) < 0.05)
(Supplementary Table 1). Of the 432 DE genes, all except two had
log2 fold change (logFC) of ≤−0.59 or ≥0.59 (i.e. exhibiting 1.5-fold Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. 2 change or more), and 356 genes had logFC of ≤−1 or ≥1 (i.e. twofold
change or more) (Fig. 1a). Hierarchical clustering and heatmap
analysis clustered all samples into their respective experimental and
control groups, indicating clear differences between the two groups
(Fig. 1b). Furthermore, there was greater variation between samples
in the infraoccluded group compared to the non-infraoccluded
group. This was evidenced by infraoccluded samples clustering at higher points on the dendrogram (the higher up the linkage
between clusters occurs, the greater the difference between these
clusters). The greater variation in the infraoccluded group was also
demonstrated by Principal component analysis (PCA). The first two
principal components, which accounted for 40.82% of the total
variance of the data, separated all samples into their respective two
groups (Fig. 1c). p
y
p
g
g
p
g
Decreased expression
a
b
c
4
3
FDR=0.05
FDR<0.05
2
-2
0.4
0.2
0.0
-0.2
D2
D7
D1
D6
D5
D3
D4
C8
C2
C3
C1
C6
C7
C5
C4
C9
-0.2
0.0
0.2
0.4
PC 1 (25.78%)
0.6
0.8
2
1
Infraoccluded
Non-infraoccluded
Color key and
histogram
Count
300
0
-2
0
Value
2
-0.4
0
2
4
6
8
-log10 FDR
PC 2(15.04%)
log2 fold change
1
5
0
-1 log–fold
+1 log–fold
Increased expression
C1
C2
C3
C9
C5
C4
C6
C7
C8
D1
D3
D6
D4
D2
D7
D5
1
Visualization of gene expression using volcano plot, hierarchical clustering, and principal component analysis. a All 18 529 genes wer
tted as individual dots on a graph of log2 fold change (logFC) versus negative log10 FDR. DE genes in bone tissue Each node represents a significantly enriched pathway (FDR < 0.05). Red nodes represent positive enrichment in infraoccluded
samples (i.e. increased expression in infraocclusion), while blue nodes represent negative enrichment in infraoccluded samples (i.e. decreased
expression in infraocclusion). Size of node represents number of genes enriching the pathway. Edges represent pathway overlap (i.e. genes
common to both pathways), and width of edges represents size of overlap (i.e. number of genes common to both pathways) (overlap
coefficient > 0.25) Innate immune
response
Granulocyte
migration
Response to type I
interferon
Positive regulation
of inflammatory
response
Inflammatory response
Myeloid leukocyte
migration
Cell chemotaxis
Leukocyte chemotaxis
DNA packaging
complex
Positive regulation
of response to
wounding
Defense response to
bacterium
Humoral immune
response
Inflammatory
response
Monosaccharide
transport
Protein DNA complex
Defense response to
other organism
Central nervous
system neuron
differentiation
Nuclear nucleosome Epithelial cell development Epithelial cell development Epithelial cell
differentiation
Keratinocyte
differentiation
Peptide cross linking
Epidermis development
Epidermal cell
differentiation
Intermediate
filament
cytoskeleton
Desmosome
Intermediate filament
Structural
constitute of
cytoskeleton
Cell cell adherens
junction
Cell cell junction
Heterotypic cell cell
adhesion
Keratinization
Homotypic cell cell
adhesion Cell cell junction Heterotypic cell cell
adhesion Cell cell adherens
junction Myeloid leu
migrati Keratinization Epidermal cell
differentiation ss linking Epidermis de Response to type I
interferon cyte
ation Enzyme activation Enzyme activation
Activation of
cysteine type
endopeptidase
activity
Zymogen activation
Regulation of
peptidase activity Oxidoreductase
activity acting on
the aldehyde or oxo
group of donors
Oxidoreductase
activity acting on ch
oh group of donors Regulation of
peptidase activity Monosaccharide
transport Protein DNA vation Fig. 2
Enrichment map of significant GO pathways created using Cytoscape. Two main pathway clusters were found: (1) Epithelial cell
differentiation, keratin expression, and cell junction activity, and (2) Inflammatory response. A third cluster related to non-specific enzyme
activation. Each node represents a significantly enriched pathway (FDR < 0.05). Red nodes represent positive enrichment in infraoccluded
samples (i.e. increased expression in infraocclusion), while blue nodes represent negative enrichment in infraoccluded samples (i.e. decreased
expression in infraocclusion). Size of node represents number of genes enriching the pathway. Edges represent pathway overlap (i.e. genes
common to both pathways), and width of edges represents size of overlap (i.e. number of genes common to both pathways) (overlap
coefficient > 0.25) The results (summarized in Table 1) showed that the dental follicle
was the most common site of protein expression, with five out of
the six selected proteins involved. DE genes in bone tissue At cut-offs of FDR <0.05 (marked by green dotted
line) and logFC of ≤−1 or ≥1 (marked by blue dotted lines), 356 genes were differentially expressed (marked by red dots): 253 genes had
increased expression (red dots right of blue dotted line), and 103 genes had decreased expression (red dots left of blue dotted line) in the
infraoccluded group compared to the non-infraoccluded group. b Hierarchical clustering and heatmap of 432 DE genes (FDR < 0.05). Infraoccluded (D1–D7) and non-infraoccluded (C1–C9) samples clustered into their respective groups. Each row in the heatmap denotes one
gene, with the expression level ranging from low (blue) to high (yellow); hence each gene’s consistency of expression across all samples can
be visualized. Gene clusters 1 and 2 denote the genes that had decreased and increased expression, respectively, in the infraoccluded group
compared to the non-infraoccluded group. c Principal component analysis was performed across all 18 529 identified genes. All infraoccluded
(D1–D7, coloured red) and non-infraoccluded (C1–C9, coloured blue) samples separated into their respective groups at approximately −0.1 in
principal component 2 (PC2). Greater variation in the infraoccluded group compared to the non-infraoccluded group is evidenced by greater
scatter of infraoccluded samples on the PCA plot International Journal of Oral Science (2020) 12:7 Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. 3 Epithelial cell
differentiation
Keratinocyte
differentiation
Peptide cross linking
Innate immune
response
Epidermis development
Epidermal cell
differentiation
Intermediate
filament
cytoskeleton
Granulocyte
migration
Response to type I
interferon
Desmosome
Intermediate filament
Structural
constitute of
cytoskeleton
Cell cell adherens
junction
Cell cell junction
Positive regulation
of inflammatory
response
Heterotypic cell cell
adhesion
Epithelial cell development
Enzyme activation
Inflammatory response
Keratinization
Myeloid leukocyte
migration
Homotypic cell cell
adhesion
Cell chemotaxis
Leukocyte chemotaxis
DNA packaging
complex
Positive regulation
of response to
wounding
Defense response to
bacterium
Humoral immune
response
Inflammatory
response
Activation of
cysteine type
endopeptidase
activity
Zymogen activation
Regulation of
peptidase activity
Monosaccharide
transport
Protein DNA complex
Oxidoreductase
activity acting on
the aldehyde or oxo
group of donors
Defense response to
other organism
Oxidoreductase
activity acting on ch
oh group of donors
Central nervous
system neuron
differentiation
Nuclear nucleosome
Fig. 2
Enrichment map of significant GO pathways created using Cytoscape. Two main pathway clusters were found: (1) Epithelial cell
differentiation, keratin expression, and cell junction activity, and (2) Inflammatory response. A third cluster related to non-specific enzyme
activation. DE genes in bone tissue Three proteins (CK14, DSG3,
TIMP2) were from the infraoccluded group and two proteins (POSTN
and MMP2) from the control group. CK14 (over-expressed in
infraocclusion) was strongly stained in the dental follicle (Fig. 4b) as
well as in the inner enamel epithelium, stratum intermedium,
stellate reticulum and ameloblast layer (Fig. 4c). DSG3 (over-
expressed in infraocclusion) was also strongly stained in the dental
follicle as well as in the ameloblasts layer (Fig. 4d). PKP1 (over-
expresssed in infraocclusion), while strongly expressed in the dental
follicle, was also expressed in the inner enamel epithelium and
ameloblasts (Fig. 4e). In contrast, POSTN (under-expressed in
infraocclusion) was stained solely in the dental follicle and not
elsewhere in the dental organ (Fig. 4f). MMP2 (under-expressed in
infraocclusion) was similarly active predominantly in the dental
follicle but also in the stellate reticulum (Fig. 4g). Of the six proteins,
only TIMP2 (under-expressed in infraocclusion) failed to be found in
the dental follicle, being localized only to ameloblasts and
odontoblasts (Fig. 4h). To identify specific biological pathways that may be linked to
infraocclusion, Gene set enrichment analysis (GSEA) and Ingenuity
Pathway Analysis (IPA) were performed. GSEA produced 36 sig-
nificantly enriched gene ontology (GO) pathways (FDR < 0.05). Pathway size (i.e. number of genes in dataset enriching each
pathway), overlap (i.e. number of genes in dataset common to two
pathways), and positive/negative enrichment were separately
mapped (Fig. 2). Two principal clusters were found, relating to (1)
Epithelial cell differentiation, keratin expression, and cell junction
activity, and (2) Inflammatory response. y
y
p
IPA produced 20 significantly activated or inhibited down-
stream functions (z-score ≥1.7 or ≤−1.7) (Supplementary Table
2). The functions could be categorised into two broader
functions: (1) Activation of inflammatory response and recruit-
ment of leukocytes (Fig. 3a); and (2) Activation of epithelial cell
proliferation and differentiation, and inhibition of epithelial cell
movement (Fig. 3b). Immunohistochemical detection of proteins encoded by DE genes
in tooth germs Immunohistochemical detection of proteins encoded by DE genes
in tooth germs Immunohistochemistry was conducted to validate the spatial
expression of DE genes in tooth structures. Of the six genes under
consideration, three were over-expressed, and three were under-
expressed, in infraocclusion. These genes were selected based on
the criterion that antibodies to their proteins were commercially
available, not because they exhibited the greatest fold-change or
any other variable. DISCUSSION
d
h 4 Cytokine/growth factor
Legend
Enzyme
G-protein coupled receptor
Ligand-dependent nuclear receptor
Peptidase
Transmembrane receptor
Transporter
Other
Function
Gene involved in function (unclear effect)
Differential expression leads to activation of function
Differential expression inconsistent with activation of function
Function likely activated
Very increased differential expression
Increased differential expression
Decreased differential expression
a
4 Legend
Enzyme
G-protein coupled receptor
Gene involved in function (unclear effect)
Differential expression leads to activation of function
Differential expression leads to inhibition of function
Differential expression inconsistent with predicted activation/ihhibition of function
Very increased differential expression
Increased differential expression
Decreased differential expression
Cytokine/growth factor
Growth factor
Peptidase
Transcription regulator
Transporter
Other
Function
Function likely activated
Function likely inhibited
b b Legend
Enzyme
G-protein coupled receptor
Gene involved in function (unclear effect)
Differential expression leads to activation of function
Differential expression leads to inhibition of function
Differential expression inconsistent with predicted activation/ihhibition of function
Very increased differential expression
Increased differential expression
Decreased differential expression
Cytokine/growth factor
Growth factor
Peptidase
Transcription regulator
Transporter
Other
Function
Function likely activated
Function likely inhibited
b
Fig. 3
IPA found DE genes in infraocclusion. They were associated with a increased activation of inflammatory response and recruitment of
leukocytes, and b increased activation of epithelial cell proliferation and differentiation, and inhibition of epithelial cell movement. Due to the
hierarchical nature of classifying pathways, only the higher-level pathways are illustrated (lower pathways that are subsets of higher pathways
are not shown separately) Fig. 3
IPA found DE genes in infraocclusion. They were associated with a increased activation of inflammatory response and recruitment of
leukocytes, and b increased activation of epithelial cell proliferation and differentiation, and inhibition of epithelial cell movement. Due to the
hierarchical nature of classifying pathways, only the higher-level pathways are illustrated (lower pathways that are subsets of higher pathways
are not shown separately) From these genes, biological pathways relating to inflammatory
response and epithelial cell turnover were predicted to be
affected in ankylosis. In contrast with animal models of ankylosis,
these
findings
open
up
new
gateways
for
studying
the
pathogenesis of human molar ankylosis. From these genes, biological pathways relating to inflammatory
response and epithelial cell turnover were predicted to be
affected in ankylosis. In contrast with animal models of ankylosis,
these
findings
open
up
new
gateways
for
studying
the
pathogenesis of human molar ankylosis. International Journal of Oral Science (2020) 12:7 DISCUSSION
d
h To date there are no published studies on the transcriptome
characteristics of primary molar ankylosis. The present study
addresses this knowledge gap and has uncovered 432 DE genes,
representing 2.3% of the total genes expressed by the furcal bone. International Journal of Oral Science (2020) 12:7 From these genes, biological pathways relating to inflammatory
response and epithelial cell turnover were predicted to be
affected in ankylosis. In contrast with animal models of ankylosis,
these
findings
open
up
new
gateways
for
studying
the
pathogenesis of human molar ankylosis
sensitivity for discovering low copy transcripts.19 Most im
tantly, RNA-seq is highly accurate for quantifying trans
abundance across technical and biological replicates, wit
the need for subsequent verification using quantitative PCR. To maximize signal strength the experimental design nee
Cytokine/growth factor
Legend
Enzyme
G-protein coupled receptor
Ligand-dependent nuclear receptor
Peptidase
Transmembrane receptor
Transporter
Other
Function
Gene involved in function (unclear effect)
Differential expression leads to activation of function
Differential expression inconsistent with activation of function
Function likely activated
Very increased differential expression
Increased differential expression
Decreased differential expression
a
Legend
Enzyme
G-protein coupled receptor
Gene involved in function (unclear effect)
Differential expression leads to activation of function
Differential expression leads to inhibition of function
Differential expression inconsistent with predicted activation/ihhibition of function
Very increased differential expression
Increased differential expression
Decreased differential expression
Cytokine/growth factor
Growth factor
Peptidase
Transcription regulator
Transporter
Other
Function
Function likely activated
Function likely inhibited
b
Fig. 3
IPA found DE genes in infraocclusion. They were associated with a increased activation of inflammatory response and recruitme
leukocytes, and b increased activation of epithelial cell proliferation and differentiation, and inhibition of epithelial cell movement. Due t
hierarchical nature of classifying pathways, only the higher-level pathways are illustrated (lower pathways that are subsets of higher path
are not shown separately)
Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. 4 Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. DISCUSSION
d
h Subsequently, regeneration of ERM 10 weeks after denervation
corresponded with widening of the PDL space.27 Other studies
have observed that absence of the ERM in regenerated PDL is
associated with narrower PDL space,28 and ERM are always
present in the vital PDL areas of replanted teeth.29 These
findings suggest that normal, so-called “quiescent” ERM may be
involved in the maintenance of PDL space, and consequently,
prevention of ankylosis. Therefore, ERM dysregulation may result
in loss of its ability to prevent ankylosis. Over-expressed genes (indicated by up arrows) were all present in the
dental follicle as were under-expressed genes (indicated by down arrows),
with the exception of TIMP2
The dental follicle was the most over-represented structure to be stained without presumption of ankylosis. This is because studies have
demonstrated ankylosis to be invariably present in infraoccluded
primary molars with missing successors,16 but the same cannot be
said for non-infraoccluded primary molars. Although the vast
majority of the latter are non-ankylosed, histological ankylosis has
occasionally been found.21 Therefore, non-infraoccluded teeth
cannot be assumed to be non-ankylosed, especially since normal
percussion sound and normality mobility do not reliably exclude
ankylosis.22 In the current study, tissue scarcity precluded a
parallel histological analysis, although even this would be of
limited value given that histology cannot detect transcriptional
activity leading to future clinical ankylosis. The results showed that primary molar infraocclusion may be
regarded as a phenotype with a molecular correlate involving at
least 432 DE genes. However, since non-infraocclusion may
represent a temporary absence of ankylosis in a dynamic disease,
the differential gene outputs between the two groups may be
viewed as a continuum, rather than as a distinct separation,
between two different states of the pathology. Familial studies suggest that ankylosis is not a monogenic
disease.5 Likewise, the present study did not identify a dominant
gene for ankylosis. A pathological condition such as ankylosis
requires the coordinated expression of multiple genes, often
linked across multiple signalling pathways, as revealed in the
current study. For this reason, the differential expression of one
gene alone would be neither expected nor meaningful. On the
other hand, the differential expression of multiple genes involved
in a common biological pathway provides confidence that this
pathway is being affected in infraocclusion. Pathway analysis
using GSEA showed that certain pathways, in particular those
associated with epithelial cell development and the inflammatory
response, were over-represented in the infraoccluded group. DISCUSSION
d
h Summary of immunostained proteins in the P1 molar tooth
germ for the six genes under consideration
Tooth
structure
Protein expression
POSTN ↓TIMP2 ↓MMP2 ↓CK14 ↑DSG3 ↑PKP1 ↑
Dental
follicle
+
−
+
+
+
+
Stellate
reticulum
−
−
+
+
−
−
Stratum
intermedium
−
−
−
+
−
−
Inner enamel
epithelium
−
−
−
+
−
+
Ameloblast
−
+
−
+
+
+
Enamel
−
−
−
−
−
−
Dentine
−
−
−
−
−
−
Odontoblast
−
+
−
−
−
−
Pulp
−
−
−
−
−
−
Over-expressed genes (indicated by up arrows) were all present in the
dental follicle as were under-expressed genes (indicated by down arrows),
with the exception of TIMP2
The dental follicle was the most over-represented structure to be stained Table 1. Summary of immunostained proteins in the P1 molar tooth
germ for the six genes under consideration p
yp
Tooth ankylosis is a disruption in tooth eruption associated
with loss of periodontal ligament (PDL) integrity. Given that
genes causing disease are likely to be ontogenetically active
during organ development,25 we reasoned that DE genes should
also
be
expressed
in
developing
tooth
structures. Using
immunohistochemical validation, we showed that all selected
proteins
were
expressed
in
developing
tooth
structures. Although the spatial distribution of these proteins cannot speak
to their etiology in tooth ankylosis, it would reaffirm the notion
that pathological conditions frequently recapitulate their onto-
genetic history during development. Of special note is the
dental follicle (immunostained in five out of six proteins) that is
comprised of pluripotent ectomesenchymal cells that subse-
quently give rise to the periodontal ligament, bone and
cementum; all of which are involved in the ankylotic process. The detection of CK14 and PKP1 in the inner enamel epithelium
deserves special mention given its developmental role leading
to the epithelial rests of Malassez (ERM), a structure that has
been implicated in ankylotic pathogenesis. The ERM play an
important role in maintaining PDL space to prevent ankylosis.26
For example, experimental reduction of ERM distribution in rat
teeth via denervation of the inferior alveolar nerve resulted in
narrowing of the PDL space and ankylosis after 6 weeks. DISCUSSION
d
h sensitivity for discovering low copy transcripts.19 Most impor-
tantly, RNA-seq is highly accurate for quantifying transcript
abundance across technical and biological replicates, without
the need for subsequent verification using quantitative PCR.20 sensitivity for discovering low copy transcripts.19 Most impor-
tantly, RNA-seq is highly accurate for quantifying transcript
abundance across technical and biological replicates, without
the need for subsequent verification using quantitative PCR.20
To maximize signal strength, the experimental design needed
to minimize clinical differences between the two sample groups. For this reason, molars with successors were excluded to prevent
contaminating genes originating from the erupting tooth follicle. The two sample groups were designed to be as similar as possible,
differentiated only by the presence or absence of infraocclusion To maximize signal strength, the experimental design needed
to minimize clinical differences between the two sample groups. For this reason, molars with successors were excluded to prevent
contaminating genes originating from the erupting tooth follicle. The two sample groups were designed to be as similar as possible,
differentiated only by the presence or absence of infraocclusion With respect to methodology, RNA-seq was selected over
microarrays for its advantage in providing direct digital readout of
expressed genes without reliance on pre-existing gene knowl-
edge. Compared to hybridization approaches, RNA-seq has low
background signals (from DNA contamination) and greater Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. 5 outputs.23 In contrast, exposure of a single cell type (Acinetobacter
baumannii) to a single provocation (ethanol) elicited only 2% DE
genes with RNA-seq.24 This supports the view that the current
experimental
design
has
maximized
biological
similarities
between the sample groups, with the main difference being the
presence, or not, of infraocclusion. It follows that the DE genes are
likely to represent gene outputs associated with the infraocclusion
phenotype. Table 1. International Journal of Oral Science (2020) 12:7 DISCUSSION
d
h Parallel analysis using IPA confirmed an increased activation of the
inflammatory response and increased epithelial cell proliferation
and differentiation in the infraoccluded group. The above caveat notwithstanding, the pattern of gene
expression was clearly different between the two groups, as
demonstrated by hierarchical clustering (Fig. 1b) and PCA (Fig. 1c). Not only was there a clear separation between infraocclusion and
non-infraocclusion, but both hierarchical clustering and PCA
showed greater variation in the infraoccluded group compared
to the non-infraoccluded group, which showed tighter clustering. This variation is a common finding in pathological conditions,
since the pathology is often due to variable dysregulation of
normally tightly regulated biological functions. For this reason,
infraoccluded samples that looked like outliers (e.g. sample D5 in
Figs. 1b, c) were not excluded, as they may represent the
biological variability of ankylosis. On closer inspection of the genes supporting epithelial change,
keratins in particular were among the most highly expressed
genes. Keratins form the intermediate filaments of epithelial cells
and are known to reflect the tissue type as well as changes in
differentiation states. The keratins in this study were consistent
with those expressed in human ERM, and in particular, ERM
undergoing proliferation and differentiation in response to
inflammation30–33 (Table 2). The increased expression of desmo-
somal cadherins, desmoglein 2 (DSG2) and desmocollin 2 (DSC2),
and the cytoplasmic desmosome-associated protein, plakophilin 1
(PKP1), are likewise consistent with human ERM.32 Collectively, the
results suggest that there is a change in the ERM state during y
y
The number of DE genes (432) between the two groups
represented only a small proportion (2.3%) of the total number of
genes detected by RNA-seq. This small number appeared to
reflect a strong degree of biological and molecular homogeneity
between the two conditions (i.e. infraoccluded versus non-
infraoccluded). In other transcriptome-wide studies using RNA-
seq, for example comparing various types of cancers, the
percentage of DE genes usually ranged from 30–70%, which
reflects
divergent
tissue
types
with
heterogeneous
gene Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. DISCUSSION
d
h d DSG3 was strongly stained in
the dental follicle and to a lesser extent in the ameloblast layer. e PKP1 was strongly stained in the dental follicle, as well as the inner enamel
epithelium and the apical aspect of the ameloblast layer. f POSTN was immunostained only in the dental follicle. g MMP2 was expressed only
in the dental follicle and stellate reticulum. h TIMP2 was the only protein in this sample not expressed in the dental follicle, but was
abundantly present in the ameloblast and odontoblast layers. Scale bars are 100 μm Fig. 4
Immunohistochemical staining of proteins encoded by over-expressed (CK14, DSG3, PKP1) and under-expressed (POSTN, TIMP2,
MMP2) genes in infraocclusion. a Hematoxylin and Eosin staining of P1 mouse molar tooth germ in the sagittal plane with various nascent
structures within the dental follicle. b CK14 was strongly stained in the dental follicle. c Higher magnification of boxed area showed CK14
immunostaining in the stellate reticulum, stratum intermedium, inner enamel epithelium and ameloblast layer. d DSG3 was strongly stained in
the dental follicle and to a lesser extent in the ameloblast layer. e PKP1 was strongly stained in the dental follicle, as well as the inner enamel
epithelium and the apical aspect of the ameloblast layer. f POSTN was immunostained only in the dental follicle. g MMP2 was expressed only
in the dental follicle and stellate reticulum. h TIMP2 was the only protein in this sample not expressed in the dental follicle, but was
abundantly present in the ameloblast and odontoblast layers. Scale bars are 100 μm ankylosis, which may be associated with an increased inflamma-
tory response. ankylosis, which may be associated with an increased inflamma-
tory response. The ebb and flow of the ankylotic process is reflected in
multiple niches of hard tissue resorption and remineralization. Thus it was interesting to note that several mineralization-
associated genes were found to be differentially expressed. These
include decreased expression of bone-degrading genes (e.g. MMP2, MMP1439), increased expression of pro-mineralization
genes (e.g. C4orf26,40 ODAM,41,42 BMP5, ASPN43), and decreased
expression
of
anti-mineralization
genes
(POSTN,44
AXIN2,45
NFATC246). DISCUSSION
d
h ankylosis, which may be associated with an increased inflamma-
tory response
The ebb and flow of the ankylotic process is refle
multiple niches of hard tissue resorption and reminera
Ameloblasts
Pulp
Odontoblasts
Dentine
Enamel
Inner
enamel
epithelium
Stratum
intermedium
Stellate
reticulum
Outer
enamel
epithelium
Dental
follicle
a
CK14
DAPI
DF
SI
SR
IEE
b
A
CK14
DAPI
c
A
IEE
SI
SR
DSG3
DAPI
d
DF
A
e
PKP1
DAPI
DF
A
IEE
POSTN
DAPI
f
DF
MMP2
DAPI
DF
SR
g
h
TIMP2
DAPI
A
OD
Fig. 4
Immunohistochemical staining of proteins encoded by over-expressed (CK14, DSG3, PKP1) and under-expressed (POSTN
MMP2) genes in infraocclusion. a Hematoxylin and Eosin staining of P1 mouse molar tooth germ in the sagittal plane with various
structures within the dental follicle. b CK14 was strongly stained in the dental follicle. c Higher magnification of boxed area show
immunostaining in the stellate reticulum, stratum intermedium, inner enamel epithelium and ameloblast layer. d DSG3 was strongly st
the dental follicle and to a lesser extent in the ameloblast layer. e PKP1 was strongly stained in the dental follicle, as well as the inner
epithelium and the apical aspect of the ameloblast layer. f POSTN was immunostained only in the dental follicle. g MMP2 was expres
in the dental follicle and stellate reticulum. h TIMP2 was the only protein in this sample not expressed in the dental follicle,
abundantly present in the ameloblast and odontoblast layers. Scale bars are 100 μm
Tong et al. 6 Ameloblasts
Pulp
Odontoblasts
Dentine
Enamel
Inner
enamel
epithelium
Stratum
intermedium
Stellate
reticulum
Outer
enamel
epithelium
Dental
follicle
a CK14
DAPI
c
A
IEE
SI
SR CK14
DAPI
DF
SI
SR
IEE
b
A b CK14
DAPI c DSG3
DAPI
d
DF
A e
PKP1
DAPI
DF
A
IEE POSTN
DAPI
f
DF d f e e h
TIMP2
DAPI
A
OD MMP2
DAPI
DF
SR
g g h Fig. 4
Immunohistochemical staining of proteins encoded by over-expressed (CK14, DSG3, PKP1) and under-expressed (POSTN, TIMP2,
MMP2) genes in infraocclusion. a Hematoxylin and Eosin staining of P1 mouse molar tooth germ in the sagittal plane with various nascent
structures within the dental follicle. b CK14 was strongly stained in the dental follicle. c Higher magnification of boxed area showed CK14
immunostaining in the stellate reticulum, stratum intermedium, inner enamel epithelium and ameloblast layer. DISCUSSION
d
h Samples were homogenized using a Bullet
Blender® (Next Advance, USA) and 1.5 mL Navy Eppendorf® Bead
Lysis microtubes (Next Advance, USA) filled with six additional
3.5 mm stainless steel UFO beads (Next Advance, USA), following
the protocol described by Carter, et al.,47 with a modification to
increase the blending time to 8 min at speed 12. β-catenin degradation, similarly acts to increase Wnt signalling.45
Given
that
the
differential
expression
pattern
of
these
mineralization-associated genes seems to indicate a net anabolic
effect,
ankylosis
may
be
associated
with
dysregulation
of
mineralization, as has been observed in animal models.12–14 ,
Due to the case-control nature of this study, the results can
only demonstrate an association, not a causal relationship,
between ankylosis and the list of DE genes. The DE genes may
well be the result, rather than the cause, of ankylosis, given that
the condition was pre-existing before tissue sampling. Despite
this limitation, the results of the present study would be
valuable to future studies. This is because the behaviour of
human primary molar ankylosis is currently not replicable in
animal models, and any histological or transcriptomic analysis of
human teeth precludes that tooth from longitudinal follow-up. Therefore, the aim of the study was to establish the differences
in gene expression of ankylosed teeth, from which to build
future experiments to explore a causal relationship, which could
involve testing candidate genes in animal models, or modulat-
ing pathways highlighted to be important in ankylosis. g
p
Total RNA was isolated using the RNeasy™Mini Kit (Qiagen,
Switzerland) following manufacturer’s instructions. The RNA yield,
RNA quality, and salt contamination of all samples were measured
using the Bioanalyzer (Agilent Technologies, USA) and NanoDrop™
spectrophotometer (Thermo Fisher Scientific, USA). Library prepara-
tion involved removal of rRNA using Ribo-Zero™Gold (Illumina, USA)
and conversion to cDNA. Raw 100 bp single-end RNA-seq data was
produced using the Illumina HiSeq 2500 system (Illumina, USA). Bioinformatic analysis
The sequence reads were aligned against the human genome
(Build version HG38) using the Tophat aligner (v.2.0.14),48 utilizing
the reference annotation based transcript (RABT) assembly option. Transcripts were assembled with the Stringtie tool (v1.2.4).49 In conclusion, this case-control study found that primary molar
ankylosis with infraocclusion was characterized by the differential
expression of genes consistent with an increased inflammatory
response and increased epithelial cell proliferation and differentia-
tion. DISCUSSION
d
h A study of mutant mice bred for elevated Wnt
signalling via β-catenin stabilization in osteocytes and cemento-
cytes showed PDL space mineralization, failure of eruption, and
dental ankylosis.12 In this study, it is possible that the decreased
expression of AXIN2, which negatively regulates Wnt signalling via The above is concordant with established evidence that
ankylosis is highly associated with root resorption, which is driven
by pro-inflammatory mediators.34,35 Ankylosis in primary molars
appears as an area of previous root resorption repaired by bone
extending from the surrounding alveolus.16,21 In this way,
ankylotic sites are constantly remodelling and relocating, closely
following the progression of root resorption in an apical to cervical
direction.16 Interestingly, root resorption, and presumably the
accompanying inflammation, is greater in ankylosed, compared to
non-ankylosed, primary teeth,36–38 further highlighting an associa-
tion between ankylosis and inflammation. International Journal of Oral Science (2020) 12:7 Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. 7 mean age of 11.5 years (range 7.9–3.8 years), providing nine non-
infraoccluded mandibular primary second molars. This study
followed the STROBE guidelines for human observational studies. Table 2. Differentially expressed keratins and their associated
ERM states
Keratin
LogFC
ERM state
16
7.61
Normal30
6A
7.17
Normal30
13
6.06
Inflammatory33
14
5.94
Normal30,32
Increased when inflammatory33
5
5.88
Normal30,32,33
15
4.65
Normal32
19
3.86
Normal30,32,33
1
2.89
Normal30
4
N/A
Inflammatory (lower expression than Keratin 13)33 Definition of infraocclusion
In this study, a tooth was deemed to be infraoccluded when the
entire
occlusal
surface
of
the
primary
second
molar
was
positioned at least 1 mm below the occlusal surface of the
adjacent non-infraoccluded permanent molar, as judged by
clinical and radiographic examination.1 Non-infraocclusion was
defined as the entire occlusal surface of the primary second molar
being level with the occlusal surface of the adjacent non-
infraoccluded permanent molar. Additionally, there must be no
vertical deficiency of the interdental alveolar bone on the
panoramic radiograph. Sample preparation and RNA-seq
The
steps
of
the
experimental
protocol
are
illustrated
in
Supplementary Fig. 1. Bone was harvested at time of extraction
from the bifurcation area of mandibular primary second molars,
quickly rinsed in sterile phosphate-buffered saline, then immedi-
ately stored in RNAlater® (Qiagen, Switzerland) following manu-
facturer’s instructions. DISCUSSION
d
h Independent validation of six DE genes showed their protein
expression in developing tooth structures, especially the dental
follicle. A hypothesis was generated that an increased inflamma-
tory response and ERM dysregulation form part of the pathogen-
esis of primary molar ankylosis. This provides the foundation for
hypothesis testing in future experimental models. The read counts were used to estimate gene expression and
identify DE genes using the R package (R version 3.2.0) ‘edgeR’
(v.3.10.5).50 Genes with >10 counts in at least seven samples (i.e. number of biological replicates) were retained for further analysis. The normalization method was RUV (remove unwanted varia-
tion).51 All genes were included to compute the factor of
unwanted variation using the function RUVr. The p-value was
adjusted for multiple testing by using the Benjamini-Hochberg
correction to obtain the FDR. International Journal of Oral Science (2020) 12:7 MATERIALS AND METHODS
Sample recruitment Hierarchical
clustering
and
the
resulting
heatmap
were
computed using all 432 DE genes with FDR < 0.05. The normalized
read counts were scaled (mean-centred and divided by standard
deviation), and the distance metric was Euclidean. PCA was
computed using all identified genes to visualize transcriptome
variation between samples. p
Ethics approval was obtained from the University of Melbourne
Human Research Ethics Committee (HREC ID: 1442486.1). Samples
were donated, after written informed consent, by parents of
children attending orthodontic clinics in Melbourne, Australia
between December 2015 and January 2017. The inclusion criteria
required that (1) all subjects were 15 years or under, medically
healthy, and had not commenced orthodontic treatment to avoid
confounders related to age, medical conditions, and orthodontic
tooth movement, and (2) all primary molars were missing
successors to avoid confounders emanating from erupting tooth
follicles. Pathway analysis
DE genes were further studied to define their cellular and
biological significance. GSEA was performed against all GO gene
sets in the molecular signatures database (v6.0).52 Next, to map
significant gene sets (FDR < 0.05) and their overlap (overlap
coefficient > 0.25), we used Cytoscape (v3.5.1) software53 with
the EnrichmentMap plugin.54 The infraocclusion group consisted of five subjects (three
females and two males) with a mean age of 13.5 years (range
11.8–15.0
years),
providing
seven
infraoccluded
mandibular
primary second molars. The non-infraocclusion group (controls)
consisted of eight subjects (six females and two males) with a The input list of DE genes for IPA (Qiagen, Switzerland)
(accessed May 2017) had significance cut-offs of FDR < 0.05 and
logFC ≤−0.59 or ≥0.59 (equivalent to a 1.5-fold change or more). Transcriptome analysis of ankylosed primary molars with infraocclusion
Tong et al. Tong et al. 8 Immunohistochemistry
Immunohistochemistry was carried out on coronal sections of
mandibles containing developing mouse tooth germs from
postnatal day 1 (P1) mice and immersed in 4% paraformaldehyde
at 4 °C for 24 h. Following embedding in paraffin, serial sections
(5 µm
thick) were
obtained for immunohistochemistry
and
staining with haematoxylin and eosin. For immunofluorescence
staining, sections were deparaffinised with xylene, followed by
rehydration through graded alcohols and distilled water. Antigen
retrieval was carried out by boiling the sections in sodium citrate
buffer for 10 min. Sections were then washed with 0.1% PBS with
Triton-X and blocked with 10% normal horse serum for 1 h at
room
temperature. MATERIALS AND METHODS
Sample recruitment Sections
were
incubated
with
primary
antibodies overnight followed by appropriate secondary anti-
bodies for 1 h at room temperature, or stained with DAPI (1:10
000, Dako, Carpinteria, CA) before mounting under glass cover
slips with anti-fade mounting reagent. 3. Kurol, J. & Thilander, B. Infraocclusion of primary molars with aplasia of the
permanent successor: a longitudinal study. Angle Orthod. 54, 283–294
(1984). (
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4. Becker, A. & Karnel-R’em, R. M. The effects of infraocclusion: Part 1. Tilting of the 4. Becker, A. & Karnel-R’em, R. M. The effects of infraocclusion: Part 1. Tilting of the
adjacent teeth and local space loss. Am. J. Orthod. Dentofac. Orthopedics 102,
256–264 (1992). adjacent teeth and local space loss. Am. J. Orthod. Dentofac. Orthopedics 102,
256–264 (1992). 5. Kurol, J. Infraocclusion of primary molars: an epidemiologic and familial study. Community Dent. Oral. Epidemiol. 9, 94–102 (1981). 6. Via, W. F. Submerged deciduous molars: familial tendencies. J. Am. Dent. Assoc. 69, 127–129 (1964). 7. Koyoumdjisky-Kaye, E. & Steigman, S. Ethnic variability in the prevalence of
submerged primary molars. J. Dent. Res. 61, 1401–1404 (1982). 8. Shalish, M., Peck, S., Wasserstein, A. & Peck, L. Increased occurrence of dental
anomalies associated with infraocclusion of deciduous molars. Angle Orthod. 80,
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phology (eds Radlanski, R. J. & Renz, H.) 428–432 (C&M Brünne Gbr., Berlin, 1995). 10. Odeh, R. et al. Infraocclusion: dental development and associated dental varia-
tions in singletons and twins. Arch. oral. Biol. 60, 1394–1402 (2015). Primary antibodies were: rabbit polyclonal anti-periostin (POSTN)
(1:100, LifeSpan Biosciences, Seattle), mouse monoclonal anti-tissue
inhibitor of metalloproteinases 2 (TIMP2) (1:400, Millipore, Teme-
cula), rabbit polyclonal anti-matrix metalloproteinase 2 (MMP2) (1:50,
Millipore, Temecula), mouse monoclonal anti-cytokeratin 14 (CK14)
(1:200, Thermo Fisher Scientific, Rockford), mouse monoclonal anti-
desmoglein 3 (DSG3) (1:100, Thermo Fisher Scientific, Rockford) and
mouse monoclonal anti-plakophilin 1 (PKP1) (1:50, Abcam, Cam-
bridge). Secondary antibodies were: Alexa Fluor 488-conjugated
goat anti-mouse IgG (1:500, Molecular Probes) and Alexa Fluor 488-
conjugated goat anti-rabbit IgG (1:500, Molecular Probes). Imaging
for immunofluorescence was performed on a Zeiss 780 Confocal
Microscope. 11. Curl, L., Tan, C. W., Dreyer, C. W. & Sampson, W. A qualitative investigation of
RANKL, RANK and OPG in a rat model of transient ankylosis. Aust. orthodontic J. 30, 143–151 (2014). 12. Wu, Y. et al. AUTHOR CONTRIBUTIONS 24. Camarena, L., Bruno, V., Euskirchen, G., Poggio, S. & Snyder, M. Molecular
mechanisms of ethanol-induced pathogenesis revealed by RNA-sequencing. PLOS Pathog. 6, e1000834 (2010). A.T. contributed to conception, design, data acquisition, analysis, interpretation,
drafted and critically revised the manuscript; P.S. contributed to conception, design,
and critically revised the manuscript; Y.L.C. contributed to data acquisition, and
drafted the manuscript; K.X contributed to data acquisition, and critically revised the
manuscript; R.H. contributed to data interpretation, and critically revised the
manuscript; S.-S.T., contributed to conception, design, data acquisition, analysis,
interpretation, and critically revised the manuscript. All authors gave final approval
and agree to be accountable for all aspects of the work. 25. Hannenhalli, S. & Kaestner, K. H. The evolution of Fox genes and their role in
development and disease. Nat. Rev. Genet. 10, 233 (2009). 26. Xiong, J., Gronthos, S. & Bartold, P. M. Role of the epithelial cell rests of Malassez
in the development, maintenance and regeneration of periodontal ligament
tissues. Periodontology 2000, 217–233 (2013). 27. Fujiyama, K. et al. Denervation resulting in dento-alveolar ankylosis associated
with decreased Malassez epithelium. J. Dent. Res. 83, 625–629 (2004). 28. Shimono, M. et al. Regulatory mechanisms of periodontal regeneration. Microsc. Res. Tech. 60, 491–502 (2003). ADDITIONAL INFORMATION 29. Löe, H. & Waerhaug, J. Experimental replantation of teeth in dogs and monkeys. Arch. Oral. Biol. 3, 176–184 (1961). The
online
version
of
this
article
(https://doi.org/10.1038/s41368-019-0070-1)
contains supplementary material, which is available to authorized users. The
online
version
of
this
article
(https://doi.org/10.1038/s41368-019-0070-1)
contains supplementary material, which is available to authorized users. The
online
version
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Characterization of Complex Water Vapour Field Structures and their Genesis Based on the Combined use of Raman Lidar Measurements and MESO-NH Model Simulations
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EPJ Web Conferences 237, 03007 (2020)
ILRC 29 EPJ Web Conferences 237, 03007 (2020)
ILRC 29 EPJ Web Conferences 237, 03007 (2020)
ILRC 29 https://doi.org/10.1051/epjconf/202023703007 ABSTRACT layer are found to overpass Algeria, descending
from an elevation of 3.5-5 km. layer are found to overpass Algeria, descending
from an elevation of 3.5-5 km. As part of the Cevennes-Vivarais site, the
University of Basilicata Raman lidar system
(BASIL)
was
deployed
in
Candillargues
throughout the duration of HyMeX-SOP 1
(September-November 2012), providing high-
resolution and accurate measurements, both in
daytime
and
night-time,
of
atmospheric
temperature, water vapour mixing ratio and
particle backscattering and extinction coefficient
at three wavelengths. Measurements carried out
by BASIL on 28 September 2012 reveal a quite
complex vertical structure of the water vapor
field. Reported Raman lidar measurements were
run in the time interval between two consecutive
heavy precipitation events, from 15:30 UTC on 28
September to 03:30 UTC on 29 September 2012. Throughout most of this observation period, lidar
measurements reveal the presence of four distinct
humidity layers. 1. HyMeX-SOP1 HyMeX was conceived with the goal of
improving the comprehension of the water cycle
in the Mediterranean [1]. Within this program a
major field campaign, named Special Observation
Period 1 (SOP1), took place in the period
September–November 2012 over the northwestern
Mediterranean Sea and its surrounding coastal
regions in France, Italy and Spain, with a specific
focus on the study of heavy precipitation and
flashflood events [2,3]. As part of the Cévennes-Vivarais observational
site, a set of research instruments was installed in
an
atmospheric
‘supersite’
located
in
Candillargues (43o37’N, 4o04’E, elevation: 1m),
near the coast and south of the Massif Central. Among these instruments, a wind profiler, a
radiometer, a radiosonde launching facility and a
variety of radars and lidars (BASIL being one of
these) were present. The present research effort aims at assessing the
origin of the different humidity filaments
observed by BASIL on this day. The analysis
relies on the comparisons between Raman lidar
MESO-NH model simulations. Back-trajectory
analyses from the model reveal that air masses
ending in Candillargues at different altitudes
levels are coming from different geographical
regions. Specifically, the analysis reveals that air
masses within the surface humidity layer were
originated over the Atlantic Ocean, while air
masses within the elevated filamentary humidity
layer, also coming from the Atlantic Ocean,
overpassed the sea stretch North of Spain and
Southern France at an altitude of ~1 km. In
addition, air masses within the lower of the two
upper layers are found to overpass Southern Spain
and Marocco, descending from an elevation of 2-
3.5 km, while air masses within the uppermost © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons.org/licenses/by/4.0/). DP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
ses/by/4.0/). 3.1 Lidar measurements Raman lidar measurements considered in this
research effort were run in the time interval
between two consecutive heavy precipitation
events, from 15:30 UTC on 28 September to
03:30 UTC on 29 September 2012. Figure 1
illustrates the time evolution of the range-
corrected signal at 1064 nm as measured by
BASIL over this time interval. The figure reveals
the presence throughout most of the observational
period of stratiform clouds around 4 km, with a
very limited vertical extent (~0.5 km). Stratiform
rain events are found to take place between 18:30
and 20:00 UTC on 28 September and between
00:30 and 03:30 UTC on 29 September 2019. One
of these events, between 15:30 and 16:30 UTC on
28 September, appears in the form of Virga, with
precipitating particles sublimating before reaching
the ground. In this time interval, a lidar dark band
is also observed at ~3.4 km, this phenomenon
being associated with the variable scattering
properties of melting hydrometeors in the snow
flake to rain conversion process [10,11,12]. Figure 1: Time evolution of the range-corrected signal
at 1064 nm (expressed in arbitrary units) as measured
by BASIL over this time interval from 15:30 UTC on
28 September to 03:30 UTC on 29 September 2012. The red ellipses indicate the stratiform clouds, the red
ellipses indicate the stratiform rain events, while the
black arrow on the left portion of the figure reveal the
presence of a dark band event. 8 Sep e be
o 03:30 U C o
9 Sep e be
0
. The red ellipses indicate the stratiform clouds, the red
ellipses indicate the stratiform rain events, while the
black arrow on the left portion of the figure reveal the
presence of a dark band event. Figure 2 illustrates the time evolution of water
vapour mixing ratio, mH2O, as measured by BASIL
over the same time period considered in Figure 1. This figure reveals the presence throughout most
of the observation period of four distinct humidity
layers: a surface layer extending up to 0.4-0.8 km
a.s.l.; a filamentary structure, first observed
around
17:30
UTC,
with
a
progressively
descending trend from ~1 km down to ~0.5 km
and a variable vertical extent within the range 0.1-
0.4 km; two upper humid layers, one extending
from 1.3-1.5 km to 2.4-2.8 km, with values of
mH2O up to 7.5 g kg-1, and one above extending up
to approx. 3.1 Lidar measurements 4 km, with values of mH2O not
exceeding 6 g kg-1. Relatively high values of mH2O
are observed throughout most part of the
troposphere, with a residual value of 3 g kg-1
around 6 km. Figure 2: Time evolution of mH2O as measured by
BASIL over the same time period considered in Fig. 1. g
H2O
y
BASIL over the same time period considered in Fig. 1. Thus, back-trajectories can be extended back in
time by 48 hours. Figure 3 illustrates the
comparison between BASIL measurements and
MESO-NH simulations in the time interval from
15:30-23:30 UTC on 28 September 2012. The
four different humidity layers present in the
Raman lidar measurements are well reproduced
by Meso-NH, both in terms of timing of
occurrence and mixing ratio values, with the only
exception of the mixing ratio values within the
elevated filamentary structure, with measured
values not exceeding 7 g kg-1 and simulated
values being as large as 8-9 g kg-1. 2. BASIL BASIL operated from 5 September to 5
November 2012, collecting more than 600 h of
measurements, distributed over 51 measurement
days and 19 Intensive Observation Periods (IOPs). BASIL uses a tripled Nd:YAG laser (single pulse
energy power at 355 nm: 500 mJ, pulse repetition
frequency: 20Hz, average power: 10 W) and a
Newtonian telescope (primary mirror diameter: 45
cm, f/2.1). The major feature of BASIL is
represented by its capability to perform high-
resolution
and
accurate
measurements
of
atmospheric temperature and water vapour, both
in daytime and night-time, based on the
application of the rotational and vibrational
Raman lidar techniques in the ultraviolet [3-6]. Besides temperature and water vapour, BASIL is EPJ Web Conferences 237, 03007 (2020)
ILRC 29 https://doi.org/10.1051/epjconf/202023703007 also capable of providing measurements of
particle backscatter at 355, 532 and 1064 nm,
particle extinction at 355 and 532 nm, and particle
depolarization at 355 and 532 nm [7-10]). was run over a 1446 x 1778 km2 domain (35°-48°
N, 8° W-16° E), with a horizontal resolution of
2.5 km. Atmospheric forcing are taken from
AROME-WMED. The considered MESO-NH
simulation started at 00:00 UTC on 27 September
and ended at 00:00 UTC on 29 September 2012. 3.1 Model simulations and back-trajectory
analysis For the purpose of this analysis the non-
hydrostatic numerical research model MESO-NH 2 2 EPJ Web Conferences 237, 03007 (2020)
ILRC 29 EPJ Web Conferences 237, 03007 (2020)
ILRC 29 https://doi.org/10.1051/epjconf/202023703007 Figure 3: Time evolution of mH2O as measured by
BASIL (upper panel) and simulated by MESO-NH
(lower panel). of 2-3.5 km, while air masses within the
uppermost layer overpassed Algeria, descending
from an elevation of 3.5-5 km. Figure 3: Time evolution of mH2O as measured by
BASIL (upper panel) and simulated by MESO-NH
(lower panel). An assessment of the origin of the different
humidity layers observed by the Raman lidar on
this day is also carried out based on the use of
MESO-NH
simulated
data. Back-trajectory
analyses from this model allow revealing that air
masses
reaching
Candillargues
at
different
altitudes levels are coming from different
geographical regions. Figure 4 illustrates the 48h-
backtrajectory analysis for the air masses ending
in Candillargues at 15:30 UTC on 28 September
2012. The trajectory colors identify the altitude
experienced by the air masses during their
transport to Candillargues, while the numbers at
the beginning of each trajectory identify the air
masses ending altitude in Candillargues. The red
ellipse in the figure highlights the back-
trajectories
of
the
air
masses
ending
in
Candillargues within the surface humidity layer. The analysis reveals that air masses within this
layer were originated over the Atlantic Ocean. Figure 5 illustrates the 48h-backtrajectory analysis
of the air masses ending in Candillargues at 18:00
UTC on 28 September 2012. The red ellipses
identify the back-trajectories ending at the altitude
of elevated filamentary humidity layer and within
the two upper layers. The figure reveals that air
masses within the elevated filamentary humidity
layer are also coming from the Atlantic Ocean,
overpassing the sea stretch North of Spain and
Southern France at an altitude of ~1 km. The
figure also shows that air masses within the lower
of the two upper layers overpassed Southern
Spain and Marocco, descending from an elevation Figure 4: 48h back-trajectory ending in Candillargues
at 15:30 UTC on 28 September 2012 as simulated by
MESO-NH. Colors identify the altitude of the air
masses during their transport to Candillargues, with the
color legend being expressed in km. Numbers at the
beginning of each trajectory identify the ending altitude
in Candillargues. Red ellipse: back-trajectories ending
in Candillargues within the surface humidity layer. 3.1 Model simulations and back-trajectory
analysis Figure 5: 48h back-trajectory ending in Candillargues
at 18:00 UTC on 28 September 2012 as simulated by
MESO-NH. Red ellipses: back-trajectories ending in
Candillargues at the altitude of elevated filamentary
humidity layer and within the two upper layers. Figure 5: 48h back-trajectory ending in Candillargues
at 18:00 UTC on 28 September 2012 as simulated by
MESO-NH. Red ellipses: back-trajectories ending in
Candillargues at the altitude of elevated filamentary
humidity layer and within the two upper layers. Back-trajectory analysis ending in Candillargues
at 18:00 UTC on 28 September 2012 and starting
240 hours (10 days) earlier at 18:00 UTC on 18
September 2012 have also been determined
through the application of the NOAA HYSPLIT 3 EPJ Web Conferences 237, 03007 (2020)
ILRC 29 https://doi.org/10.1051/epjconf/202023703007 Lagrangian back-trajectory model [13]. The back-
trajectory analysis extending back in time by 10
days reveals that air masses in the uppermost
humid layer are originated over the Saharan desert
in Central Africa (Mali). Royal Meteorological Society 142 (Suppl 1): 259–274,
doi: 10.1002/qj.2725 (2016). [4] Di Girolamo et al., Rotational Raman lidar
measurements of atmospheric temperature in theUV,
Geophys. Res. Lett. 31:
L01106,
doi:
10.1029/2003GL018342 (2004). Lagrangian back-trajectory model [13]. The back-
trajectory analysis extending back in time by 10
days reveals that air masses in the uppermost
humid layer are originated over the Saharan desert
in Central Africa (Mali). Royal Meteorological Society 142 (Suppl 1): 259–274,
doi: 10.1002/qj.2725 (2016). [4] Di Girolamo et al., Rotational Raman lidar
measurements of atmospheric temperature in theUV,
Geophys. Res. Lett. 31:
L01106,
doi:
10.1029/2003GL018342 (2004). Royal Meteorological Society 142 (Suppl 1): 259–274,
doi: 10.1002/qj.2725 (2016). [4] Di Girolamo et al., Rotational Raman lidar
measurements of atmospheric temperature in theUV,
Geophys. Res. Lett. 31:
L01106,
doi:
10.1029/2003GL018342 (2004). (
) Figure 6: 240 h back-trajectory ending in Candillargues
at 18:00 UTC on 28 September 2012 as simulated by
NOAA-HYSPLIT back-trajectory model. [5] Di Girolamo P, Behrendt A, Wulfmeyer V.,
Spaceborne profiling of atmospheric temperature and
particle extinction with pure rotational Raman lidar and
of relative humidity in combination with differential
absorption lidar: performance simulations, Appl. Opt. 45: 2474–2494, doi: 10.1364/AO.45.002474 (2006). [6] P. Di Girolamo et al., Multiparameter Raman lidar
measurements for the characterization of a dry
stratospheric intrusion event, J. Atmos. Oceanic
Technol. 26:
1742–1762,
doi: 10.1175/2009JTECHA1253.1 (2009). 3.1 Model simulations and back-trajectory
analysis [7] Bhawar et al., The water vapour intercomparison
effort in the framework of the Convective and
Orographically-induced Precipitation Study: Airborne-
to-ground-based
and
airborne-to-airborne
lidar
systems, Q. J. R. Meteorol. Soc. 137: 325–348, doi:
10.1002/qj.697 (2011). [8] V. Griaznov et al., Spatial Distribution of Doubly
Scattered Polarized Laser Radiation in the Focal Plane
of a Lidar Receiver, Applied Optics 46, 6821-6830,
doi: 10.1364/AO.46.006821 (2007). Figure 6: 240 h back-trajectory ending in Candillargues
at 18:00 UTC on 28 September 2012 as simulated by
NOAA-HYSPLIT back-trajectory model. As a continuation of this research effort, we
intend to investigate more precisely the origin of
the sounded air parcels and their possible
modifications along their route, also referring to
the time series of potential temperature and other
relevant parameters, as the aerosol properties. [9] P. Di Girolamo et al., UV Raman Lidar
measurements
of
relative
humidity
for
the
characterization
of
cirrus
cloud
microphysical
properties, Atmospheric ChemistrY and Physics 9,
8799-8811, doi: 10.5194/acp-9-8799-2009 (2009). [10] P. Di Girolamo et al., Raman Lidar observations
of a Saharan dust outbreak event: Characterization of
the dust optical properties and determination of particle
size and microphysical parameters, Atmospheric
Environment 50, 66-78 (2012). ACKNOWLEDGEMENTS This work was supported by the Italian Ministry
for Education, University and Research under the
Grant
OT4CLIMA. The
authors
gratefully
acknowledge NOAA Air Resources Laboratory
for the use of the HYSPLIT transport and
dispersion model. This work was supported by the Italian Ministry
for Education, University and Research under the
Grant
OT4CLIMA. The
authors
gratefully
acknowledge NOAA Air Resources Laboratory
for the use of the HYSPLIT transport and
dispersion model. This work was supported by the Italian Ministry
for Education, University and Research under the
Grant
OT4CLIMA. The
authors
gratefully
acknowledge NOAA Air Resources Laboratory
for the use of the HYSPLIT transport and
dispersion model. [11] P. Di Girolamo et al., Lidar and radar
measurements of the melting layer: observations of
dark and bright band phenomena, Atmospheric
Chemistry
and
Physics
12,
4143-4157,
doi:
10.5194/acp-12-4143-2012 (2012). REFERENCES [12] P. Di Girolamo et al., Model simulations of
melting hydrometeors: a new Lidar bright band from
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10.1175/BAMS-D-12-00242.1 (2014). [13] V. Griaznov et al., Numerical Simulation of Light
Backscattering by Spheres With Off-Center Inclusion. Application for Lidar Case, Applied Optics 43, 5512-
5522, doi: 10.1364/AO.43.005512. [2] V. Ducrocq et al., HyMeX-SOP1, the field
campaign dedicated to heavy precipitation and flash-
flooding in northwestern Mediterranean, Bull. Am. Meteorol. Soc. 95: 1083–1100, doi: 10.1175/BAMS-D-
12-00244.1 (2014). [14] Draxler, R. R and Hess, G. D.: An overview of the
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initiation and maintenance during HyMeX IOP 16a
heavy precipitation event, Quarterly Journal of the 4 4
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Intent to Compound 506E Drug
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English
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Decreasing glucocorticoid levels towards the expansion front suggest ongoing expansion in a terrestrial mammal
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Conservation physiology
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cc-by
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Alexandre Azevedo1,2,*, Liam Bailey3, Victor Bandeira4, Carlos Fonseca4,5, Jella Wauters1 and
Katarina Jewgenow1 Alexandre Azevedo1,2,*, Liam Bailey3, Victor Bandeira4, Carlos Fonseca4,5, Jella Wauters1 and
Katarina Jewgenow1 ,
y ,
,
,
Katarina Jewgenow1
1Department of Reproduction Biology, Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
2Instituto de Ciências Biomédicas Abel Salazar - University of Porto, R. Jorge de Viterbo Ferreira 228, 4050-313 Porto, Portugal
3Department of Evolutionary Genetics, Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
4Department of Biology and CESAM, University of Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal
5ForestWISE - Collaborative Laboratory for Integrated Forest and Fire Management, Quinta de Prados, Campus da UTAD 5001-801 Vila Real,
Portugal
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ß 17 10315 1Department of Reproduction Biology, Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
2Instituto de Ciências Biomédicas Abel Salazar - University of Porto, R. Jorge de Viterbo Ferreira 228, 4050-313 Porto, Portugal
3Department of Evolutionary Genetics, Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
4Department of Biology and CESAM, University of Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal
5ForestWISE - Collaborative Laboratory for Integrated Forest and Fire Management, Quinta de Prados, Campus da UTAD 5001-801 Vila Real,
Portugal *Corresponding author: Department of Reproduction Biology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Straße 17, 10315
Berlin, Germany. Email: ax.c.azevedo@gmail.com Understanding the causes of range expansions in abundant species can help predict future species distributions. During
range expansions, animals are exposed to novel environments and are required to cope with new and unpredictable
stressors. Glucocorticoids (GCs) are mediators of the hormonal and behavioural mechanisms allowing animals to cope with
unpredictable changes in the environment and are therefore expected to differ between populations at expansion edge and
the historic range. However, to date, very few studies have evaluated the relationship between GCs and range expansion. The Egyptian mongoose has been rapidly expanding its range in Portugal over the past 30 years. In this study, we applied an
information theoretic approach to determine the most important spatial and environmental predictors of hair GCs (hGCs) in
the population, after controlling for normal patterns of hGC variation in the species. We observed a decrease in hGC as distance
from the historic range increased (i.e. closer to the expansion front). Volume 9 • 2021
10.1093/conphys/coab050
Research article Volume 9 • 2021
10.1093/conphys/coab050
Research article 10.1093/conphys/coab050 Volume 9 • 2021 Introduction Differences in HPA-axis physiology could influence the
ability of animals to colonize new environments during range
expansion, but studies evaluating this link are scarce and
focus on birds, reptiles and amphibians (e.g. Atwell et al.,
2012; Liebl and Martin, 2012; Brown et al., 2015; Martin
et al., 2018). For example, in expanding populations of house
sparrows (Passer domesticus), individuals at the range edge
have been shown to exhibit increased stress-induced GC levels
and differences in the expression of the receptors involved in
GC pathways, which is thought to facilitate their ability to
colonize novel environments (Liebl and Martin 2012, 2013;
Martin et al., 2017). In dark-eyed juncos (Junco hyemalis)
and cane toads (Rhinella marina), a difference in GC reac-
tivity was also observed between individuals of the newly
established and historic populations, but with the colonists or
edge populations showing decreased stress-induced GC levels
(Atwell et al., 2012; Brown et al., 2015). The abundance, richness and spatial distribution of natu-
rally occurring populations of wild species are changing at
an unprecedented rate as a consequence of anthropogenic
environmental change (Pimm et al., 2014; Newbold et al.,
2015). Ecologists and evolutionary biologists have sought to
understand the factors that shape species’ spatial distributions
for decades (Holt, 2003; Liebl and Martin, 2012). In the
Anthropocene, a small number of species have expanded
their ranges, contradicting the general trend of decline driven
by anthropogenic environmental change (Liebl and Martin,
2012). While the study of these exceptions can offer impor-
tant information to predict how populations respond to envi-
ronmental change,opportunities for such studies are rare (Hui
et al., 2012; Liebl and Martin, 2012, 2013). Range expansions take place through the dispersal of
individuals from the core population into novel environments. This is influenced by the set of environmental factors that
enable the species to persist (niche), their spatial distribution
(habitat) and the ability of the species to move (disperse)
and adapt to new areas (Holt, 2003). Range expansions can
take place when species occupy niche opportunities that arise
due to changes in biotic or abiotic factors, such as changes
in climate, land use or extirpation of competing species,
or alternatively, due to the emigration of individuals from
core populations into habitats where their niche requirements
are not met, creating sink populations (Holt, 2003). The
neuroendocrine stress response allows organisms to cope with
unpredictable stressors in the environment (Wingfield et al.,
1998). Introduction Accordingly, the colonization of new and unfamiliar
environments during range expansions is expected to be facil-
itated by increased stress reactivity (Liebl and Martin, 2012;
Martin et al., 2017). However, if the new and unknown envi-
ronment leads to very frequent or chronic activation of the
stress response, impacts of elevated glucocorticoids (GCs) on
survival, reproduction and fitness may occur (Sapolsky et al.,
2000; Bonier et al., 2009a). Baseline levels of GCs during range expansions have also
shown inconsistent trends (Atwell et al., 2012; Liebl and
Martin, 2012; Martin et al., 2017). A broad scale study
including approximately one hundred species of birds and
reptiles found little evidence of a relation between stress-
induced or baseline GCs and edge/non-edge location within
the population (Martin et al., 2018). The inconsistency of
these findings could be due to methodological factors, such
as the lability of point samples of blood GC measurements
(Bonier et al., 2009a). Baseline GCs based on plasma samples
have shown low intra-individual repeatability (Vitousek et al.,
2018, 2019b) compared to GC measurements from matrices
reflecting long-term GC levels (Taff et al., 2018) and are
greatly influenced by environmental conditions. Alternatively,
these inconsistencies could be explained by the context depen-
dence of stress-induced and basline levels of GC (Vitousek
et al., 2018) or the fact that they are simply separate traits
shaped by different selective pressures (Vitousek et al.,2019a). Hair GC (hGC) measurements are thought to reflect both
baseline and stress-induced GCs incorporated into hair over
prolonged periods (D’Anna-Hernandez et al., 2011; Kapoor
et al., 2018; Short et al., 2016) and suffer little influence
from short-term variations such as those caused by capture
or handling. This may allow the identification of long-term
trends in overall GC exposure that would be difficult to detect
using matrices reflecting short-term variations. For example,
a wild population of red deer (Cervus elaphus) exhibited
an increase in hGC levels in response to hunting activity
that was not detectable in faeces, while baseline plasma
GC levels actually tended to decrease (Vilela et al., 2020). Hence, information on long-term GC exposure obtained from
hGC analysis could help understand range expansions and
predict whether expanding populations are likely to become
established and pose an invasion risk (Martin et al., 2017) or
result in sink populations. Conservation Physiology • Volume 9 2021 Conservation Physiology • Volume 9 2021 Research article Research article Alexandre Azevedo1,2,*, Liam Bailey3, Victor Bandeira4, Carlos Fonseca4,5, Jella Wauters1 and
Katarina Jewgenow1 This distance term was present in all of the top models and
had a 95% confidence interval (95% CI) that did not overlap with zero, strongly supporting its influence on hGC. We estimated
a 0.031 pg/mg (95% CI: −0.057, −0.004) decrease in hGCs for each kilometre distance to the Tagus River, which was once
the limit of the species’ distribution. Our results indicate that the species’ expansion is unlikely to be limited by mechanisms
related to or mediated by the physiological stress response. The decrease in hGC levels towards the expansion edge coupled
with limited evidence of a negative effect of human population density suggests that the species’ northward expansion in
Portugal could continue. © The Author(s) 2021. Published by Oxford University Press and the Society for Experimental Biology. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited. .......................................................................................................................................................... 1
Key words: Egyptian mongoose, hair glucocorticoids, Herpestes ichneumon, range expansion, stress
Editor: Steven Cooke
Received 16 April 2021; Revised 2 June 2021; Editorial Decision 9 June 2021; Accepted 11 June 2021
Cite as: Azevedo A, Bailey L, Bandeira V, Fonseca C, Wauters J, Jewgenow K. (2021) Decreasing glucocorticoid levels towards the expansion front
suggest ongoing expansion in a terrestrial mammal. Conserv Physiol 9(1): coab050; doi:10.1093/conphys/coab050. .......................................................................................................................................................... Key words: Egyptian mongoose, hair glucocorticoids, Herpestes ichneumon, range expansion, stress © The Author(s) 2021. Published by Oxford University Press and the Society for Experimental Biology. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited. .......................................................................................................................................................... 1
.......................................................................................................................................................... hGC measurement hGCs were quantified by an EIA for which validation was
previously performed (Azevedo et al., 2019). Briefly, 20 mg
of guard hairs were separated from undercoat, washed twice
with 90% methanol for 5–10 seconds and dried at 70◦C. Next, 10 mg of hair were weighed and ground to a fine pow-
der in a Precellys24 tissue homogenizer (Bertin Technologies,
France). Finally, GCs were extracted from the powdered hair
with 90% methanol and centrifuged, and the supernatant
was collected and frozen until the day of GC measurement. hGCs were measured with an EIA using a polyclonal antibody
(rabbit) against cortisol-3-CMO-BSA and cortisol-3-CMO-
peroxidase as label.The assay was validated by demonstrating
parallelism of serially diluted hair extracts to the cortisol stan-
dard curve, and the inter-assay coefficients of variation were
10.78% for extracts containing low and 15.95% for extracts
containing high concentrations of cortisol. The intra-assay
coefficients of variation were 6.72% for extracts containing
low and 5.37% for extracts containing high concentrations
of cortisol and the sensitivity of the assay was 0.40 pg/well. In order to determine if the EIA was targeting the intended
steroids, it was validated by HPLC analysis that demonstrated
that the cortisol-3CMO antibody was binding to cortisol and
small amounts of cortisone, and finally by demonstrating
a strong correlation between cortisol-3CMO-EIA measure-
ments and HPLC-MS/MS measurements of cortisol and cor-
tisone from the same extracts. The validation of the EIA is
reported in detail in Azevedo et al. (2019). In the current study, we measured hGC in Egyptian
mongoose over the species’ entire range within Portugal. We applied an information theoretic approach (Burnham
and Anderson, 1998) to determine which spatial (historic
vs. expansion region, distance to Tagus river within the
expansion population) and environmental factors [area of
favourable habitat, European rabbit (Oryctolagus cuniculus)
harvest data, Egyptian mongoose harvest data, human
population density] from our data set influence hGC levels
in the population, while controlling for known effects of age,
sex, season and sample storage time. To our knowledge, this is
the first study assessing the relation of GC with a mammalian
range expansion and the only study using integumentary
long-term GC measurements. hGC measurement If higher long-term GC levels
facilitate expansion just as stress-induced blood GC levels
seem to (Liebl and Martin, 2012, 2013; Martin et al., 2017),
we expect to see higher hGC levels in the expansion area,
with tendency to increase as the distance to the Tagus river
increases. Alternatively, a decrease in hGC levels towards
the expansion front would be more likely in a scenario
where animals in the expansion area were presented with less Introduction In vertebrates, GCs are released by activation of the
hypothalamic–pituitary–adrenal axis (HPA-axis) in response
to challenging environmental stimuli (Wingfield et al., 1998;
Sapolsky et al., 2000). This neuroendocrine response allows
animals to respond to environmental cues (Wingfield and
Mukai, 2009) and adjust their physiology and behaviour to
cope with and recover from unpredictable environmental
change (Wingfield et al., 1998; Sapolsky et al., 2000; Zimmer
et al., 2020). Due to the pervasive effects of GCs, chronic
elevations are thought to result in deleterious effects on
survival, reproduction (Sapolsky et al., 2000) and fitness
(Breuner et al., 2008; Vitousek et al., 2018). However,
relations between baseline and stress-induced blood and
faecal GC levels and fitness have been inconsistent (Bonier
et al., 2009a, 2009b; Dantzer et al., 2014) and context
dependent (Creel et al., 2013; Vitousek et al., 2018). The Egyptian mongoose (Herpestes ichneumon) is a
medium sized carnivore that is widely distributed across 2 Conservation Physiology • Volume 9 2021 Conservation Physiology • Volume 9 2021 Research article Africa and the Middle East. In Europe, it is only present
in the Iberian Peninsula, most likely due to colonization in
the Late Pleistocene (Gaubert et al., 2011). In the past three
decades, the species has rapidly increased its range to the
north of the Tagus River (Fig. 1), which was once considered
a natural barrier to its expansion (Barros et al., 2016b). In
the expansion area, the species experiences very different
environmental conditions, such as higher human density and
primary productivity, and lower availability of favourable
habitat (Bandeira et al., 2016). Based on presence–absence
data, changes in land use such as rural abandonment have
been identified as drivers of the expansion of the Egyptian
mongoose (Barros et al., 2015). Morphological differences
have been identified between the populations inhabiting the
historic and expansion areas, with lower size (Bandeira et al.,
2016) and body condition (Bandeira et al., 2019) and higher
testicular mass (Bandeira et al., 2021) in the expansion area. However, no information exists on GC levels across the
species’ range. frequent or severe stressors or where lower baseline hGCs
favoured colonization. Sample collection We obtained data and hair samples from 294 carcasses of wild
Egyptian mongoose collected throughout the year, between
January 2008 and December 2014 from hunting activities
throughout mainland Portugal (Bandeira et al., 2016). After
the exclusion of specimens for which data were missing, 236
samples remained and were used in this study. Carcasses were
stored frozen at −20◦C and then thawed at the time of sample
collection. Hair was clipped with scissors as close to the skin
as possible from a standard location (between the ‘scapulae’)
in order to account for variation in hGC with anatomical
region (Azevedo et al., 2019). Hair samples were stored in
paper envelopes in a dry and dark location until the date of
GC extraction. In order to be informative, GC measures require species-
specific validation (Touma and Palme, 2005; Azevedo et al.,
2020; Jewgenow et al., 2020) as well as consideration of
how ‘normal’ patterns of variation (such as age, sex and
season) and interacting environmental factors influence the
physiological response (Dantzer et al., 2014). Both cortisol
and cortisone are stress hormones that have been identified
in Egyptian mongoose hair (Jewgenow et al., 2020). In previ-
ous work, we cross-validated an enzyme immunoassay (EIA)
targeting cortisol and cortisone in guard hairs of this species
with liquid chromatography coupled with mass spectrome-
try (LC–MS/MS) and high-pressure liquid chromatography
(HPLC) (Jewgenow et al., 2020) and characterized normative
variations with age, sex and season within the free-ranging
population inhabiting Portugal (Azevedo et al., 2019). Spatial variation For specimens captured in the ‘expansion’
region, the shortest distance from capture location to the
Tagus River in kilometres was calculated, and the resulting
variable ‘distance to river’ was included in model construction
to assess whether being closer to the expansion edge (or
further from the core population) influenced hGC levels. River (Fig. 1). For specimens captured in the ‘expansion’
region, the shortest distance from capture location to the
Tagus River in kilometres was calculated, and the resulting
variable ‘distance to river’ was included in model construction
to assess whether being closer to the expansion edge (or
further from the core population) influenced hGC levels. Spatial variation In order to assess how expansion is related to hGC levels,
Egyptian mongoose specimens were assigned to the ‘historic’
region if they were captured south of the Tagus River, or to the
‘expansion’ region if they were captured north of the Tagus 3 Conservation Physiology • Volume 9 2021 Research article Figure 1: Geographic distribution of the Egyptian mongoose in Portugal. The species was confined to the South of the Tagus River (dark grey
area). In the past three decades, it has been rapidly expanding northward (light grey area). Circles represent number of specimens sampled in
each location. Figure 1: Geographic distribution of the Egyptian mongoose in Portugal. The species was confined to the South of the Tagus River (dark grey
area) In the past three decades it has been rapidly expanding northward (light grey area) Circles represent number of specimens sampled in Figure 1: Geographic distribution of the Egyptian mongoose in Portugal. The species was confined to the South of the Tagus River (dark grey
area). In the past three decades, it has been rapidly expanding northward (light grey area). Circles represent number of specimens sampled in
each location. 9 and 12 months), type 2 juvenile (between 5.5 and 9 months)
and type 1 juvenile (between 2.5 and 5.5 months of age) based
on dental development (Bandeira et al., 2016). Specimens
were designated as male or female based on the presence
of testicles or ovaries. Storage time was defined as the total
number of days between the date of capture of the mon-
goose and the date of cortisol extraction from hair (1150 to
2266 days). Although not a significant factor in our prior
analyses (Azevedo et al., 2019), seasonal variations in GCs
have often been demonstrated in vertebrates (Romero, 2002). Season was included in our model to account for the species’
seasonal reproductive activity with a peak in spring, which
is possibly delayed in the expansion region (Bandeira et al.,
2021). Animals were assigned to winter (January to March),
spring (April to June), summer (July to September) or autumn
(October to December) according to date of capture. We
included snout–tail length (STL) values obtained by standard River (Fig. 1). Statistical methods mammal measurement methods to account for the potential
effect of metabolic rate on baseline GCs, and because smaller
animals may have less energy reserves and hence require
enhanced GC responsiveness to meet unpredictable energy
demands (Haase et al., 2016; Francis et al., 2018; Vitousek
et al., 2019a). Finally, we included an index of body condition
score (BCS) to account for the amount of energy reserves
present in each specimen at the time of capture. We expect
body condition to influence GC levels differently from size
because of the central role of GCs in the regulation of energy
metabolism (Sapolsky et al., 2000). For calculation of the
BCS, we used the ‘scaled mass index’ based on body mass
scaled for STL (Peig and Green, 2009, 2010). We analysed the effect of spatial and environmental factors
on Egyptian mongoose hGC using linear mixed effects
models with a Gaussian error distribution. Input variables
were standardized on two standard deviations to account
for differences in scale and to enable comparison of effect
sizes (Gelman, 2008; Schielzeth, 2010). Variance inflation
factors (VIFs) were used to test for multi-collinearity
between variables with a cut-off value of 4. Collinearity
was detected between road network (VIF = 6.50) and human
population density (VIF = 5.16), which were highly correlated
(r(234) = 0.86, P < 0.001). We considered the latter a more
robust measure of human presence, as it is likely to include
the effect of road network and many other factors. Therefore,
road network was excluded from further analyses. The global
model included the effect of the fixed factors age, sex, season
STL, BCS, storage time, region, distance to river, favourable
habitat, human population density, relative prey availability
and relative conspecific density on hGC concentration. We
also included the interactions between STL and both sex and
age to account for differing effects of body size according to
age cohort or sex. Year of capture was included as a random
factor to account for non-independence and differences in
GC levels in different years. Residuals of the fitted model
were visually inspected by plotting against fitted values
and with a Q-Q plot, to check model assumptions. We
identified and removed two outlier hGC values that were
more than six standard deviations from the mean and were
causing violations in assumptions of homoscedasticity and
normality of residuals. Normative patterns of variation In our previous study age, sex and storage time were shown to
influence hGC measurements in this species (Azevedo et al.,
2019). hGC levels were higher in males compared to females
and in juveniles younger than 5.5 months compared to other
age cohorts and decreased with storage time (Azevedo et al.,
2019). Therefore, the effect of these variables was accounted
for by including them in the model. Each mongoose was
classified as an adult (over 1 year of age), sub-adult (between 4 Conservation Physiology • Volume 9 2021 Research article Research article Statistical methods We cannot rule out the possibility that
these values are the result of severe stressors, since 4-fold
increases in hair cortisol have previously been documented
(del Rosario et al., 2011; Mastromonaco et al., 2014). However, we did not consider the effect of these potentially
severe and rare stressors useful to answer our current research
questions. After outlier removal, residuals of the fitted
model displayed an approximately normal distribution with
no strong pattern of over-dispersion or heteroscedasticity. The candidate model set included 6656 models that were
ranked based on AICc (AICc from the best model ≤2.0)
(Burnham and Anderson, 1998). We determined the relative
importance of each factor using the sum of Akaike weights
(sw) in the entire candidate model set, with 1 being the most
important and 0 the least important. Factors that appeared
in a higher number of models from the top model set and
had higher sum of weights were considered more likely to
be contained in the model best approximating the truth. We performed model averaging (Burnham and Anderson,
2002; Lukacs et al., 2010) on the top model set (AICc
≤2.0; Grueber et al., 2011) to account for uncertainty in
model selection and obtain more robust estimates. Statistical
analyses were performed using the R statistical system v
4.0.3 (R Core Team, 2020); model selection for mixed
models was conducted using ‘lme4’ package (Bates et al.,
2015) and ‘MuMIn’ package for model selection (Barton,
2020). Results Data for a total of 234 specimens were included in the analysis
(Table 1). Among these, 141 belonged to the adult cohort, 24
to the sub-adult, 39 to juvenile 2 and 30 to juvenile 1, with
a balanced distribution of females (125) and males (109). A
total of 173 specimens were captured in the historic region
and 61 were captured in the expansion area. hGC levels in
Egyptian mongoose hair had a mean of 18.98 ± 5.42 pg/mg
and varied between 8.07 and 43.36 pg/mg. Model averaged effect sizes within the top models (AICc
≤2.0; Table 4) indicated that STL had the strongest effect on
hGC concentration (−5.20), followed by age (−4.23, juvenile
type 2), sample storage time (3.65), sex (2.08, male), distance
to the Tagus River within the expansion area (−1.76) and
BCS (−1.76). The effects of the number of harvested mon-
goose (−1.35) and rabbits (1.19), as well as season (−1.43,
summer) and human population density (1.22), were weak
when compared to the other factors. Interaction of age and
sex with STL, region and favourable habitat were not present
in the top model set. Model selection resulted in 6656 candidate models
(Table S1), with a set of 16 models with AICc ≤2.0
(Table 2). The distance to the Tagus River for specimens
collected in the expansion area appeared in all of the top
models and had a relative importance of 0.69 (Table 3). In terms of environmental variables, relative mongoose and
rabbit availability were present in most of the top models and
had moderate relative importance based on sum of Akaike
weights. There was little evidence in support of an effect of
human population density, relative area of favourable habitat
and region on hGC levels. Age, sex, body condition, body
size and sample storage time appeared in all or the majority
of the top models and had sums of Akaike weights higher
than 0.60, providing evidence for their influence on hCG
levels. Environmental factors 5 Conservation Physiology • Volume 9 2021 Conservation Physiology • Volume 9 2021 Research article Table 1: hGC values (mean ± SD in pg/mg) and number of Egyptian mongoose specimens from each region, age cohort and sex included in
statistical analyses
Historic region 19.03 ± 5.68
(n = 173)
Expansion region 18.83 ± 4.65
(n = 61)
Female
18.44 ± 4.28
(n = 91)
Male
19.68 ± 6.88
(n = 82)
Female
18.01 ± 4.39
(n = 34)
Male
19.84 ± 4.84
(n = 27)
Adult
17.78 ± 4.74
(n = 141)
18.49 ± 4.26
(n = 56)
19.16 ± 5.47
(n = 46)
17.84 ± 4.75
(n = 24)
20.23 ± 3.96
(n = 15)
Sub-adult
19.42 ± 6.35
(n = 24)
17.1 ± 2.4
(n = 10)
24.97 ± 9.47
(n = 7)
16.38 ± 2.11
(n = 4)
18.24 ± 2.45
(n = 3)
Juvenile 2
16.99 ± 4.83
(n = 39)
16.77 ± 4.12
(n = 11)
16.62 ± 4.48
(n = 20)
18.5 ± 2.94
(n = 4)
17.96 ± 9.85
(n = 4)
Juvenile 1
22.11 ± 7.02
(n = 30)
20.53 ± 4.9
(n = 14)
25.07 ± 10.65
(n = 9)
22.32 ± 5.35
(n = 2)
21.15 ± 3.7
(n = 5)
R
l Table 1: hGC values (mean ± SD in pg/mg) and number of Egyptian mongoose specimens from each region, age cohort and sex included in
statistical analyses n ± SD in pg/mg) and number of Egyptian mongoose specimens from each region, age cohort and sex included in with each harvested rabbit, after accounting for storage time
and normative patterns of variation in the species. with each harvested rabbit, after accounting for storage time
and normative patterns of variation in the species. Environmental factors The environmental factors used for model construction were
selected based on our predictions of their biological rele-
vance for hGC measurement drawn from results of previ-
ous studies with the species (Barros et al., 2015, 2016a;
Bandeira et al., 2016, 2018, 2019). All environmental vari-
ables were presented as mean values within the 2 × 2 km grid
cell where the specimen was collected. The reported home
range size for the Egyptian mongoose in the Iberian Peninsula
is 3.10 ± 2.12 km2 (Palomares, 1994). Hence, the grid cell
area of 4 km2 is likely to offer an approximation of the
environmental conditions each specimen experiences in its
territory. We used the area occupied by shrub and/or agro-
forestry habitat in each grid cell to obtain a proxy of the
availability of habitat types that have been shown to favour
gene flow (Barros et al., 2016a) and expansion (Barros et al.,
2015) of the species in Portugal. Our prediction was that
habitat types that have been favourable to the species’ expan-
sion would be associated with lower hGC levels. Human
population density presented as the number of inhabitants
per km2 in each grid cell (data from Eurostat) (European
Commission, 2015) was included as a fixed factor because
increased levels of GCs are generally observed with increasing
human disturbance (Dantzer et al., 2014). The extent of road
network represented by the total length of road in metres
in each grid cell (IGP, Instituto Geográfico Português, 2015)
was included as a candidate factor in the model but was
excluded due to collinearity with human population density. We included the number of Egyptian mongoose reported from
hunting bags for each grid cell in the year and month (ICNF,
unpublished data) of each specimen’s capture as a proxy of
relative abundance of conspecifics to account for the effect of
mongoose density on GCs. Population density can influence
circulating GC levels in vertebrates, especially in non-social
territorial species like the Egyptian mongoose where the
frequency of social interactions at higher densities leads to
more frequent activation of the HPA-axis (Creel et al., 2013). Similarly, European rabbit (O. cuniculus) yields for each grid
cell in the respective year and month (ICNF,unpublished data)
were used as a proxy of relative prey availability because food
scarcity or unpredictability may influence GC levels directly
(Fokidis et al., 2012). Discussion In this study, we aimed to determine which spatial and envi-
ronmental factors influence long-term adrenocortical activity
in the Egyptian mongoose population in Portugal, in order to
better understand its idiosyncratic expansion in the context
of anthropogenic change. We found support for a relation of hGC levels with range
expansion in the Egyptian mongoose. The distance between
capture location and the Tagus River, in animals from the
expansion area, appeared in all models with AICc ≤2.0 and
had a sum of Akaike weights of 0.69, strongly supporting its
inclusion in the model best approximating the truth. Based
on the averaged estimates of the top 16 models using stan-
dardized input variables, the effect size of the distance to the
Tagus (−1.76) was of a magnitude comparable to the effect of
sex (2.08) or body condition (−1.76) with a 95% confidence
interval that did not include zero (−3.26, −0.26). hGC levels
are estimated to decrease 0.031 pg/mg per kilometre as the Based on the estimates obtained by model averaging
using untransformed data (Table 4), hGCs were estimated
to decrease 0.031 pg/mg (95% CI: −0.057, −0.004) for each
1 kilometre increase in distance from the capture location
to the Tagus River, in the expansion area (Fig. 2). In terms
of environmental factors, hGCs were predicted to decrease
0.258 pg/mg (95% CI: −0.513, −0.002) for each additional
mongoose harvested in the 2 × 2 km grid cell during that
month and to increase 0.011 pg/mg (95% CI: 0.000, 0.023) 6 Conservation Physiology • Volume 9 2021 Research article Table 2: Model selection table; top ranked models with AICc ≤2.0 are shown here (for full model selection table see Table S1); R2 and adjusted R2 (Adj. R2) values for each model are
included (Nakagawa and Schielzeth, 2013); w indicates model weights
Age
Region
Sex
Season
Mongoose
Rabbit
BCS
Habitat
Population
STL
Storage
Age:STL
D. Discussion river
Sex:STL
R2
Adj.R2
df
AICc
AICc
w
+
−
2.10
+
−1.14
1.27
−1.86
−
1.09
−5.34
−3.78
−
+
−
0.33
0.33
17.00
1397.29
0.00
0.017
+
−
2.11
+
−1.44
1.28
−1.91
−
−
−5.62
−3.64
−
+
−
0.32
0.32
16.00
1397.34
0.05
0.016
+
−
2.09
+
−1.20
1.23
−1.77
−
1.09
−5.05
−3.84
−
+
−1.74
0.34
0.34
18.00
1397.50
0.22
0.015
+
−
2.10
+
−1.50
1.24
−1.81
−
−
−5.33
−3.70
−
+
−1.74
0.33
0.33
17.00
1397.56
0.27
0.015
+
−
2.01
+
−
1.18
−1.73
−
1.43
−5.17
−3.94
−
+
−
0.32
0.32
16.00
1397.84
0.55
0.013
+
−
2.00
+
−
1.14
−1.64
−
1.45
−4.89
−4.00
−
+
−1.61
0.33
0.33
17.00
1398.36
1.07
0.010
+
−
2.17
−
−1.47
1.08
−1.58
−
1.16
−5.42
−
−
+
−
0.30
0.30
13.00
1398.82
1.53
0.008
+
−
2.00
+
−1.10
−
−1.77
−
1.11
−4.67
−3.93
−
+
−1.84
0.33
0.33
17.00
1399.05
1.76
0.007
+
−
2.01
+
−1.03
−
−1.87
−
1.11
−4.96
−3.87
−
+
−
0.32
0.32
16.00
1399.07
1.79
0.007
+
−
1.94
+
−
−
−1.75
−
1.42
−4.83
−4.01
−
+
−
0.31
0.31
15.00
1399.09
1.80
0.007
+
−
2.16
−
−1.52
1.06
−1.49
−
1.15
−5.15
−
−
+
−1.67
0.30
0.31
14.00
1399.14
1.85
0.007
+
−
2.01
+
−1.41
−
−1.82
−
−
−4.95
−3.79
−
+
−1.84
0.32
0.32
16.00
1399.20
1.91
0.006
+
−
2.02
+
−1.34
−
−1.92
−
−
−5.25
−3.73
−
+
−
0.31
0.31
15.00
1399.21
1.93
0.006
+
−
2.20
−
−1.55
1.02
−1.57
−
1.23
−5.26
−1.96
−
+
−
0.30
0.30
14.00
1399.25
1.96
0.006
+
−
2.18
−
−1.61
1.00
−1.47
−
1.23
−4.95
−2.09
−
+
−1.81
0.31
0.31
15.00
1399.25
1.96
0.006
+
−0.78
2.07
+
−1.43
1.26
−1.88
−
−
−5.65
−3.67
−
+
−
0.32
0.33
17.00
1399.29
2.00
0.006
Legend: BCS, body condition score; STL, snout–tail length; Age:STL, interaction between age and snout–tail length; D. river, distance to the Tagus River for animals captured in the expansion region; sex:STL, interaction
between sex and snout–tail length; df, degrees of freedom; AICc, Akaike information criteria; AICc, difference in AICc to the model with lowest AICc; w, Akaike weight. Discussion ‘+’ indicates a categorical variable that was
included in the model, while ‘−’indicates a variable that was not present. 7 Conservation Physiology • Volume 9 2021 Research article .................................................................................................................................................. Figure 2: Model predictions of the effect of distance from the historic range (limited by the Tagus River) on hGC levels in the Egyptian
mongoose. The plot shows model predictions and 95% CI (grey band) based on parametric bootstrapping with 5000 iterations. Figure 2: Model predictions of the effect of distance from the historic range (limited by the Tagus River) on hGC levels in the Egyptian
mongoose. The plot shows model predictions and 95% CI (grey band) based on parametric bootstrapping with 5000 iterations. GCs towards the expansion edge could reflect lower energy
requirements to maintain physiological balance (McEwen
and Wingfield, 2003), individuals in better condition and
facing less challenges, potentially resulting in increased fitness
(Bonier et al., 2009a) or a reduced likelihood to exceed
the normal and non-pathological response to environmental
challenges (Romero et al., 2009). The decreasing hGC levels
towards the expansion front suggest that the Egyptian
mongooses’ expansion is not likely to be limited by
mechanisms related to or mediated by the physiological stress
response. The negative association between hGC and distance
to the historic range is consistent with the colonization of a
new area where stressors are less frequent or less severe (e.g. niche opportunity or forced dispersal), as well as a scenario
where lower baseline GC levels favour dispersal or survival
at the expansion front. distance from the Tagus River (and historic distribution)
increased, which would equate to an estimated 1.0 pg/mg
decrease in hGC every 32.26 km (Fig. 2). The estimated
decrease in hGCs from the Tagus River to the expansion
front (136.95 km) equates to 22% (4.24 pg/mg) of the mean
hGC levels for the population (18.98 ± 5.42 pg/mg). These
values were obtained while accounting for hGC variation
with age, sex, season, sample storage time, body condition
(BCS), size (STL) and environmental factors (conspecific and
prey availability, human population density and relative area
of favourable habitat). We found no evidence to support an
effect of region (expansion vs. historic) on hGC levels. The
effect of the distance to the Tagus River is influenced by three
samples collected at distances above 125 km (Fig. 2), which,
in case they were somehow related, would raise concern
about possible confounding effects. Conservation Physiology • Volume 9 2021 Discussion Inspection of the data on
the three samples revealed they were collected at different
locations, in different years and seasons, by different people. Additionally, the effect of the distance to the historic region in
an analysis performed without these three specimens resulted
in qualitatively similar results. Our results apparently contradict the findings linking
increased stress-induced GCs with expansion in house
sparrows (Liebl and Martin, 2012). However, while stress-
induced GC measurements in sparrows reflect the reactivity
of the HPA-axis, long-term hGC levels are thought to reflect
circulating GCs over several weeks. The latter method
is inadequate to assess phenotypic differences in HPA-
axis reactivity favouring dispersal and survival in novel
environments. However, it is likely to provide a better
indicator of chronic GC exposure, which is thought to It is not possible to discern whether our results reflect
a phenotypic difference in long-term GC levels facilitating
expansion or reduced GC exposure due to an environment
with less frequent or severe stressors we could not account
for (e.g. predators or competing carnivores). Decreasing 8 Conservation Physiology • Volume 9 2021 Research article Table 3: Relative importance of predictors based on the sum of Akaike
weights in the complete set of 6656 candidate models Table 3: Relative importance of predictors based on the sum of Akaike
weights in the complete set of 6656 candidate models partially driven by metabolic scaling or energy availability
rather than exclusively by ontogenetic variation in endocrine
mechanisms. Body size received the most support for inclusion
in the model and had the strongest effect (−5.20, 95% CI:
−7.56, −2.84) on hGCs that decreased with size. Energy
reserves represented by BCS also received strong support for
inclusion in the model and had a strong effect (−1.76, 95%
CI: −3.09, −0.43), with hGC levels decreasing as body con-
dition increased. Overall, the effects of variables accounting
for normal patterns of hGC variation in this population were
quite strong (with magnitudes ranging from 1.76 to 5.20)
compared to the effect of spatial and environmental factors. Additionally, storage time was present in 14 of the 16 models
with AICc ≤2.0, with a sum of Akaike weights of 0.63
and a standardized effect of −3.65 (95% CI: −5.40, −1.90),
supporting its inclusion in the model. These results illustrate
how failing to include known causes of GC variation could
confound the results of studies aiming to investigate the effects
of environmental or spatial factors. Discussion weights in the complete set of 6656 candidate models
Sum of weights
N containing models
STL
1.00
4608
Sex
0.99
4096
Age
0.98
4096
BCS
0.84
3328
Mongoose
0.72
3328
D. river
0.69
3328
Storage
0.63
3328
Season
0.61
3328
Rabbit
0.60
3328
Population
0.52
3328
Sex:STL
0.48
1536
Region
0.34
3328
Habitat
0.29
3328
Age:STL
0.13
1536
Legend: BCS, body condition score; STL, snout–tail length; Age:STL, interaction
between age and snout–tail length; D. river, distance to the Tagus River for animals
captured in the expansion region. Human population density was expected to be associated
with increased hGCs. However, we did not find strong sup-
port for its inclusion in the model (present in 11 of 16 models
with AICc ≤2.0, sw = 0.52 and 95% CI: −0.18, 2.62),
questioning whether the species is severely stressed by human
presence. Resilience to stress caused by human presence due
to the species’ known behavioural plasticity (Monterroso
et al., 2014; Streicher et al., 2020) could have facilitated
expansion in spite of increasing human population density. Alternatively, an attenuation of the stress response due to
habituation (Cyr and Romero, 2009; Dickens and Romero,
2013) could explain absence of an increase in hGC levels with
human density. Nevertheless, the result is discordant with the
general trend in vertebrates, where an increase in GC levels is
usually observed with increasing human disturbance (Dantzer
et al., 2014). In the specific case of the Egyptian mongoose,
presence–absence data previously revealed a negative influ-
ence of urban areas and human infrastructure on the species’
occurrence (Barros et al., 2015). However, the absolute values
of human density in our data were quite low, with a mean
(and inter-quartile range) of human population data of 1(1–
44) inhabitants per km2, compared to the country’s average
of 112.5 (0–5244.6) inhabitants per km2 (from Eurostat,
European Commission, 2015) Therefore, although our results
suggest little influence of human presence on Egyptian mon-
goose hGCs at these human population densities, an effect
might be present at higher densities, warranting cautious
interpretation of these results. Legend: BCS, body condition score; STL, snout–tail length; Age:STL, interaction
between age and snout–tail length; D. river, distance to the Tagus River for animals
captured in the expansion region. Legend: BCS, body condition score; STL, snout–tail length; Age:STL, interaction
between age and snout–tail length; D. river, distance to the Tagus River for animals
captured in the expansion region. Discussion reflect the extent of environmental challenge to homeostasis
(McEwen and Wingfield, 2003; Romero et al., 2009) and to
potentially influence fitness through the effects of chronically
elevated GC levels on most peripheral tissues (Sapolsky et al.,
2000). Different response patterns and trade-offs between the
effects of baseline and stress-induced GCs on fitness could
explain simultaneously low baseline and increased stress-
induced GC in expanding populations (Vitousek et al., 2018,
2019a). Due to the existence of a (albeit dynamic) threshold
above which GCs cause deleterious effects to the organism,
it is expected that lower baseline levels are required to allow
higher levels of stress-induced increases without reaching
pathological levels of GC exposure. Body size (STL), sex, age and body condition (BCS) were
included in all of the 16 models with AICc ≤2.0, providing
strong support for their inclusion in the model explaining
hGC variation. Based on the sum of Akaike weights, STL had
the highest relative importance (1.00), followed by sex (0.99),
age (0.98) and finally BCS (0.84). Regarding the effect of sex
on hGCs, the results of this study are consistent with our prior
research, with males presenting higher GC levels compared
to females (Azevedo et al., 2019). However, the variation
of hGC among age cohorts is strikingly different from our
previous work, where only type 1 juveniles differed from
other cohorts, exhibiting the highest hGC levels. Here, with
the inclusion variables reflecting body size and BCS, adults
presented the highest hGC levels, followed by sub-adults, type
1 juveniles and finally type 2 juveniles. These results suggest
that increased GC levels observed in juveniles could be at least European rabbit and Egyptian mongoose harvest data
were included in our model as proxies of relative prey avail-
ability and relative conspecific abundance, respectively. We
expected hGC to decrease with relative prey availability and
to increase with conspecific density. However, our results
showed the opposite relation in both cases, with hGC increas-
ing with prey availability and decreasing with mongoose
abundance. Discussion The European rabbit is the Egyptian mongoose’s
main prey species, accounting for 28% of ingested biomass in 9 Conservation Physiology • Volume 9 2021 Research article Research article Table 4: Model averaging results presented as estimates and 95% confidence intervals
Standardized variables
Untransformed variables
Factor
Estimate
95% Confidence interval
Estimate
95% Confidence interval
Intercept
20.26
18.20
22.33
58.68
41.86
75.50
Age (juvenile 1)
−2.39
−5.89
1.11
−2.39
−5.89
1.11
Age (juvenile 2)
−4.23
−6.56
−1.90
−4.23
−6.56
−1.90
Age (Sub-adult)
−1.91
−3.99
0.17
−1.91
−3.99
0.17
Sex (male)
2.08
0.88
3.28
5.14
−4.25
14.53
Season (spring)
1.24
−0.73
3.22
1.24
−0.73
3.22
Season (summer)
−1.43
−3.31
0.45
−1.43
−3.31
0.45
Season (winter)
0.92
−1.39
3.22
0.92
−1.39
3.22
Mongoose
−1.35
−2.69
−0.01
−0.26
−0.51
−2.3e−3
Rabbit
1.19
−0.05
2.42
0.01
−4.0e−4
0.02
Body condition (BCS)
−1.76
−3.09
−0.43
−2.8e −3
−4.9e−3
−7.0e−4
Human population
1.22
−0.18
2.62
0.01
−9.0e−4
0.01
Body size (STL)
−5.20
−7.56
−2.84
−0.21
−0.34
−0.09
Storage
−3.65
−5.40
−1.90
−0.01
−0.01
−4.3e−3
Distance to Tagus River
−1.76
−3.26
−0.26
−0.03
−0.06
−4.5e−3
Sex × body size (STL)
−1.74
−4.10
0.62
−0.08
−0.18
0.03
Region (historic)
−0.78
−3.28
1.72
−0.78
−3.28
1.72
Legend: estimates are presented for model averaging using input variables standardized on two standard deviations following Gelman (2008) and using untransformed
input variables. Confidence intervals not including zero are highlighted in bold as variables are considered to significantly influence hGC concentration. Table 4: Model averaging results presented as estimates and 95% confidence intervals Legend: estimates are presented for model averaging using input variables standardized on two standard deviations following Gelman (2008) and using untransformed
input variables. Confidence intervals not including zero are highlighted in bold as variables are considered to significantly influence hGC concentration. this specific population (Bandeira et al., 2018). Food scarcity
has been associated with increases in GCs in some species
(Bryan et al., 2013, 2014; Riechert et al., 2014; Barrett et al.,
2015) but in others no effect was detected (Van Meter et al.,
2009; Rector et al., 2012; Burstahler et al., 2019). mongoose removal through hunting, potentially alleviating
territorial competition. Secondly, hunting activities can cause
stress (Bryan et al., 2015; Vilela et al., 2020). The increasing
number of rabbits removed by hunting activities could lead to
an increased stress response in mongooses in those areas either
by acting as competition for resources or by causing direct
disturbance to mongoose. Discussion This 10 Conservation Physiology • Volume 9 2021 Research article result could be due to the mongooses’ behavioural and dietary
plasticity or alternatively by the dependence on resource-rich
favourable habitat in the core areas of its territory that is not
necessarily proportional to the size of the home range of each
individual (Streicher et al., 2020) or the area of favourable
habitat available in each grid cell. Animal movement and
high-resolution landscape data would be required to further
analyse the relation between hGC and favourable habitat in
the species. result could be due to the mongooses’ behavioural and dietary
plasticity or alternatively by the dependence on resource-rich
favourable habitat in the core areas of its territory that is not
necessarily proportional to the size of the home range of each
individual (Streicher et al., 2020) or the area of favourable
habitat available in each grid cell. Animal movement and
high-resolution landscape data would be required to further
analyse the relation between hGC and favourable habitat in
the species. Funding Barros T, Carvalho J, Pereira MJR, Ferreira JP, Fonseca C (2015) Following
the trail: factors underlying the sudden expansion of the Egyptian
mongoose (Herpestes ichneumon) in Portugal. PLoS One 10: 1–18,
e0133768. This research was supported by the Leibniz Institute for
Zoo and Wildlife Research, Berlin, Germany. V.B. and
C.F. were
supported
by
national
funds
through
Fun-
dação para a Ciência e a Tecnologia and European funds
through the Programa Operacional Temático Factores de
Competitividade
and
European
Regional
Development
Fund by co-funding through the project ‘Genetic assess-
ment of a successful invasion: Population genetics of the
Egyptian mongoose (Herpestes ichneumon) in Portugal’
(PTDC/BIA-BEC/104401/2008) and by Fundação para a
Ciência e a Tecnologia/Ministério da Ciência, Tecnologia
e Ensino Superior for the financial support to CESAM
(UIDP/50017/2020 + UIDB/50017/2020), through national
funds. Barros T, Cushman SA, Carvalho J, Fonseca C (2016a) Mediterranean
scrubland and elevation drive gene flow of a Mediterranean carni-
vore, the Egyptian mongoose Herpestes ichneumon (Herpestidae). Biol J Linn Soc 120. 10.1111/bij.12867. Barros T, Ferreira E, Rocha RG, Gaubert P, Bandeira V, Souto L, Mira A,
Fonseca C (2016b) Genetic signature of the northward expansion of
the Egyptian mongoose Herpestes ichneumon (Herpestidae) in the
Iberian Peninsula. Biol J Linn Soc 118: 686–697. Barton K (2020) MuMIn: Multi-Model Inference. Bates D, Mächler M, Bolker B, Walker S (2015) Fitting linear mixed-effects
models using lme4. J Stat Softw 67: 1–48. References Atwell JW, Cardoso GC, Whittaker DJ, Campbell-Nelson S, Robertson
KW, Ketterson ED (2012) Boldness behavior and stress physiology
in a novel urban environment suggest rapid correlated evolutionary
adaptation. Behav Ecol 23: 960–969. Azevedo A, Bailey L, Bandeira V, Dehnhard M, Fonseca C, de Sousa L,
Jewgenow K (2019) Age, sex and storage time influence hair cortisol
levels in a wild mammal population. PLoS One 14: e0221124. AzevedoA,WautersJ,KirschbaumC,SerraR,RivasA,JewgenowK (2020)
Sex steroids and glucocorticoid ratios in Iberian lynx hair. Conserv
Physiol 8. 10.1093/conphys/coaa075. Conclusion In the Anthropocene, species distributions are changing at
an unprecedented rate. A small number of wild species have
expanded their ranges, contradicting the general trend of
decline. The study of these exceptions can help predict future
species distributions. This study is the first to examine the
relation between GCs and range expansion in mammals and
uses a long-term measure of GC levels that is less subject to the
short-term influence of environmental variables. The results
show a decrease in hGC levels towards the expansion front,
suggesting that the species’ expansion is unlikely to be limited
by mechanisms related to- or mediated by the physiological
stress response. Bandeira V, Virgós E, Azevedo A, Carvalho J, Cunha MV, Fonseca C (2019)
Sex and season explain spleen weight variation in the Egyptian
mongoose. Curr Zool 65: 11–20. BandeiraV,VirgósE,AzevedoA,CunhaMV,FonsecaC(2021)Association
between reproduction and immunity in Herpestes ichneumon is sex-
biased and unaffected by body condition. J Zool 313: 124–134. Bandeira V, Virgós E, Barros T, Cunha MV, Fonseca C (2016) Geographic
variation and sexual dimorphism in body size of the Egyptian mon-
goose, Herpestes ichneumon in the western limit of its European
distribution. Zool Anz J Comp Zool 264: 1–10. Bandeira V, Virgós E, Carvalho J, Barros T, Cunha MV, Fonseca C (2018)
Diet footprint of Egyptian mongoose along ecological gradients:
effects of primary productivity and life history traits. Mamm Biol 88:
16–25. Discussion Rabbit hunting often involves the
use of firearms and hunting dogs, while mongoose captures
are usually undertaken by trapping (Ministério da Agricul-
tura, Desenvolvimento Rural e Pescas, 2000). This difference
in hunting methods could explain an increase in hCG with
increasing rabbit harvest numbers. Finally, hunting data have
no correction for sampling effort, which can bias abundance
estimations. Even when a catch-per-unit-effort metric is used,
catch data may overestimate abundance (Harley et al., 2001). In the specific case of the rabbit, discrepancies have been
reported between abundance estimates using hunting data
and field data (Ferreira et al., 2010). Therefore, while harvest
data might provide a good metric for the assessment of the
physiological impact of hunting activities on the Egyptian
mongoose, caution is necessary when interpreting them as
indicators of abundance. An equally surprising result was the negative effect of
relative mongoose abundance on hGC. It is not clear whether
high population density always leads to an increased stress
response. Studies linking the GCs to conspecific density and
intraspecific competition in aquatic (Leatherland, 1993; Glen-
nemeier and Denver, 2002; Bolasina et al., 2006; Ramsay
et al., 2006; Teixeira et al., 2012) and social (Hawley et al.,
2006; Eggermann et al., 2013) species have shown inconsis-
tent trends. In a non-social and aggressively territorial species
like the Egyptian mongoose (Palomares and Delibes, 1993),
the increased frequency of antagonistic social interactions
is expected to result in increased HPA-axis activity at high
population densities (Creel et al., 2013), especially during
the breeding season. While a possible explanation is that
aggressive interactions driven by territorial behaviour cause
only transient stress responses that might not be reflected in
hGC, the limitations of our harvest data on these results can-
not be ignored. Firstly, hunting yields might be more reflec-
tive of removal of individuals than indicators of abundance. Lower hGC levels could be a consequence of the continuous We found no support for our prediction that larger areas of
Mediterranean shrub and agro-forestry habitats within each
grid cell would be associated with lower levels of hGCs. Supplementary material Supplementary material is available at Conservation Physiol-
ogy online. Barrett RT, Erikstad KE, Sandvik H, Myksvoll M, Jenni-Eiermann S, Kris-
tensenDL,MoumT,ReiertsenTK,VikebøF(2015)Thestresshormone
corticosterone in a marine top predator reflects short-term changes
in food availability. Ecol Evol 5: 1306–1317. Acknowledgements Bolasina S, Tagawa M, Yamashita Y, Tanaka M (2006) Effect of stock-
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their excellent technical support and Tânia Barros and João
Carvalho for providing distribution data. 11 Conservation Physiology • Volume 9 2021 Research article Bonier F, Martin PR, Moore IT, Wingfield JC (2009a) Do baseline gluco-
corticoids predict fitness? Trends Ecol Evol 24: 634–642. Dickens MJ, Romero LM (2013) A consensus endocrine profile for chron-
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Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic: An interrupted time series analysis
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PLoS medicine
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Methods and findings We performed interrupted time series (ITS) analyses of sales volumes reported in standard
units (i.e., doses), collected at regular monthly intervals from January 2018 to December
2020 and obtained from IQVIA, India. As children are less prone to develop symptomatic
severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, we hypothesized
a predominant increase in non-child-appropriate formulation (non-CAF) sales. COVID-19-
attributable changes in the level and trend of monthly sales of total antibiotics, azithromycin,
and HCQ were estimated, accounting for seasonality and lockdown period where appropri-
ate. A total of 16,290 million doses of antibiotics were sold in India in 2020, which is slightly
less than the amount in 2018 and 2019. However, the proportion of non-CAF antibiotics
increased from 72.5% (95% CI: 71.8% to 73.1%) in 2019 to 76.8% (95% CI: 76.2% to
77.5%) in 2020. Our ITS analyses estimated that COVID-19 likely contributed to 216.4 mil-
lion (95% CI: 68.0 to 364.8 million; P = 0.008) excess doses of non-CAF antibiotics and 38.0
million (95% CI: 26.4 to 49.2 million; P < 0.001) excess doses of non-CAF azithromycin
(equivalent to a minimum of 6.2 million azithromycin treatment courses) between June and
September 2020, i.e., until the peak of the first epidemic wave, after which a negative
change in trend was identified. In March 2020, we estimated a COVID-19-attributable
change in level of +11.1 million doses (95% CI: 9.2 to 13.0 million; P < 0.001) for HCQ sales,
whereas a weak negative change in monthly trend was found for this drug. Study limitations
include the lack of coverage of the public healthcare sector, the inability to distinguish antibi-
otic and HCQ sales in inpatient versus outpatient care, and the suboptimal number of pre- Academic Editor: Gwenan M. Knight, London
School of Hygiene and Tropical Medicine, UNITED
KINGDOM Received: February 3, 2021
Accepted: May 30, 2021
Published: July 1, 2021 Received: February 3, 2021
Accepted: May 30, 2021
Published: July 1, 2021 Received: February 3, 2021
Accepted: May 30, 2021
Published: July 1, 2021 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.pmed.1003682 Copyright: © 2021 Sulis et al. OPEN ACCESS We assessed the impact of the coronavirus disease 2019 (COVID-19) epidemic in India on
the consumption of antibiotics and hydroxychloroquine (HCQ) in the private sector in 2020
compared to the expected level of use had the epidemic not occurred. Citation: Sulis G, Batomen B, Kotwani A, Pai M,
Gandra S (2021) Sales of antibiotics and
hydroxychloroquine in India during the COVID-19
epidemic: An interrupted time series analysis. PLoS
Med 18(7): e1003682. https://doi.org/10.1371/
journal.pmed.1003682 Giorgia SulisID1,2, Brice BatomenID3, Anita Kotwani4, Madhukar PaiID1,2,
Sumanth Gandra5* 1 Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec,
Canada, 2 McGill International TB Centre, McGill University, Montreal, Quebec, Canada, 3 Dalla Lana
School of Public Health, University of Toronto, Toronto, Ontario, Canada, 4 Department of Pharmacology,
Vallabhbhai Patel Chest Institute, University of Delhi, Delhi, India, 5 Division of Infectious Diseases,
Department of Medicine, Washington University in St. Louis, Saint Louis, Missouri, United States of America a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * gandras@wustl.edu Sales of antibiotics and hydroxychloroquine in
India during the COVID-19 epidemic: An
interrupted time series analysis Giorgia SulisID1,2, Brice BatomenID3, Anita Kotwani4, Madhukar PaiID1,2,
Sumanth Gandra5* Giorgia SulisID1,2, Brice BatomenID3, Anita Kotwani4, Madhukar PaiID1,2,
Sumanth Gandra5* Why was this study done? • There are concerns that the widespread and often inappropriate use of antibiotics has
been aggravated by the COVID-19 pandemic, but little is known regarding the true
impact of the pandemic on antibiotic use, particularly in low- and middle-income coun-
tries (LMICs). hydroxychloroquine; ITS, interrupted time series;
S. Typhi, Salmonella enterica serotype Typhi;
SARS-CoV-2, severe acute respiratory syndrome
coronavirus 2. hydroxychloroquine; ITS, interrupted time series;
S. Typhi, Salmonella enterica serotype Typhi;
SARS-CoV-2, severe acute respiratory syndrome
coronavirus 2. • India is the largest antibiotic user in the world and is among the countries that are most
severely affected by the pandemic. • About 75% of healthcare in India is private, and this unregulated and fragmented pri-
vate sector accounts for 90% of antibiotic consumption, raising major concerns about
the potential effects of COVID-19 on prescribing and dispensing practices. • About 75% of healthcare in India is private, and this unregulated and fragmented pri-
vate sector accounts for 90% of antibiotic consumption, raising major concerns about
the potential effects of COVID-19 on prescribing and dispensing practices. Author summary Abbreviations: ATC, Anatomical Therapeutic
Chemical; AWaRe, Access, Watch, Reserve; CAF,
child-appropriate formulation COVID-19,
coronavirus disease 2019; ESBL, extended
spectrum beta-lactamase; HCQ,
hydroxychloroquine; ITS, interrupted time series;
S. Typhi, Salmonella enterica serotype Typhi;
SARS-CoV-2, severe acute respiratory syndrome
coronavirus 2. Abbreviations: ATC, Anatomical Therapeutic
Chemical; AWaRe, Access, Watch, Reserve; CAF,
child-appropriate formulation COVID-19,
coronavirus disease 2019; ESBL, extended
spectrum beta-lactamase; HCQ, What did the researchers do and find? • Using an interrupted time series (ITS) design, we examined sales volumes of total anti-
biotics, azithromycin alone, and hydroxychloroquine (HCQ) in India’s private sector
from January 2018 to December 2020. • Focusing on non-pediatric formulations and adjusting for underlying seasonal and
non-seasonal trends and accounting for the effect of lockdown, we estimated the impact
of the first epidemic wave on monthly sales. • Based on our models, COVID-19 likely contributed to about 216 million excess doses
(95% CI: 68.0 to 364.8 million; P = 0.008) of total antibiotics and 38.0 million excess
doses (95% CI: 26.4 to 49.2 million; P < 0.001) of azithromycin between June and Sep-
tember 2020 (i.e., after the lockdown and until the epidemic peak). • HCQ sales peaked in March 2020, reflecting the widespread use of this drug for both
prophylaxis and treatment of COVID-19 (+11.1 million doses [95% CI: 9.2 to 13.0 mil-
lion]; P < 0.001), followed by a slow decline afterwards. Conclusions A significant increase in non-CAF antibiotic sales, and particularly azithromycin, occurred
during the peak phase of the first COVID-19 epidemic wave in India, indicating the need for
urgent antibiotic stewardship measures. Competing interests: I have read the journal’s
policy and the authors of this manuscript have the
following competing interests: MP is a member of
the Editorial Board of PLOS Medicine, he coedits
the PLOS Tuberculosis Channel and is the Editor-
in-Chief of PLoS Global Public Health. All the other
authors have no conflicts of interest to declare. Methods and findings 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: Data cannot shared
publicly because of license agreement with the
IQVIA Inc. The data underlying the results PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 1 / 18 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic and post-epidemic data points, which could have prevented an accurate adjustment for sea-
sonal trends despite the robustness of our statistical approaches. and post-epidemic data points, which could have prevented an accurate adjustment for sea-
sonal trends despite the robustness of our statistical approaches. and post-epidemic data points, which could have prevented an accurate adjustment for sea-
sonal trends despite the robustness of our statistical approaches. presented in the study are available from IQVIA
Consulting and Information Services India Pvt. Ltd. https://www.iqvia.com/locations/india. Funding: The authors received no specific funding
for this work. presented in the study are available from IQVIA
Consulting and Information Services India Pvt. Ltd. https://www.iqvia.com/locations/india. Funding: The authors received no specific funding
for this work. Introduction India is the largest consumer of antibiotics in the world [1,2]. Broad spectrum antibiotics such
as second- and third-generation cephalosporins, macrolides, and quinolones are overused for
acute respiratory tract infections in India [3]. There is a concern that symptomatic severe
acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, which causes coronavirus
disease 2019 (COVID-19), could lead to a substantial increase in antibiotic consumption
(often inappropriately), thus promoting antibiotic resistance [4]. In many countries, azithromycin and hydroxychloroquine (HCQ) are reportedly being
used off label in prophylactic and therapeutic regimens either alone or in combination. In
India, azithromycin is typically utilized to treat a range of conditions, including acute respira-
tory tract infections, bacterial dysentery, and enteric fever [5]. This macrolide antibiotic was
repurposed for the treatment of COVID-19 based on in its hypothetical anti-inflammatory
and immunomodulatory properties [6–8]. On the other hand, HCQ in India is mainly
utilized for treatment of autoimmune diseases, such as rheumatoid arthritis and systemic
lupus erythematosus, and post-viral infectious arthritis, such as chikungunya arthritis, and is
not part of national malaria treatment guidelines [9–12]. It has been suggested that HCQ
could have antiviral activity as well as indirect anti-inflammatory properties through the acti-
vation of CD8+ T cells and the reduction of pro-inflammatory cytokine response, thus leading
to its widespread use in the management of COVID-19 as well as in pre- and post-exposure
prophylaxis [13,14]. However, an increasing number of studies have observed no beneficial
effects from the use of azithromycin and/or HCQ, and a number of safety concerns have also
been raised [15–19]. A growing body of evidence from observational studies across multiple countries
consistently indicates that only a small proportion of hospitalized COVID-19 patients
develop secondary bacterial infections, with higher rates observed in intensive care units
[20,21]. The risk of developing bacterial co-infections remains presumably very low in non-
hospitalized patients with mild disease, who represent the majority of individuals with
COVID-19. These observations suggest against the routine empirical use of antibiotics in the treatment
of COVID-19 cases unless there is evidence of bacterial infection, as recommended by WHO
and Indian Ministry of Health guidelines [22,23]. A few before-and-after studies have been
conducted to determine the impact of COVID-19 on antibiotic use, but these were all done in
high-income countries (see S1 Text and S1 and S2 Tables) [24–31]. • Similar trends are likely to have occurred in other LMICs, where antibiotics are often
overused. • Similar trends are likely to have occurred in other LMICs, where antibiotics are often
overused. • The medium- and long-term consequences for bacterial resistance patterns are highly
concerning, highlighting the need for urgent antibiotic stewardship measures. What do these findings mean? • Our findings indicate a significant increase in antibiotic sales, particularly of azithromy-
cin, during the peak phase of the first COVID-19 epidemic wave in India. • Our findings indicate a significant increase in antibiotic sales, particularly of azithromy-
cin, during the peak phase of the first COVID-19 epidemic wave in India. 2 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic • Similar trends are likely to have occurred in other LMICs, where antibiotics are often
overused. PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Temporal data on COVID-19 in India The first imported case of SARS-CoV-2 infection in India was identified on 30 January 2020. Until late March 2020 the number of cases detected across the country remained very low
(about 0.1 per 100,000 population), although this might be partly explained by the limited
number of tests being performed. In order to examine associations between drug sales volumes
and COVID-19 cases, national and state-wise data regarding the monthly number of new
cases detected in India were obtained from the publicly accessible online repository compiled
by the Indian non-profit organization PRS Legislative Research, based on data from the Minis-
try of Health and Family Welfare, Government of India [32]. The monthly number of tests
performed in the country was obtained from Our World in Data [36]; however, this informa-
tion is not available for individual states. Projected population estimates as determined by the
National Commission on Population, Ministry of Health and Family Welfare, were utilized to
calculate cumulative monthly rates of new cases and tests per 100,000 population [37]. For the purpose of our regression analyses, the exposure was treated as a binary variable
(pre-epidemic phase coded 0 versus epidemic phase coded 1) as detailed below. Introduction With about 27.2 million COVID-19 cases reported as of 25 May 2021, India is among the
hardest hit countries in the world [32]. In this study, we assessed the impact of the first
COVID-19 epidemic wave on the consumption of antibiotics and HCQ in 2020 in India’s pri-
vate sector, which accounts for three-quarters of healthcare delivery and 90% of antibiotic
sales in the country [33,34]. 3 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Methods
Study design We conducted interrupted time series (ITS) analyses using total antibiotics, azithromycin, and
HCQ sales volumes as our continuous outcome, and COVID-19 epidemic as the exposure of
interest [35]. Our counterfactual (i.e., sales volumes had the pandemic not occurred) was thus
the extrapolation of the pre-epidemic period. Although a formal detailed protocol was not
developed, our analytic plan was designed a priori, before performing the analyses. However,
our original study included sales data only up to September 2020 and was updated during the
review process as more recent data became available to the study team. In the absence of a vali-
dated checklist for impact evaluation studies such as this, we followed the Strengthening the
Reporting of Observational Studies in Epidemiology (STROBE) guidelines (S1 STROBE
Checklist). PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Data analysis We performed descriptive analyses of antibiotics and HCQ sales data throughout the observa-
tion period, reporting the absolute number of doses sold along with crude percentages of each
drug class relative to the total. Medians and interquartile ranges (IQRs) were also used to
describe overall and stratum-specific monthly sales volumes. Descriptive analyses were also
performed to explore trends up to September 2020 (peak of the epidemic wave) in selected
states/territories reporting either a very high number of cases (Andhra Pradesh, Delhi, Karna-
taka, Maharashtra, Tamil Nadu) or a very low number of cases (Bihar, Gujarat, Madhya Pra-
desh, Rajasthan, West Bengal). Next we conducted segmented regression analyses of time series data to assess how much
the epidemic onset affected monthly sales volumes of (1) all antibiotics (including azithromy-
cin), (2) azithromycin only (categorized as Schedule H), and (3) HCQ (categorized as Schedule
H1 since March 2020) [35,42]. We decided a priori to exclude CAFs from these assessments as
we anticipated an increase in antibiotic sales mainly among adult patients. Children constitute
a small proportion of reported COVID-19 cases and are much less likely to develop symptom-
atic SARS-CoV-2 infection [43,44]. Furthermore, social distancing measures and school clo-
sure remained in place in most Indian states throughout the study period. As also documented
in the United States [31,45], such a scenario likely plays a role in reducing the transmission of
many respiratory infections that typically spread among children, leading to lower antibiotic
use. Our models for total non-CAF antibiotics and azithromycin estimated the following mea-
sures: (1) pre-epidemic trend (January 2018 to March 2020), (2) average level of change in
mean monthly sales during the preventive lockdown, (3) the slope (trend) change in the out-
come after the lockdown phase (i.e., from June 2020 onwards), and (4) the slope (trend)
change in the outcome during the declining phase of the first epidemic wave (i.e., after Sep-
tember 2020) relative to the rising phase. We introduced the term “declining phase” when the
analyses were updated to incorporate more recent data from October to December 2020, to
better reflect the change in the epidemic trend during the study period. The model described
above allowed us to account for the effect of the nationwide lockdown enforced by the Govern-
ment of India between 24 March and 31 May 2020. Antibiotic and HCQ sales data The main outcomes of interest for this study were the sales volumes of antibiotics and HCQ in
India, using data obtained from IQVIA, which is a reliable source of drug sales data [1,38]. IQVIA is a company that collects over-the-counter (OTC) and prescription-based sales data
by auditing sales from a representative panel of drug stockists. The data are then extrapolated
to all stockists in the country using a proprietary projection algorithm. This accounts for an
estimated 95% of the total pharmaceutical market in terms of value sales combining the retail
sector, hospitals, and dispensing doctors. In India, all antibiotics are included in Schedule H or
H1. Schedule H is a class of prescription drugs that cannot be purchased without the prescrip-
tion of a qualified doctor. For Schedule H1 drugs, in addition to having a prescription, the dis-
penser should record the prescriber and patient details, the drug, and the quantity dispensed
and maintain the record for 3 years, and the record should be open for inspection by regula-
tory officials. However, OTC dispensing of antibiotics is common in India [39]. Regular
monthly data points from January 2018 to December 2020 were available for the purpose of
our analyses. Sales volumes were reported in standard units (SU), and 1 SU (i.e., 1 dose) was
defined as a single tablet, capsule, ampoule, vial, or a 5-mL liquid preparation for oral con-
sumption, as reported previously [38]. Information on formulation type with regard to the
route of administration (oral, parenteral, topical) was also available. We further classified oral PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 4 / 18 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic drugs as child-appropriate formulations (CAFs) or non-CAFs based on the description of the
package content (the list of formulation types considered for this purpose is provided in S3
Table), as reported previously [38]. Antibiotics were categorized according to the Anatomical
Therapeutic Chemical (ATC) Index 2020 and the WHO Access, Watch, Reserve (AWaRe)
framework 2019 [40,41]. The full list of drugs (intended as active molecule) included in our
dataset is available in S4 Table. Pattern of antibiotic and HCQ sales throughout the study period The absolute cumulative volume of antibiotics sold in 2020 was 16,290 million doses, which is
slightly lower than the 18,167 million doses and 18,002 million doses sold in the same period
of 2019 and 2018, respectively (Table 1). The CAF sales volume amounted to 3,779 million
doses in 2020 as opposed to 4,998 million doses in 2019 and 4,934 million doses in 2018. The
proportion of non-CAF sales among total antibiotics, likely prescribed and dispensed to ado-
lescents and adults (although pediatric and non-pediatric use are indistinguishable for inject-
ables), increased from 72.5% (95% CI: 71.8% to 73.1%) in 2019 to 76.8% (95% CI: 76.2% to
77.5%) in 2020 (Fig 1). The distribution of AWaRe categories remained almost stable over time except for a slight
decline in the use of “discouraged” fixed-dose antibiotic combinations, which could be
ascribed to a policy change introduced in September 2018 and was accompanied by an
increase in the use of “access” antibiotics (Table 1; S4 and S5 Figs). The median (IQR) percent-
ages of the different AWaRe categories relative to the total non-CAF antibiotics sold monthly
throughout the entire study period (2018–2020) were as follows: “access”, 43.0% (42.2%–
44.4%); “watch”, 36.8% (35.4%–37.6%); “reserve”, 0.8% (0.7%–0.9%); and “discouraged”,
18.8% (17.4%–19.7%). The distribution of antibiotics by ATC class remained stable except for a noteworthy
increase in non-CAF macrolide (J01F) sales, jumping from 947 million doses in 2018 to 1,124
million doses in 2020 (Table 1; S6 Fig). After the end of lockdown, between June and Septem-
ber 2020, azithromycin (J01FA10) sales were 34.4% higher than observed in the corresponding
months of the previous year, followed by a decline after the peak of the first epidemic wave
(Fig 1). Besides azithromycin, 2 other antibiotics, doxycycline and faropenem, that are com-
monly used for respiratory tract infections showed increased consumption. Monthly doxycy-
cline (J01AA02) sales did not change much until September 2020, when a considerable peak
was observed (+25.9% compared to September 2019). Faropenem (J01DI03) use has been ris-
ing constantly over the years, but a 23.4% increase was registered in September 2020 versus the
year before (Fig 1). No major changes were observed in the sales volumes of other broad spec-
trum antibiotic classes, such as second- and third-generation cephalosporins and quinolones. Data analysis During this time, several restrictions were
imposed on the entire population, including—but not limited to—closure of schools and all
nonessential services, ban on stepping out from home, and curfew. For this reason and because
of the still limited circulation of the SARS-CoV-2 infection within the community, we hypoth-
esized that antibiotic sales could have been negatively affected. A fixed effect term for the rainy
season (July to October) was included in the model for antibiotics to adjust for seasonality. As
this approach did not perform equally well for azithromycin sales, for this outcome we used a
harmonic seasonal model to better account for seasonal changes [46], along with further
adjustments for non-seasonal autocorrelation. Given the initial recommendation for HCQ-based prophylaxis, particularly among health-
care workers [47], we expected a weaker effect of lockdown on HCQ sales and did not account
for it in the model. We thus estimated the average change in level and the slope change in the 5 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic outcome assuming the start of the COVID-19 epidemic in March 2020. Autocorrelated errors
were also included to correct for the remaining serial correlation in the data, whereas no
adjustments for seasonality were deemed necessary. HCQ is not recommended for malaria
treatment according to Indian guidelines, so no major seasonal changes are expected to occur
in its use. A detailed description of model specification and diagnostics is provided in S2 Text and
S1–S3 Figs. Descriptive analyses were performed in STATA version 16.1 (StataCorp, College Station,
TX, US), and regression analyses were conducted in R (version 4.0.3). Ethics considerations The institutional review boards of Washington University in St. Louis and McGill University
exempted this study from ethics review as no identifiable information about living individuals
was obtained (i.e., secondary use of anonymous information). PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Pattern of antibiotic and HCQ sales throughout the study period Similarly, monthly sales of selected parenteral antibiotics that are typically used in inpatient
care, such as carbapenems, glycopeptides, third-generation cephalosporins, and polymyxins,
remained almost stable (S7 Fig). 6 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic PLOS MEDICINE Table 1. Cumulative antibiotic sales volume per year (2018–2020), and distribution by AWaRe category and ATC class for formulations other than child-appropri-
ate ones (non-CAF). Category
Cumulative sales volume, in million standard units
2018
2019
2020
Sales volume
Percent
Sales volume
Percent
Sales volume
Percent
All antibiotics
18,002
100
18,167
100
16,290
100
Non-CAFs
13,068
72.6
13,169
72.5
12,512
76.8
CAFs
4,934
27.4
4,998
27.5
3,779
23.2
AWaRe category (non-CAF)
Access
5,479
41.9
5,656
42.9
5,621
44.9
Watch
4,821
36.9
4,820
36.6
4,569
36.5
Reserve
87
0.7
113
0.9
115
0.9
Discouraged
2,578
19.7
2,484
18.9
2,142
17.1
Not included in AWaRe
103
0.8
96
0.7
65
0.5
ATC class (non-CAF)
Aminoglycosides
240
1.8
237
1.8
184
1.5
BL-BLI
1,228
9.4
1,380
10.5
1,141
9.1
Carbapenems
39
0.3
46
0.3
48
0.4
Cephalosporin-BLI
425
3.3
477
3.6
402
3.2
Cephalosporins (first generation)
397
3.0
395
3.0
374
3.0
Cephalosporins (second generation)
232
1.8
248
1.9
216
1.7
Cephalosporins (third generation)
1,451
11.1
1,657
12.6
1,489
11.9
Cephalosporins (fourth generation+)
2
<0.1
2
<0.1
1
<0.1
Combinations
2,206
16.9
2,053
15.6
1,768
14.1
Glycopeptides
3
<0.1
4
<0.1
3
<0.1
Imidazoles
1,419
10.9
1,485
11.3
1,445
11.5
Macrolides
947
7.2
1,009
7.7
1,124
9.0
Penicillins
1,114
8.5
1,154
8.8
1,207
9.6
Polymyxins
2
<0.1
2
<0.1
1
<0.1
Quinolones
1,718
13.1
1,664
12.6
1,546
12.4
Sulfonamides
329
2.5
203
1.5
321
2.6
Tetracyclines
869
6.6
669
5.1
611
4.9
Other antibiotics
446
3.4
484
3.7
467
3.7 018–2020), and distribution by AWaRe category and ATC class for formulations other than child-appropri- Furthermore, cumulative HCQ sales (only available as non-CAF) increased by approxi-
mately 35.4% between 2019 and 2020 (from 274 million doses in 2019 to 371 million doses in
2020) (Fig 1). ATC, Anatomical Therapeutic Chemical; AWaRe, Access, Watch, Reserve; BL, beta-lactam; BLI, beta-lactamase inhibitor; CAF, child-appropriate formulation.
Percentages are calculated relative to all antibacterial drugs.
Percentages are calculated relative to non-CAFs of antibacterial drugs.
Including combinations of carbapenems and BLI. ATC, Anatomical Therapeutic Chemical; AWaRe, Access, Watch, Reserve; BL, beta-lactam; BLI, beta-lactamase inhibitor; CAF, child-appropriate formulation.
Percentages are calculated relative to all antibacterial drugs. Impact of COVID-19 on antibiotic and HCQ sales Crude monthly sales of non-CAF antibiotics increased with the number of new COVID-19
cases per 100,000 population, a pattern that is clearly observable both nationally (Fig 2) and in
selected Indian states with different epidemic curves (Figs 3, S8, and S9). Rising trends are evi-
dent both in states with a high number of reported cases and in those with lower incidence. The reported number of COVID-19 cases in India remained quite low until June, reflecting PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 7 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Fig 1. Trend in sales volumes of total antibiotics, azithromycin, doxycycline, faropenem, and HCQ in India from
January 2018 to December 2020. CAF, non-CAF, and total sales are presented in the graphs, as relevant. Data on
antibiotics are inclusive of azithromycin. HCQ and faropenem are only shown as non-CAFs because CAFs are not
available for these drugs. As only a very small proportion of doxycycline is sold as CAF, this is omitted in the graph. CAF, child appropriate formulations; HCQ, hydroxychloroquine, SU, standard unit. https://doi.org/10.1371/journal.pmed.1003682.g001 Fig 1. Trend in sales volumes of total antibiotics, azithromycin, doxycycline, faropenem, and HCQ in India from
January 2018 to December 2020. CAF, non-CAF, and total sales are presented in the graphs, as relevant. Data on
antibiotics are inclusive of azithromycin. HCQ and faropenem are only shown as non-CAFs because CAFs are not
available for these drugs. As only a very small proportion of doxycycline is sold as CAF, this is omitted in the graph. CAF, child appropriate formulations; HCQ, hydroxychloroquine, SU, standard unit. https://doi.org/10.1371/journal.pmed.1003682.g001 https://doi.org/10.1371/journal.pmed.1003682.g001 the difficulties in testing scale-up across the country, particularly during the first half of 2020
(S10 Fig). Antibiotic sales volumes declined during the lockdown phase (April to May 2020). As esti-
mated through segmented regression analyses (Table 2; Fig 4), non-CAF antibiotic and azi-
thromycin sales in April 2020 decreased on average by 197.3 million doses (95% CI: −294.7 to
−99.9 million; P < 0.001) and 11.3 million doses (95% CI: −17.6 to −5.0 million; P < 0.001),
respectively. PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Impact of COVID-19 on antibiotic and HCQ sales Moreover, we observed a monthly increase in trend after the lockdown period for
both non-CAF antibiotics (+54.1 million doses [95% CI: 17.0 to 91.2 million]; P = 0.008) and
non-CAF azithromycin (+9.5 million doses [95% CI: 6.6 to 12.3 million]; P < 0.001) from
June to September 2020. Cumulative excess antibiotic sales from June to September 2020
amounted to 216.4 million doses (95% CI: 68.0 to 364.8 million; P = 0.008) for non-CAF anti-
biotics and 38.0 million doses (95% CI: 26.4 to 49.2 million; P < 0.001) for non-CAF azithro-
mycin. The latter is equivalent to about 6.2 million azithromycin treatment courses for
respiratory tract infection, considering a course to be 500 mg daily for 5 days (S2 Text). After
the epidemic peak in September 2020, a declining trend in sales was observed from October to
December 2020, but this was significant only for azithromycin (−20.8 million doses [95% CI:
−26.93 to −14.73 million]; P < 0.001) (Table 2). We also estimated a change of +11.1 million doses (95% CI: 9.2 to 13.0 million; P < 0.001)
for HCQ sales in March 2020 (Table 3; Fig 4). After this peak, sales began declining slowly, as
confirmed by the weak negative change in trend suggested by our model (−0.6 million doses 8 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Fig 2. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and national sales
volumes of antibiotics, azithromycin, doxycycline, faropenem, and HCQ from January to December 2020. CAF,
non-CAF, and total sales are reported. Data on antibiotics are inclusive of azithromycin. HCQ and faropenem are only
shown as non-CAFs because CAFs are not available for these drugs. As only a very small proportion of doxycycline is
sold as CAF, this is omitted in the graph. CAF, child-appropriate formulation; HCQ, hydroxychloroquine, SU,
standard unit. Fig 2. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and national sales
volumes of antibiotics, azithromycin, doxycycline, faropenem, and HCQ from January to December 2020. CAF,
non-CAF, and total sales are reported. Data on antibiotics are inclusive of azithromycin. HCQ and faropenem are only
shown as non-CAFs because CAFs are not available for these drugs. As only a very small proportion of doxycycline is
sold as CAF, this is omitted in the graph. Impact of COVID-19 on antibiotic and HCQ sales CAF, child-appropriate formulation; HCQ, hydroxychloroquine, SU,
standard unit. Fig 2. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and national sales
volumes of antibiotics, azithromycin, doxycycline, faropenem, and HCQ from January to December 2020. CAF,
non-CAF, and total sales are reported. Data on antibiotics are inclusive of azithromycin. HCQ and faropenem are only
shown as non-CAFs because CAFs are not available for these drugs. As only a very small proportion of doxycycline is
sold as CAF, this is omitted in the graph. CAF, child-appropriate formulation; HCQ, hydroxychloroquine, SU,
standard unit. https://doi.org/10.1371/journal.pmed.1003682.g002 https://doi.org/10.1371/journal.pmed.1003682.g002 [95% CI: −1.0 to −0.1 million]; P = 0.010), which became more pronounced after September
2020 (−3.1 million doses [95% CI: −4.3 to −1.9 million]; P < 0.001). [95% CI: −1.0 to −0.1 million]; P = 0.010), which became more pronounced after September
2020 (−3.1 million doses [95% CI: −4.3 to −1.9 million]; P < 0.001). PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Fig 3. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and azithromycin
sales volumes per 100,000 population (only non-child-appropriate formulations) in 10 states of India from
January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. https://doi.org/10.1371/journal.pmed.1003682.g003 Fig 3. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and azithromycin
sales volumes per 100,000 population (only non-child-appropriate formulations) in 10 states of India from
January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. https://doi.org/10.1371/journal.pmed.1003682.g003 Fig 3. Relationship between new COVID-19 cases per 100,000 (cumulative rate per month) and azithromycin
sales volumes per 100,000 population (only non-child-appropriate formulations) in 10 states of India from
January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. https://doi.org/10.1371/journal.pmed.1003682.g003 https://doi.org/10.1371/journal.pmed.1003682.g003 healthcare facilities for conditions other than acute respiratory infections (i.e., COVID-19 sus-
picion). Therefore, we expect antibiotics to be less commonly prescribed for other types of ill-
ness as compared to the previous years, suggesting that the COVID-19-attributable excess
sales indicated by our models might be an underestimation. On the other hand, we observed a
notable reduction in CAF sales, suggesting that antibiotic use among children has declined
since the start of the pandemic, which is in line with our hypotheses [31,43,45]. Notably, the massive increase in azithromycin use raises several serious concerns. First, a
recent randomized controlled study investigating the effects of mass distribution of azithromy-
cin in Nigerian children demonstrated an increase not only in macrolide resistance determi-
nants but also non-macrolide resistance in the gut flora such as resistance to beta-lactams [49]. Multi-drug-resistant Enterobacterales, including extended spectrum beta-lactamase (ESBL)–
producing strains, are highly prevalent among healthy adults in the community and could be
further aggravated with this unexpected increase in azithromycin use [50]. Discussion We estimate that between June and September 2020, with peak epidemic activity, COVID-19
likely contributed to excess sales of 216 million doses of non-CAF antibiotics and 38 million
doses of non-CAF azithromycin. The excess antibiotic sales likely resulted from the sudden
surge in the number of patients seeking medical care for presumptive or confirmed COVID-
19 both in the community and in the hospitals, as suggested by the abrupt increase in use of
azithromycin, often prescribed for this condition. Assuming perfect adherence to the recom-
mended dosage and duration of azithromycin treatment for respiratory tract infections not
related to COVID-19 per Indian national guidelines (i.e., 500 mg daily for 5 days), 38 million
excess doses from June to September 2020 corresponds to about 6.2 million treatment courses. During this period, 6 million new COVID-19 cases were reported in India across both public
and private sectors, suggesting empirical use of azithromycin in the private sector in the
absence of confirmed SARS-CoV-2 infection [32]. Moreover, azithromycin is often prescribed
for shorter duration (e.g., 500 mg per day for 3 days) [48], potentially indicating that more peo-
ple could have been treated empirically without diagnostic confirmation of SARS-CoV-2
infection. To support this, in states like Bihar, Gujarat, and West Bengal, where the number of
cases is reportedly low and tests are not widely available nor accessible, azithromycin con-
sumption has risen considerably. It should also be noted that healthcare-seeking behaviors
have changed substantially during the pandemic period, with fewer people presenting to PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 9 / 18 PLOS MEDICINE PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Second, the sudden
ongoing mass consumption of azithromycin has the potential to further exacerbate the selec-
tion of azithromycin-resistant typhoidal and non-typhoidal Salmonella strains [51]. This is of PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 10 / 18 Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic PLOS MEDICINE PLOS MEDICINE Table 2. Estimated change in monthly sales volume (expressed in million SU) according to adjusted segmented regression models for total antibiotics and
azithromycin. Measure
Sales volume in million SU
All antibiotics
Azithromycin
Estimate (95% CI)
P value Estimate (95% CI)
P value
Baseline level (January 2018)
1,014.2 (963.4 to
1,065.1)
<0.001
39.4 (36.5 to 42.4)
<0.001
Pre-epidemic trend (monthly change from January 2018 to March 2020)
0.6 (−2.6 to 3.8)
0.725
0.6 (0.5 to 0.8)
<0.001
Average change in level during lockdown (April to May 2020) versus the pre-epidemic period
−197.3 (−294.7 to
−99.9)
<0.001
−11.3 (−17.6 to
−5.0)
<0.001
Change in trend after lockdown (after May 2020)
54.1 (17.0 to 91.2)
0.008
9.5 (6.6 to 12.3)
<0.001
Change in trend after the epidemic peak (i.e., after September 2020) relative to the rising phase of
the epidemic
−64.3 (−150.6 to 21.9)
0.154
−20.8 (−26.9 to
−14.7)
<0.001
SU, standard unit. Only non-child-appropriate formulations were considered for these analyses. Model adjusted for seasonality using a fixed effect term indicating the rainy season. Harmonic seasonal model to adjust for seasonality, and autocorrelated errors to account for the remaining serial correlation in the data. https://doi org/10 1371/journal pmed 1003682 t002 particular concern for India, where enteric fever is highly endemic, with an estimated annual
incidence of 377 cases per 100,000 population, and azithromycin has been increasingly chosen
for empirical treatment [52]. The recent emergence of azithromycin-resistant Salmonella
enterica serotype Typhi (S. Typhi) strains in India sounds a further alarm bell [53]. Another
threat coming from this unexpected increase in azithromycin use is the possible selection of Fig 4. Results of segmented regression analysis for monthly sales volumes of non-CAF antibiotics, azithromycin, and HCQ
between January 2018 and December 2020. https://doi org/10 1371/journal pmed 1003682 g004 Fig 4. Results of segmented regression analysis for monthly sales volumes of non-CAF antibiotics, azithromycin, and HCQ
between January 2018 and December 2020. https://doi.org/10.1371/journal.pmed.1003682.g004 Fig 4. Results of segmented regression analysis for monthly sales volumes of non-CAF antibiotics, azithromycin, and HCQ
between January 2018 and December 2020. https://doi.org/10.1371/journal.pmed.1003682.g004 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 11 / 18 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Table 3. Estimated change in monthly sales volume (expressed in million SU) according to adjusted segmented
regression models for HCQ. PLOS MEDICINE Measure
HCQ sales volume in
million SU
Estimate (95%
CI)
P value
Baseline level (January 2018)
20.2 (19.3 to 21.2)
<0.001
Pre-epidemic trend (monthly change from January 2018 to March 2020)
0.2 (0.1 to 0.2)
<0.001
Change in level in March 2020 versus the pre-epidemic period
11.1 (9.2 to 13.0)
<0.001
Change in trend after March 2020
−0.6 (−1.01 to
−0.14)
0.010
Change in trend after the epidemic peak (i.e., after September 2020) relative to the
rising phase of the epidemic
−3.08 (−4.3 to
−1.9)
<0.001
HCQ, hydroxychloroquine; SU, standard unit. Only non-child-appropriate formulations were considered for these
analyses. Model adjusted for non-seasonal autocorrelation. In March 2020 (i.e., when the number of cases in India was still very low), India’s Ministry of Health and Family
Welfare issued a recommendation for use of HCQ in prophylaxis. The effect of the lockdown phase was not considered in this model based on the assumption that HCQ was
predominantly used for prophylaxis among healthcare workers and thus unlikely to be negatively impacted by the
lockdown as observed for antibiotics, and azithromycin in particular. https://doi.org/10.1371/journal.pmed.1003682.t003 Table 3. Estimated change in monthly sales volume (expressed in million SU) according to adjusted segmented
regression models for HCQ. PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Measure Among the biggest
threats associated with the widespread use of HCQ is the occurrence of adverse events and
toxic effects, particularly when given in combination with other drugs with similar adverse
effects. There are some limitations in our study. First, IQVIA data only cover the private healthcare
sector. Although this does not allow us to draw conclusions regarding the impact of the pan-
demic on antibiotic usage in the public sector, it should be highlighted that the private sector
accounts for 75% of healthcare in India and 90% of national antibiotic sales [33,34]. Second,
our data could not distinguish between inpatient and outpatient use of antibiotics, but the lat-
ter is known to be largely predominant. Third, while we applied the most appropriate tech-
niques to adjust for seasonal variations in the outcome, the suboptimal number of pre- and
post-pandemic data points available for our analyses remains a limitation in that sense. None-
theless, our models were quite robust and fitted the data reasonably well, as the residuals of
each model were behaving as white noise; yet we recommend caution in interpreting the esti-
mated impact on HCQ sales owing to the non-stationary nature of the time series. Fourth, we
did not have data in defined daily doses (DDDs); however, there is a very good correlation
between DDDs and standard units when estimating antibiotic consumption per person [58]. Fifth, while data from IQVIA are widely utilized to evaluate pharmaceutical sales, it should be
highlighted that the company adopts a propriety method for estimating national sales. Finally,
there is a lag time between sales from stockists and purchase by the end customer at the retail
pharmacy, which could not be determined through the dataset. This could be a source of mea-
surement error in the outcome data, although the lag time was likely lower during the epi-
demic due to the increase in demand for antibiotics. Our findings have important implications for antimicrobial resistance globally and even
more so for low- and middle-income countries (LMICs). Like in India, the overuse of antibiot-
ics is common in other LMICs [2,59], where similar prescribing patterns among presumptive
or confirmed COVID-19 cases likely exist. The situation could be even worse in other coun-
tries like Pakistan where azithromycin is the only treatment option for S. Typhi infections, and
an outbreak of extremely drug-resistant strains recently occurred [60]. Measure pan-oral-drug-resistant S. Typhi, requiring hospitalization for parenteral treatment adminis-
tration [51]. Furthermore, azithromycin is currently recommended by the US Centers for Dis-
ease Control and Prevention for travelers’ diarrhea in South Asia and Southeast Asia due to
increasing fluoroquinolone-resistant strains among common bacterial diarrheal pathogens
such as Salmonella, Shigella, and Campylobacter spp. [54]. The growing use of azithromycin
could further jeopardize the available therapeutic choices for travelers’ diarrhea. Finally, the
empirical use of azithromycin for presumptive COVID-19 could lead to a progressive substitu-
tion of beta-lactam antibiotics (J01C) for any acute respiratory tract illness, aggravating the
concerns regarding resistance selection. Among other oral agents commonly used for respiratory tract infections, doxycycline and
faropenem sales peaked in September 2020. Faropenem is an oral “penem” drug that has been
approved in India for several clinical indications including community-acquired respiratory
tract infections [55]. A recent in vitro study demonstrated cross-resistance to carbapenems
among ESBL-producing Escherichia coli isolates [55]. The unnecessary use of faropenem could
promote intestinal colonization of carbapenem-resistant Enterobacterales in a context like
India where there is a high community burden of ESBL positivity. However, the decline in far-
openem sales after September 2020 was not as apparent as the declines in azithromycin and
doxycycline sales, indicating that faropenem may have been used for non-respiratory-tract-
infection indications. Regarding HCQ, the sudden increase in consumption registered in
March 2020 could be attributed to prophylaxis for healthcare workers, as initially recom-
mended by the Ministry of Health and Family Welfare [47]. The national guidelines were sub-
sequently revised on 27 June 2020, limiting the prescription of HCQ to moderate to severe
COVID-19 cases and to patients with mild disease if immunocompromised or under 5 years
old [56]. This change in recommendations is reflected in the slowly declining trend observed
after the initial peak. Moreover, HCQ is unlikely to be prescribed for mild cases evaluated by
primary care physicians or informal healthcare providers, who often recommend/dispense
antibiotics like azithromycin but have less experience in handling HCQ-based treatment. PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 12 / 18 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic Additionally, in March 2020, the Indian government issued an emergency order imposing
stronger restrictions on HCQ sales by including it in Schedule H1 [57]. Measure Policy makers in India
and other LMICs should recognize this substantial overuse of antibiotics induced by COVID-
19. A second and substantially more devastating epidemic wave hit India from April 2021
onwards. This could result in severe antimicrobial resistance consequences if the amount of
antibiotic use follows a similar pattern as in the first wave, and thus warrants reexamining the
impact of the second wave on antibiotic use. Considering the ongoing trends, the very low vac-
cination coverage level, and the amount of time necessary to eventually vaccinate the entire
population, immediate action is needed to reduce the overuse of antibiotics for COVID-19. India will need to greatly increase COVID-19 testing access to reduce empirical treatments. Issuing further restrictions on azithromycin prescription by moving it from Schedule H to H1,
as done with HCQ, could potentially help limit the widespread use of this important antibiotic. Similar restrictions on azithromycin use should also be considered in other LMICs. Antimi-
crobial stewardship interventions have never been so critical, and mass media awareness cam-
paigns targeting prescribers and the general public to discourage the routine use of antibiotics
for COVID-19 need to be rapidly implemented in India and other LMICs. Supporting information
S1 STROBE Checklist.
(PDF) Supporting information
S1 STROBE Checklist. (PDF) 13 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic S1 Fig. Autocorrelation, partial autocorrelation, and distribution of residuals from model
1 for total antibiotic sales. (TIF)
S2 Fig. Autocorrelation, partial autocorrelation, and distribution of residuals from model
3 for azithromycin sales. (TIF)
S3 Fig. Autocorrelation, partial autocorrelation, and distribution of residuals from model
5 for hydroxychloroquine sales. (TIF)
S4 Fig. Monthly sales volume of each AWaRe category in India between January 2018 and
December 2020, separated for child-appropriate formulations (CAFs) and non-CAFs. (TIF)
S5 Fig. Cumulative volume of antibiotics sold per year (2018–2020), stratified by AWaRe
category, presented separately for child-appropriate formulations (CAFs) and non-CAFs. (TIF)
S6 Fig. Cumulative volume of antibiotics sold per year (2018–2020), stratified by ATC
class and presented separately for child-appropriate formulations (CAFs) and non-CAFs. (TIF)
S7 Fig. Monthly sales volumes between January 2018 and December 2020 for selected anti-
biotic ATC classes: Parenteral carbapenems, glycopeptides, polymyxins, and parenteral
third-generation cephalosporins (including those associated with a beta-lactamase inhibi-
tor [BLI]). (TIF)
S8 Fig. Relationship between new COVID-19 cases per 100,000 (cumulative rate per
month) and antibiotic sales volumes per 100,000 (only non-child appropriate formulations
[non-CAFs]) in 10 states of India from January to September 2020. States with the highest
rates of detected COVID-19 cases are shown on the left side of the graph, whereas states with
the lowest rates of detected COVID-19 cases are on the right. (TIF)
S9 Fig. Relationship between new COVID-19 cases per 100,000 (cumulative rate per
month) and hydroxychloroquine (HCQ) sales volumes per 100,000 (only non-child appro-
priate formulations [non-CAFs]) in 10 states of India from January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. (TIF)
S10 Fig. Number of SARS-CoV-2 tests performed and number of new COVID-19 cases
detected each month in India per 100,000 inhabitants between January and December
2020. (TIF)
S1 Table. Search strategy used in the rapid systematic review regarding the impact of the
COVID-19 pandemic on antibiotic use. (PDF) PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 Project administration: Sumanth Gandra. Resources: Madhukar Pai, Sumanth Gandra. Software: Giorgia Sulis. Software: Giorgia Sulis. Supervision: Sumanth Gandra. Supervision: Sumanth Gandra. Validation: Giorgia Sulis, Brice Batomen, Sumanth Gandra. Visualization: Giorgia Sulis. Visualization: Giorgia Sulis. Writing – original draft: Giorgia Sulis. Writing – original draft: Giorgia Sulis. Writing – review & editing: Giorgia Sulis, Brice Batomen, Anita Kotwani, Madhukar Pai,
Sumanth Gandra. S2 Table. Features and findings of studies that evaluated the impact of COVID-19 on anti-
biotic use.
(PDF) S4 Table. List of all antibiotics included in our dataset, along with ATC class, AWaRe cate-
gory (2019), and Schedule H/H1. (PDF) S4 Table. List of all antibiotics included in our dataset, along with ATC class, AWaRe cate-
gory (2019), and Schedule H/H1. (PDF) S4 Table. List of all antibiotics included in our dataset, along with ATC class, AWaRe cate-
gory (2019), and Schedule H/H1. (PDF) S1 Text. Summary of the evidence regarding the impact of the COVID-19 pandemic on
antibiotic use. (PDF)
S2 Text. Detailed methods. (PDF) S1 Text. Summary of the evidence regarding the impact of the COVID-19 pandemic on
antibiotic use. (PDF) Acknowledgments The authors gratefully acknowledge Dr. Nimalan Arinaminpathy (School of Public Health,
Imperial College London, UK), Dr. Puneet Dewan (Global Health Labs, Seattle, WA, US), and
Dr. Sophie Huddart (School of Medicine, University of California, San Francisco, CA, US) for
providing their valuable feedback on this work. The authors gratefully acknowledge Dr. Nimalan Arinaminpathy (School of Public Health,
Imperial College London, UK), Dr. Puneet Dewan (Global Health Labs, Seattle, WA, US), and
Dr. Sophie Huddart (School of Medicine, University of California, San Francisco, CA, US) for
providing their valuable feedback on this work. S4 Fig. Monthly sales volume of each AWaRe category in India between January 2018 and
December 2020, separated for child-appropriate formulations (CAFs) and non-CAFs.
(TIF) S5 Fig. Cumulative volume of antibiotics sold per year (2018–2020), stratified by AWaRe
category, presented separately for child-appropriate formulations (CAFs) and non-CAFs. (TIF) (TIF)
S9 Fig. Relationship between new COVID-19 cases per 100,000 (cumulative rate per
month) and hydroxychloroquine (HCQ) sales volumes per 100,000 (only non-child appro-
priate formulations [non-CAFs]) in 10 states of India from January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. (TIF)
S10 Fig. Number of SARS-CoV-2 tests performed and number of new COVID-19 cases
detected each month in India per 100,000 inhabitants between January and December
2020. (TIF)
S1 Table. Search strategy used in the rapid systematic review regarding the impact of the
COVID-19 pandemic on antibiotic use. (PDF) S9 Fig. Relationship between new COVID-19 cases per 100,000 (cumulative rate per
month) and hydroxychloroquine (HCQ) sales volumes per 100,000 (only non-child appro-
priate formulations [non-CAFs]) in 10 states of India from January to September 2020. States with the highest rates of detected COVID-19 cases are shown on the left side of the
graph, whereas states with the lowest rates of detected COVID-19 cases are on the right. (TIF) S10 Fig. Number of SARS-CoV-2 tests performed and number of new COVID-19 cases
detected each month in India per 100,000 inhabitants between January and December
2020. (TIF)
S1 Table. Search strategy used in the rapid systematic review regarding the impact of the
COVID-19 pandemic on antibiotic use. (PDF) 14 / 18 PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 PLOS MEDICINE Sales of antibiotics and hydroxychloroquine in India during the COVID-19 epidemic S2 Table. Features and findings of studies that evaluated the impact of COVID-19 on anti-
biotic use. (PDF)
S3 Table. List of oral formulations considered child-appropriate. (PDF)
S4 Table. List of all antibiotics included in our dataset, along with ATC class, AWaRe cate-
gory (2019), and Schedule H/H1. (PDF)
S1 Text. Summary of the evidence regarding the impact of the COVID-19 pandemic on
antibiotic use. (PDF)
S2 Text. Detailed methods. (PDF) Author Contributions Conceptualization: Giorgia Sulis, Anita Kotwani, Madhukar Pai, Sumanth Gandra. Conceptualization: Giorgia Sulis, Anita Kotwani, Madhukar Pai, Sumanth Gandra. Data curation: Giorgia Sulis. Data curation: Giorgia Sulis. Formal analysis: Giorgia Sulis. Formal analysis: Giorgia Sulis. Funding acquisition: Madhukar Pai, Sumanth Gandra. Investigation: Giorgia Sulis, Sumanth Gandra. Methodology: Giorgia Sulis, Brice Batomen, Sumanth Gandra. Project administration: Sumanth Gandra. References 1. Klein EY, Van Boeckel TP, Martinez EM, Pant S, Gandra S, Levin SA, et al. Global increase and geo-
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Ministry of Health and Family Welfare; 2020 Mar 26 [cited 2021 Jun 14]. Available from: https://cdsco. gov.in/opencms/opencms/system/modules/CDSCO.WEB/elements/download_file_division.jsp?num_
id=NjMyNw==. 58. Van Boeckel TP, Gandra S, Ashok A, Caudron Q, Grenfell BT, Levin SA, et al. Global antibiotic con-
sumption 2000 to 2010: an analysis of national pharmaceutical sales data. Lancet Infect Dis. 2014; 14
(8):742–50. https://doi.org/10.1016/S1473-3099(14)70780-7 PMID: 25022435 59. PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003682
July 1, 2021 References Sulis G, Adam P, Nafade V, Gore G, Daniels B, Daftary A, et al. Antibiotic prescription practices in pri-
mary care in low- and middle-income countries: a systematic review and meta-analysis. PLoS Med. 2020; 17(6):e1003139. https://doi.org/10.1371/journal.pmed.1003139 PMID: 32544153 60. Qamar FN, Yousafzai MT, Khalid M, Kazi AM, Lohana H, Karim S, et al. Outbreak investigation of ceftri-
axone-resistant Salmonella enterica serotype Typhi and its risk factors among the general population in
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The effects of promoter variations of the N-Methylcanadine 1-Hydroxylase (CYP82Y1) gene on the noscapine production in opium poppy
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Scientific reports
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The effects of promoter variations
of the N-Methylcanadine
1-Hydroxylase (CYP82Y1) gene on
the noscapine production in opium
poppy
Davar Abedini1, Sajad Rashidi Monfared1 & Alireza Abbasi2 Received: 12 June 2017
Accepted: 9 March 2018
Published: xx xx xxxx Received: 12 June 2017
Accepted: 9 March 2018
Published: xx xx xxxx Noscapine is an antitumor alkaloid produced in opium poppy (Papaver somniferum) and some members
of the Papaveraceae family. It has been primarily used for its antitussive effects; more recently, its
anticancer properties were shown. Herein, we detected an SSR embedded in the promoter region of the
CYP82Y1 gene, which was found to be the first committed-step enzyme in the noscapine biosynthesis
pathway, using the MISA program. Some collected ecotypes of P. somniferum were investigated for
understanding of SSRs role in the regulation of gene expression and metabolite content. Quantitative
PCR showed that a variation in the motif repeat number (either a decrease or increase) down-regulated
the expression of the CYP82Y1 gene. Furthermore, the analysis of noscapine content suggested that a
variation in the promoter region influence noscapine amount. Moreover, P. bracteatum was analyzed
in both transcript and metabolite levels, and illustrated much less expression and metabolite level
in comparison to P. somniferum. By exploiting the transcriptome data from the eight genera of the
Papaveraceae family, we found that noscapine biosynthesis genes are present in P. bracteatum and
are not shared in other genera of the Papaveraceae family. This results may explain production of a
confined metabolite within a genus. Opium poppy, Papaver somniferum L., a member of Papaveraceae family, is one of the most agronomically and
economically important plant and is one of the ancient herbal plants with powerful pharmacological features1,2. Even though more than 40 alkaloids have been identified in poppy, six represent almost all of the total alkaloid
including: morphine (4–21%), thebaine (0.5–2%), codeine (0.8–2.5%), noscapine (4–8%), papaverine (0.5–2.5%),
and reticuline (0.1–2%)1,3. Noscapine belongs to benzylisoquinoline alkaloid produced in opium poppy and
other members of the Papaveraceae family. Noscapine has been used as a human cough suppressant and, recently
was shown to possess anticancer activity. Regarding to its long its long history of safe usage as an antitussive
(cough-suppressing), rapid absorption after oral administration, and apoptosis inducing effect on a variety of
cancer cell lines, noscapine is more advantageous in comparison to other natural tubulin-binding anti-cancer
compounds, such as the well-established taxanes4–7. Additionally, unlike codeine and other opiates, noscapine
is neither addictive nor painkilling. This alkaloid accumulates in the cytoplasm or latex of a specialized cells
known as laticifers. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports 1Department of Biotechnology, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran. 2Department of
Agronomy and Plant Breeding, University of Tehran, Karaj, Iran. Correspondence and requests for materials should
be addressed to S.R.M. (email: rashidims@modares.ac.ir) The effects of promoter variations
of the N-Methylcanadine
1-Hydroxylase (CYP82Y1) gene on
the noscapine production in opium
poppy
Davar Abedini1, Sajad Rashidi Monfared1 & Alireza Abbasi2 According to a comprehensive study, the accumulation of
noscapine has further occurred in the latex. It has also been discovered that SDR1, which catalyzes the final step
of noscapine biosynthesis, is localized into latex rather than adjust cells9,10. The SDR1 genes have been reported
to possess both functions of either dehydrogenase or reductase activity in some species; however, however, in the
noscapine biosynthesis pathway, it has only a dehydrogenation function8,9.h co-expressed genes for noscapine synthesis. Moreover, co-regulation analysis using in silico methods, based
on promoter analysis, has been elucidated, and the putative cis/trans regulatory elements represented in the
prompter region of these genes have been identified7,11. It has been shown that the noscapine pathway starts
with the 9-O-methylation of scoulerine catalyzed by scoulerine 9-O-methyltransferase (MT1) and ends with a
short-chain dehydrogenase/reductase (NOS or SDR1)7,9. In noscapine biosynthesis, in addition, CYP82Y1 has
been reported as a first committed step enzyme. This enzyme catalyzes the 1-hydroxylation of N-methylcanadine
to 1-hydroxy-N-methylcanadine12. Manipulation of each individual gene (MT1, CYP82Y1, and SDR1) has had
a significant influence on noscapine accumulation8,12. According to a comprehensive study, the accumulation of
noscapine has further occurred in the latex. It has also been discovered that SDR1, which catalyzes the final step
of noscapine biosynthesis, is localized into latex rather than adjust cells9,10. The SDR1 genes have been reported
to possess both functions of either dehydrogenase or reductase activity in some species; however, however, in the
noscapine biosynthesis pathway, it has only a dehydrogenation function8,9.h y
y
y
y
g
The exclusive levels and spatiotemporal patterns of expression of the majority of plant genes are assigned to
the sophisticated regulation in their cognate promoters. Recent evidences suggest that a variation in the pro-
moter region, particularly close to Translation Start Site (TSS), might affect the gene expression and, subsequently,
would have impact on phenotype diversity in human13 and plant14,15 and secondary metabolite production in
plants16,17. Promoter divides into two parts; the proximal part where is a central processor of transcription and the
distal part where may contain additional regulatory elements such as enhancers and silencers. p
y
g
y
Our aim in the present research was to study the gene expression of three determinative genes—MT1,
CYP82Y1, and SDR1—involved in the noscapine biosynthesis pathway, and their role within the noscapine con-
tent among the collected ecotypes of P. somniferum and P. bracteatum. The effects of promoter variations
of the N-Methylcanadine
1-Hydroxylase (CYP82Y1) gene on
the noscapine production in opium
poppy
Davar Abedini1, Sajad Rashidi Monfared1 & Alireza Abbasi2 After morphine, this compound is second abundant alkaloid in the latex8,9. According to the
literature, stem contains high amount of noscapine in comparison to other tissues. Due to the occurrence of two
chiral centers in this molecule, chemical synthesis is prevented and P. somniferum is the only commercial source
for noscapine8,10. p
Recently, Winzer and co-workers discovered a co-expressed cluster of 10 genes involved in the noscapine
biosynthesis pathway. These genes putatively encode most of the noscapine biosynthetic enzymes7. They used
a genetic mapping strategy in order to identify a 10-gene cluster representing a 401-kb region of the opium
poppy genome in a high-noscapine variety. The BAC sequencing revealed a cluster of 10 physically linked, 1Department of Biotechnology, Faculty of Agriculture, Tarbiat Modares University, Tehran, Iran. 2Department of
Agronomy and Plant Breeding, University of Tehran, Karaj, Iran. Correspondence and requests for materials should
be addressed to S.R.M. (email: rashidims@modares.ac.ir) SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 1 www.nature.com/scientificreports/ Primer no. Primer name
Use
Primer sequence
1
Spop1forward
SSR
5′-TACCACTCCACTGGATTCCTC-3′
2
Spop1reverse
SSR
5′-CCTCAAACCCCTCTTCTTCTG-3′
3
Spop2forward
SSR
5′-AATGTGTTGGTGAGCACTAGC-3′
4
Spop2reverse
SSR
5′-TACACCCCTTGTGGAAAGTGT-3′
5
CYP82Y1-1forward
Promoter isolation
5′-CTGGTTGTATCACGGATTTCAC-3′
6
CYP82Y1reverse
Promoter isolation
5′-GTGTCAGCAGAAAAGCAAGTATA-3′
7
CYP82Y1-2forward
Promoter isolation
5′- AGAACACTTTTGCTTGCTCTTG-3′
8
CYP82Y1-3forward
Promoter isolation
5′- CTCCAATCATGTAGGTGAACAAC-3′
9
CYP82Y1-4forward
Promoter isolation
5′- GCGTATTTTGTGTTCACTGACA-3′
10
CYP82Y1-5forward
Promoter isolation
5′-GTAACGGAAATGAAACAACACTAC-3′
11
PsMT1forward
Promoter isolation
5′-GCATCTGGTTGTTCTGTAGTAC-3′
12
PsMT1reverse
Promoter isolation
5′-CTGTGGCTGATTGATGATTATGAC-3′
13
SDR1forward
Promoter isolation
5′-CCACCTGTTACACATACTATCTTC-3′
14
SDR1reverse
Promoter isolation
5′-GAAGGTAGGAAGAAGCTAGTTTG-3′
15
qCYP82Y1forward
qRT-PCR
5′-CTATTGCCTTGGACATGTTATC-3′
16
qCYP82Y1reverse
qRT-PCR
5′-ATCTACTTCTTCTTTAGCCTTGTC-3′
17
qPsMT1forward
qRT-PCR
5′-GTTGGTGGTGGTATTGGTACTT-3′
18
qPsMT1reverse
qRT-PCR
5′-ATGCTCTACACCTGGGTATTG-3′
19
qSDR1forward
qRT-PCR
5′-GACAGAAAGAGCTTGCCTAAAG-3′
20
qSDR1reverse
qRT-PCR
5′-CGACACATCACCTGAAATTATCG-3′
21
Actinforward
qRT-PCR
5′-CCAGGCTGTTCAGTCTCTGTAT-3′
22
Actinreverse
qRT-PCR
5′-CGCTCGGTAAGGATCTTCATCA-3′
Table 1. Primers used in qPCR, SSR detection and promoter isolation. Table 1. Primers used in qPCR, SSR detection and promoter isolation. co-expressed genes for noscapine synthesis. Moreover, co-regulation analysis using in silico methods, based
on promoter analysis, has been elucidated, and the putative cis/trans regulatory elements represented in the
prompter region of these genes have been identified7,11. It has been shown that the noscapine pathway starts
with the 9-O-methylation of scoulerine catalyzed by scoulerine 9-O-methyltransferase (MT1) and ends with a
short-chain dehydrogenase/reductase (NOS or SDR1)7,9. In noscapine biosynthesis, in addition, CYP82Y1 has
been reported as a first committed step enzyme. This enzyme catalyzes the 1-hydroxylation of N-methylcanadine
to 1-hydroxy-N-methylcanadine12. Manipulation of each individual gene (MT1, CYP82Y1, and SDR1) has had
a significant influence on noscapine accumulation8,12. The effects of promoter variations
of the N-Methylcanadine
1-Hydroxylase (CYP82Y1) gene on
the noscapine production in opium
poppy
Davar Abedini1, Sajad Rashidi Monfared1 & Alireza Abbasi2 Furthermore, the SSR embedded into the
promoter region of CYP82Y1, as the first committed step involved in the noscapine biosynthesis pathway, was
detected and its impact on the gene expression was assessed. Eventually, the evolution of genes involved in the
noscapine pathway—particularly, CYP82Y1 in the Papaveraceae family—was also discussed. Figure 2. Agarose gel electrophoresis of PCR amplified of detected SSR embedded in upstream region of MT1
gene from different ecotypes of opium poppy; (‘Ps#1’-‘Ps#16’) P. somniferum L. ecotypes. M; 250 bp DNA ladder. biosynthesis pathway, therefore, variation in the promoter region of this gene, particularly close to the TSS might
influence gene expression. Cloning and sequencing of SSR and upstream regions. In order to further understanding of the
sequence characteristics of the promoter regions, we isolated the MT1 (using primers 11 and 12) and the SDR1
(using primers 13 and 14) from ‘Ps#7’ ecotype. After conducting PCR, the length of amplified fragments were
confirmed using gel agarose (Supplementary Fig. S2A), then, the final products were cloned into pJET vector and
subjected to sequencing. Pair-wise alignment between sequenced fragments of MT1 and SDR1 from ‘Ps#7’ (sub-
mitted to GenBank as accession number; KY348335 and KY348336, respectively) and reported region from high
noscapine variety (HN1), was performed (for alignment details, see Supplementary Fig. S3). Alignment results
demonstrate that there were few in/del and point mutations in both promoter regions. d
f
h
l
f ‘
’
d ‘
’
h h d
l
d
l In order to attempt a sequencing of CYP82Y1, we chose samples of ‘Ps#3’ and ‘Ps#7’, which displayed poly-
morphism within the SSR region in CYP82Y1 promoter, and ‘Ps#12’ as a candidate of the other samples. To this
end, we designed some primers (primers 5–10) from different regions of this promoter (Supplementary Fig. S4). After PCR amplification, using the mentioned primers, we amplified the ‘Ps#12’ ecotype (submitted to GenBank
as accession number no.: KY348333) using the primers 5 and 6. We also designed primer 5 in close proximity
to TSS; this decision was taken because the TSS’s proximity to the ATG seemed to be more conserved than the
sequences of the upstream region. The PCR was conducted using primers 5 and 2, and the results showed that
amplified fragments differ in size from the presumed promoter region. Regarding the sequencing results, there
were several insertions just upstream from the TSS (Supplementary Fig. S7) in the isolated promoter region of
CYP82Y1 from ‘Ps#7’ (accession no.: KY348334); this insertion appear neither in the promoter of CYP82Y1 in
HN1 nor ‘Ps#12’. The promoter region is frequently divided into two—i.e. the proximal and the distal part. We
had assumed that the distal region of CYP82Y1 in this ecotype is highly variable. Results CYP82Y1 and MT1 embrace SSR in their promoter region. By the analysis of 401 Kb obtained from
opium poppy7, 14 SSRs were earned, scattering in different regions of the 401 Kb of sequenced region (Table 2). Two types of detected SSRs were located in the promoter region of CYP82Y1 [(AT)15] and MT1 [(A)22], taking
place in the 59 and the 208 base pairs, just upstream from the ATG codon, respectively. PCR amplification (using
genomic DNA as a template) on the specific primer pairs from the 12 P. somniferum ecotypes was performed. The difference between amplified products was shown on gel agarose 1.5%. According to the gel electrophoresis,
two samples of studied ecotypes named ‘Ps#3’ and ‘Ps#7’ displayed polymorphism in the SSR embedded in pro-
moter region of CYP82Y1 (Fig. 1a,b), whereas no polymorphism was detected in (A)22, which was located in the
promoter region of MT1 (Fig. 2). The promoter regions of ‘Ps#3’, ‘Ps#7’, ‘Ps#6’ and ‘Ps#12’ were sequenced and
the results demonstrated that a significant variation existed in the number of (AT)n microsatellite motifs in the
promoter CYP82Y1 of these ecotypes, wherein, ‘Ps#3’ ecotype had [(AT)16], ‘Ps#7’ had [(AT)8], ‘Ps#6’ [(AT)10]
and ‘Ps#12’ [(AT)11] motifs (Fig. 1a,b). CYP82Y1 was reported as a first committed step enzyme in the noscapine SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 2 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. Agarose gel electrophoresis of PCR amplified of detected SSR located in CYP82Y1 upstream region
from different collected ecotypes of opium poppy from Iran; (Ps#1-Ps#16) P. somniferum L. ecotypes. M;
100 bp DNA ladder (a). Sequence alignment of CYP82Y1 promoter region (approximately 200 bp) of the four
P. somniferum L ecotypes, ‘Ps#7’, ‘Ps#3’, ‘Ps#6’ and ‘Ps#12’. Variation in the number of AT motifs is distinctly
observed. AT motifs are colored in red in three ecotypes, which is also considered as a putative TATA-box. The
translation start codon (ATG) was also highlighted in yellow. The blue sequences indicates a part of CDS, first
exon (b). Figure 2. Agarose gel electrophoresis of PCR amplified of detected SSR embedded in upstream region of MT1
gene from different ecotypes of opium poppy; (‘Ps#1’-‘Ps#16’) P. somniferum L. ecotypes. M; 250 bp DNA ladder. SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 3 3 www.nature.com/scientificreports/ Figure 3. Relative abundance of CYP82Y1, MT1 and SDR1 transcripts in some geographical collected ecotypes
of P.somniferum L. (‘Ps#3’, ‘Ps#6’, ‘Ps#7’, ‘Ps#9’ and ‘Ps#12’) and P. bracteatum from Iran in stem (a) and leaf (b)
tissues. Figure 3. Relative abundance of CYP82Y1, MT1 and SDR1 transcripts in some geographical collected ecotypes
of P.somniferum L. (‘Ps#3’, ‘Ps#6’, ‘Ps#7’, ‘Ps#9’ and ‘Ps#12’) and P. bracteatum from Iran in stem (a) and leaf (b)
tissues. In silico analysis of CYP82Y1 promoter region and TATA-box prediction. Computational analysis
using PlantCARE database was performed for insertion part of ‘Ps#7’, and several cis elements were identified in
this part, that could play a role, whether positive or negative, in activity of the CYP82Y1 promoter in this ecotype
(Supplementary Table S1). Kinds of TFs have been reported as a regular in BIA production. Silencing and over-
expression of CjWRKY, as an example, was determinant in berberine accumulation18. Moreover, several putative
WRKY and MYB elements placed within or near the promoter regions of reported noscapine gene cluster7,11, sug-
gesting that noscapine biosynthesis may be regulated by wRKY and MYB factors. Previously, two TFs (PsWRKY
and PsMYB) were isolated from different organ of P. somniferum and P.bracteatum in our laboratory11. Moreover,
by utilizing the TRANSFAC and Softberry databases, several TATA-boxes were predicted, indicating that identi-
fied SSR is a TATA-box region, with high probability based on its location, which is close to the TSS. A number of
studies suggest that the basal level of gene expression is influenced by variations in the TATA-box sequence19–21. Estimating the effect of (AT)n and (A)n motif number variations on the expression level of
the CYP82Y1 and the MT1 genes. To understand the impact of detected SSR, which was detected in
the upstream region of CYP82Y1 in some ecotypes, on transcripts level, we checked gene expression level by
qRT-PCR. The transcript level of stem and leaf from P. somniferum ecotypes i.e. -‘Ps#3’, ‘Ps#6’, ‘Ps#7’, ‘Ps#9’
and ‘Ps#12’- and P. bracteatum just before anthesis stage were measured. In the selected ecotypes to perform
qRT-PCR, ‘Ps#3’, ‘Ps#7’ were picked up as an ecotypes having variation in the ATn motifs number and ‘Ps#6’,
‘Ps#9’ and ‘Ps#12’, which showed no variation. With respect to results shown in Fig. 3, presence of SSR has affected
expression of CYP82Y1 gene. 4). It is apparent from the figure that the amount of noscapine in P. bracteatum is
strikingly lower than all the ecotypes of P. somniferum. This species also showed a low rate of expression for both
determinative genes, CYP82Y1 and SDR1, in this pathway. g
p
y
Prior studies have noted the importance of the CYP82Y1 gene in the accumulation of noscapine, and as it is
the first committed enzyme in this route, the suppression of CYP82Y1 transcript levels are dramatically reduced
in the production of this agent12. Analysis of noscapine content revealed that the expression of this gene when it
is extreme, could influence noscapine production. In other words, according to Figs 3a and 4, when the transcript
level of this gene increase, subsequently, the amount of noscapine also peak and vice versa. For instance, ‘Ps#3’
and ‘Ps#12’ illustrated lowest and highest level in both transcript and metabolite content, respectively. However,
there is no such a relation between ecotypes showing intermediate expression of CYP82Y1 gene, suggesting that
in order to produce high amount of noscapine, high level expression of this gene is required. Evolution of the noscapine biosynthesis pathway in the Papaver genus as the only source of
noscapine in the Papaveraceae family. Noscapine is a precious compound with important pharma-
cological properties; therefore, this agent continues to draw considerable attention. Due to the occurrence of
two chiral centers in this molecule, the de novo chemical synthesis is hindered; hence, opium poppy is the only
commercial resource of noscapine8. Although this agent is substantially produced in P. somniferum, biosynthesis
in other Papaver genus like P. bracteatum occurs. However, the genes that govern this pathway in P. bracteatum
(which is known as Iranian poppy or Persian poppy) have not been reported. In this study, we analyzed sequence
reads obtained from transcriptome projects (accession Nos.; SRX096061, SRX039638). In silico assembly of genes
involved in this pathway such as; acetyltransferase (AT1), three cytochrome p450s (CYP82Y1, CYP719A21 and
CYP82X1), carboxylesterase (CXE1), tetrahydroxyprotoberberine Nmethyltransferase (TNMT), short-chain
dehydrogenase/reductase (SDR1) and O-methyltransferases (MT1), suggest that there were a close relationship
of noscapine biosynthesis genes in both species (Supplementary Table and Fig. S6(A and B)). We recognized
eight genes involved in noscapine biosynthesis pathway in Persian poppy transcriptome data (see Supplementary
data S8 to access full length of these identified genes). According to the quantitative real-time PCR results, remarkably, the expression rate
of the CYP82Y1 gene in ecotypes of ‘Ps#6’, ‘Ps#9’ and ‘Ps#12’, which did not show the variation in their promoter
region, was more than both ‘Ps#3’ and ‘Ps#7’. For instance, the expression of this gene in Ps#6 is about 2fold com-
pared to Ps# and 4fold compared to Ps#3 ecotype. y
In this study, we have also checked the expressions of MT1 and SDR1 as important genes in the noscapine
biosynthesis pathway. The transcript level of MT1 in P. bracteatum was higher than all of the ecotypes of P. som-
niferum (Fig. 3). This gene converts scoulerine to tetrahydrocolumbamine at high efficiency, and silencing of this SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 4 www.nature.com/scientificreports/ Figure 4. Amount of noscapine in stem tissue from collected ecotypes of P.somniferum (‘Ps#3’, ‘Ps#6’, ‘Ps#7’,
‘Ps#9’ and ‘Ps#12’) and P. bracteatum. Figure 4. Amount of noscapine in stem tissue from collected ecotypes of P.somniferum (‘Ps#3’, ‘Ps#6’, ‘Ps#7’,
‘Ps#9’ and ‘Ps#12’) and P. bracteatum. gene was associated with accumulation of scoulerine in the latex and capsule7. However, the high expression rate
of this gene is not related to noscapine content as after this step (conversion of scoulerine to tetrahydrocolum-
bamine) there are two branch points that are able to change the route of noscapine production to berberine or
tetrahydropalmatine. Moreover, the expression of this gene was approximately equal among the P. somniferum
ecotypes, where there was no variation in their promoter regions of this gene. Another important gene in this
pathway is short-chain reductase (SDR), which catalyses the final step of noscapine biosynthesis. The main func-
tion of this enzyme takes place in the laticifer and its trace in the noscapine pathway has been recently mani-
fested9. It should be noted that the expressions of all the studied genes except MT1 (which has been clarified
above) in the P. bracteatum was much lesser than the lowest ecotypes of P. somniferum. Measurement of nocapine content using HPLC. Noscapine content in the extracted latex from the
studied ecotypes was determined using the HPLC method. According to the HPLC results, the amount of noscap-
ine in the studied ecotypes were different. As we had assumed, the content of noscapine in the P. bracteatum was
less than the P. somniferum ecotypes. Noscapine content in the highest ecotype ‘Ps#12’ was 18-fold in comparison
to the lowest ecotype ‘Ps#3’ (Fig. In addition, for AT1, SDR1, CYP719A21, and CXE1,
whose functional motifs and residues had been analyzed7,12 were discussed. The results showed that these func-
tional features are present in identified amino acid sequences, which have been obtained from P. bracteatum. All
of the constructed phylogenic trees and alignments are shown and discussed in Supplementary Fig. S5(A–Z). Prior studies suggested that biosynthesis of this compound is confined to the members of the genus Papaver
(Papaveraceae)8; nevertheless, using phylogenetic analysis by the exploitation of the transcriptome data set, we
found that the enzymes involved in this pathway are likewise limited to this genus. It is to be noted that this anal-
ysis takes account of only P. bracteatum as a member of the Papaver genus whose Transcriptome data is available. Regarding the investigations, there is a functional motif, YPA(G/S)XXX(E/D)R, which is distinctly present in
the CYP82 family12,22; however, as far as alignment results are concerned, the motif of YPASXXXER is unique in
PsCYP82Y1 and PbCYP82Y1. A notable example is PsCYP82Y1, which displays a remarkable sequence identity Regarding the investigations, there is a functional motif, YPA(G/S)XXX(E/D)R, which is distinctly present in
the CYP82 family12,22; however, as far as alignment results are concerned, the motif of YPASXXXER is unique in
PsCYP82Y1 and PbCYP82Y1. A notable example is PsCYP82Y1, which displays a remarkable sequence identity SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 5 www.nature.com/scientificreports/ Figure 5. Unrooted neighbor-joining phylogenetic tree for selected CYP82s, constructed using MEGA 7
software. Bootstrap frequencies for each clade were based on 1,000 iterations (a). Comparison of substrate
recognition site across some CYP82s from Papaveraceae family. The red rectangle represents YPASXXXER
conserved motif that is present in PsCYP82Y1 and PbCYP82Y1 (b). Abbreviated species names are given
before gene identifiers for each protein related to CYP82Y1 are as follows: PbCYP82Y1, P. bracteatum
CYP82Y1; PsCYP82Y1, P. somniferum (AFB74617); NtCYP82E4v2, Nicotiana tabacum nicotine demethylase
(ABN42695.1); NtCYP82E3, N. tomentosiformis nicotine demethylase (ABM46919.1); PsCYP82N4, P. somniferum (L7X3S1.1); GmCYP82C1p, Glycine max cytochrome P450 (AAB94590.1); AlCYP82G1,
Arabidopsis lyrata DMNT/TMTT homoterpene synthase (XP_002885694.1); PsCYP82X1, P. somniferum
CYP82X1 (AFB74614); PbCYP82X1, P. bracteatum CYP82X1; AmCYP82Y1, Argemone Mexicana;
CmCYP82Y1, Chelidonium majus; CcCYP82Y1, Corydalis cheilanthifolia; EcCYP82Y1, Eschscholzia californica;
GfCYP82Y1, Glaucium flavum; ScCYP82Y1, Sanguinaria canadensis; SdCYP82Y1, Stylophorum diphyllum. Figure 5. Unrooted neighbor-joining phylogenetic tree for selected CYP82s, constructed using MEGA 7
software. Bootstrap frequencies for each clade were based on 1,000 iterations (a). Comparison of substrate
recognition site across some CYP82s from Papaveraceae family. The red rectangle represents YPASXXXER
conserved motif that is present in PsCYP82Y1 and PbCYP82Y1 (b). Abbreviated species names are given
before gene identifiers for each protein related to CYP82Y1 are as follows: PbCYP82Y1, P. bracteatum
CYP82Y1; PsCYP82Y1, P. somniferum (AFB74617); NtCYP82E4v2, Nicotiana tabacum nicotine demethylase
(ABN42695.1); NtCYP82E3, N. tomentosiformis nicotine demethylase (ABM46919.1); PsCYP82N4, P. somniferum (L7X3S1.1); GmCYP82C1p, Glycine max cytochrome P450 (AAB94590.1); AlCYP82G1,
Arabidopsis lyrata DMNT/TMTT homoterpene synthase (XP_002885694.1); PsCYP82X1, P. somniferum
CYP82X1 (AFB74614); PbCYP82X1, P. bracteatum CYP82X1; AmCYP82Y1, Argemone Mexicana;
CmCYP82Y1, Chelidonium majus; CcCYP82Y1, Corydalis cheilanthifolia; EcCYP82Y1, Eschscholzia californica;
GfCYP82Y1, Glaucium flavum; ScCYP82Y1, Sanguinaria canadensis; SdCYP82Y1, Stylophorum diphyllum. with PsCYP82N4 (53%), and accepts N-methylstylopine and N-methylcanadine as substrates. However, while
CYP82N4 converted both N-methylcanadine and N-methylstylopine at similar rates, PsCYP82Y1 converted
N-methylcanadine with higher efficiency than N-methylstylopine12,22. In the noscapine pathway, PsCYP82Y1
converts N-methylcanadine to 1-hydroxy-N-methylcanadine; this step is known as the first committed step in the
noscapine biosynthesis pathway. Admittedly, a high rate affinity of PsCYP82Y1 to this substrate would increase
the rate of noscapine production. The specific residues for alkaloid binding in PsCYP82N4 are Ile and Leu,
whereas the corresponding residues in PsCYP82Y1 are Leu and Ser. The mentioned motif is recognized in Fig. 5
among some CYP82s from some member of the Papaveraceae family. In the frame of this work, we also probed
to further identify the genes involved in this pathway from other genus of the Papaveraceae family; however, a
low identity in sequence (less than 30 percent sequence identity) was detected. This result demonstrates that these
genes are only in the Papaver genus and, therefore, as metabolome analysis proved, the production of noscapine
is limited to this genus8. In other words, in the other genus of the Papaveraceae family, orthologous noscapine
biosynthesis genes were not evolved. with PsCYP82N4 (53%), and accepts N-methylstylopine and N-methylcanadine as substrates. However, while
CYP82N4 converted both N-methylcanadine and N-methylstylopine at similar rates, PsCYP82Y1 converted
N-methylcanadine with higher efficiency than N-methylstylopine12,22. In the noscapine pathway, PsCYP82Y1
converts N-methylcanadine to 1-hydroxy-N-methylcanadine; this step is known as the first committed step in the
noscapine biosynthesis pathway. Admittedly, a high rate affinity of PsCYP82Y1 to this substrate would increase
the rate of noscapine production. The specific residues for alkaloid binding in PsCYP82N4 are Ile and Leu,
whereas the corresponding residues in PsCYP82Y1 are Leu and Ser. The mentioned motif is recognized in Fig. 5
among some CYP82s from some member of the Papaveraceae family. In the frame of this work, we also probed
to further identify the genes involved in this pathway from other genus of the Papaveraceae family; however, a
low identity in sequence (less than 30 percent sequence identity) was detected. This result demonstrates that these
genes are only in the Papaver genus and, therefore, as metabolome analysis proved, the production of noscapine
is limited to this genus8. In other words, in the other genus of the Papaveraceae family, orthologous noscapine
biosynthesis genes were not evolved. www.nature.com/scientificreports/ However, a high level of similarity was detected between the
promoter region of CYP82Y1 from the ‘Ps#12’ and the HN1 variety. Analysis of experimental results suggested
that there are differences in the number of detected SSRs in the collected ecotypes of P. somniferum. Moreover,
only two ecotypes, ‘Ps#3’ and ‘Ps#7’, exhibit the variation in the SSR region; while others demonstrated no signif-
icant differences with each other.h f
The given results of qRT-PCR revealed that the transcript level of CYP82Y1 in ecotypes, in which their SSR
region in the CYP82Y1 promoter region are similar to the HN1 variety, rather than the ecotypes which possess
variations in the SSR motif number. We realized that the variation of motif number in the SSR region in two
modes, either increases or decreases the motif number, seems to contribute to the decline in the rate of CYP82Y1
gene expression. Studies reported that the presence of variation in the SSR region, specially located in the pro-
moter region, could influence the gene expression, and this impact can be positive or negative. The details of this
process differ from organism to organism and from gene to gene13,14,16,23. In chickpea, for instance, the presence of
SSRs in the 5′UTR region of myo-inositol monophosphatase is associated with expression and metabolite content. Shorter repeats of the SSR in this case had shown two-fold expression in comparison to those that have longer
repeats14. On the other hand, Kumar and Bhatia have demonstrated that the increase in the motif number of the
same SSR in the 5′UTR region of tryptophan decarboxylase in Catharanthus roseus L. significantly enhances gene
expression16. In this work, the expression of the CYP82Y1 gene in ‘Ps#7’, which carried smaller repeats of SSR, was
up-regulated to three-folds in comparison to ‘Ps#3’, which had a longer repeat. This experiment was performed
in leaf and stem tissues, and we obtained the same results. It should be noted that this SSR is close to TSS (just
59 bp upstream of ATG codon) and its impact on gene expression is logical. However, detected insertion could
be a reason for the variation of gene expression. We assumed that because the SSR is near to TSS, this change
could influence gene expression rather than that of occurred in distal region. In other words, the (AT)n motif
is located in the proximal region, but insertion has occurred in the distal part of this promoter. www.nature.com/scientificreports/ somniferum by assisting with some known and unknown genes. This alkaloid accumulate in the cytoplasm or
latex and for this metabolite, P. somniferum is the only commercial source6,8.hf somniferum by assisting with some known and unknown genes. This alkaloid accumulate in the cytoplasm or
latex and for this metabolite, P. somniferum is the only commercial source6,8.hf f
y
This study examines the effect of variation in the promoter region and its impact on gene expression and
metabolite content as well as the evolution of the noscapine biosynthesis pathway. Some collected ecotypes of
P. somniferum and P. bracteatum were chosen for this study. The effect of geographical regions on metabolite
content and the SSR variation have been reported14,23. Several lines of evidence suggest that SSRs are distributed
non-randomly across transcribed regions of genomes24,25; however, UTRs harbor more SSRs than the coding
regions. In particular, 5′UTRs contain a great number of various SSRs that can regulate gene expression13,16. In
our study, two types of SSRs that were embedded into the CYP82Y1 [(AT)15] and the MT1 [(A)22] promoter
regions were detected. CYP82Y1 was known as a fine-tuning enzyme in the noscapine biosynthesis pathway
and a variation in its promoter region could influence differentiation in noscapine content as a final product in
this pathway12,16,17. Two other genes that could influence the accumulation of this compound are MT1, which is
responsible for the initiation of this pathway7, and SDR1, the catalyzing enzyme of the final step in this pathway9. Concrete evidence proved that all of these genes were certainly recruited for the production of noscapine and
by silencing each of them the production of this compound would be prevented7,8,12. The PCR assay, in order to
probe variation in the promoter region, demonstrated variation in two ecotypes (‘Ps#3’ and ‘Ps#7’) for CYP82Y1
(Fig. 1); in contrast, no significant polymorphism was detected for the motif located in the promoter region of
MT1 gene. Sequenced promoter region of these genes revealed that there are no significant differences between
these regions in ‘Ps#7’ and the HN1 variety. After attempts to isolate the promoter region of CYP82Y1 from ‘Ps#3’
and ‘Ps#7’, we found that this promoter is highly variable when compared with the presumed promoter region of
this gene. The isolated promoter region of CYP82Y1 from ‘Ps#7’ demonstrated that there are a fragment insertion
in the promoter region of CYP82Y1 in this ecotype. www.nature.com/scientificreports/ In this study, we
also measured the SDR1 transcript level. The SDR1, which catalyzes the final step of this pathway, forms an inte-
gral part in the accumulation of noscapine8,9. The expressions of CYP82Y1 and SDR1 in ‘Ps#12’ were more than
all the P. somniferum collected ecotypes; however, in ‘Ps#3’, these were the lowest. The measuring of noscapine
content revealed that the production of this compound in ‘Ps#12’ and ‘Ps#3’ is highest and lowest, respectively,
in comparison to other ecotypes. These results confirm that ‘Ps#12’ and ‘Ps#3’ not only are extremes in the tran-
script level of the CYP82Y1 gene but also are extreme in the noscapine content. Interestingly, the expression level
of the CYP82Y1 gene in two ecotypes, ‘Ps#3’ and ‘Ps#7’, was notably less than the rest of ecotypes. On the other
hand, intermediate ecotypes in the CYP82Y1 transcript abundance, such as ‘Ps#7’, ‘Ps#6’, and ‘Ps#9’ demonstrated
less relation with the noscapine content. A study conducted by Dang and Facchini showed that the Natasha and
Marianne chemotypes, which demonstrated high and low amount of noscapine, respectively, had high and low
expression of CYP82Y1 gene respectively. However, intermediate chemotypes, including Roxanne and Veronica,
had not depicted high relation between CYP82Y1 gene expression and noscapine amount 12. Therefore, it seems
that in order to determine an ecotype with high level of noscapine amount, the high expression of the CYP82Y1
gene is the rate limiting step in the production of noscapine compound. In other words, the high level expression
of CYP82Y1 gene is vital for higher noscapine production, although, CYP82Y1 enzyme is not the only factor in
determining the rate of noscapine production. g
p
p
Noscapine has a complicated pathway and its production occurs in three cell types. All characterized genes
and enzymes involved in the formation of (S)-reticuline, the central branch point intermediate in the biosynthesis
of most structural benzylisoquinoline alkaloid subgroups26, are localized in companion and sieve cells8. It seems
that the final conversion of the noscapine catalyst by CXE1 and SDR1 occurs in the latex-bearing laticifers of the
adjacent sieve elements8–10. In addition, it seems that the acetylation mechanism in this pathway plays a role in the
transportation of pathway intermediates10. The transportation mechanism of 3-O-acetylpapaveroxine, which is
transported from sieve elements to the laticifers, is unknown. SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 Discussion Noscapine is one of the first isolated alkaloids from opium poppy. It has long been used as a cough suppres-
sant, and more recently, it has been investigated as a potential anti-cancer drug. This agent is produced in P. SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 6 www.nature.com/scientificreports/ Material and Method Plant material, growth conditions and sample harvesting. In this experiment, 12 seeds of the P. somniferum L were used. Ecotypes of opium poppy were collected from different geographical regions of Iran (the
region of collected seeds are presented in Supplementary Table S9). These seeds were cultivated in a greenhouse
(Tehran University) at 20 °C/18 °C (light/ dark) with a photoperiod of (16 h days and 8 h night)34. For metabolite
and transcript analysis, 5 cm long shoot fragments were harvested immediately under flower bud from each plant
stem, 1 to 2 days before anthesis stage35. Microsatellite mining, DNA extraction and PCR. The Perl script MISA (http://pgrc.ipkgatersleben. de/misa/misa.html) was utilized to detection of SSRs scattered within the partial sequenced poppy genome,
which had recently been published. The given sequences had been cloned in Bacterial Artificial Chromosomes by
Winzer et al.; the promoter region of CYP82Y1 and MT1 genes in BAC179L19 (with accession no.: JQ659009.1)
and SDR1 in BAC193L09 (with accession no.: JQ659010.1). The parameters for the SSR search were deter-
mined as follows: the size of motif was 1–6 nucleotides and the minimum repeat unit was ten, six and three for
mononucleotides, dinucleotides, and all the higher order motifs, respectively, including tri-, tetra-, penta-, and
hexanucleotides. Primers were designed using Primer3 (v. 0.4.0) (http://frodo.wi.mit.edu) and analyzed by Oligo Analyzer
(http://eu.idtdna.com/site). Genomic DNA was extracted by the cetyl trimethyl ammonium bromide (CTAB)
method and used as the template in the PCR assays. The PCR cycle consisted of an initial denaturation at 95 °C
for 5 min followed by 35 cycles of 94 °C for 30 s, 58 °C for 30 s, and 72 °C for 25 s, followed by a final extension of
10 min at 72 °C. Differentiation of amplified samples checked by 1.5% agarose gel electrophoresis. Upstream isolation, cloning and sequencing. Ten genes involved in the noscapine biosynthesis path-
way had been cloned in four BACs. These BACs, GenBank accession nos. JQ659009 to JQ659012, were used
for primer designing and pair-wise alignments as a reference sequence. Subsequently, approximately 1,500 bp
upstream of the translation start site, for CYP82Y1, MT1, and SDR1, was isolated as a promoter region. It is
worthwhile that the designed primers cover a part of the first exon for the verification of the amplified region. www.nature.com/scientificreports/ Comparing both the transcript and the metabolite
levels of studied ecotypes suggested that the accumulation of noscapine in this plant depends on some factors
such as the expression of determinative genes, the trafficking of substrates, and the enzymes within the mentioned SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 7 www.nature.com/scientificreports/ cells, as well as other presently unknown factors. Further investigations on the transportation mechanism will
shed light on trafficking noscapine within opium poppy and the accumulation of this valuable compound3,10. gfi
g
p
p
p ppy
p
Our study on P. bracteatum as a member of the Papaver genus, on which lesser experiments related to noscap-
ine biosynthesis pathway have been performed, demonstrated that this member contains much less noscapine
than P. somniferum. The expression level of CYP82Y1 and SDR1 confirm metabolite studying results. In the
follow-up phase of this study, questions are raised about the production of noscapine in other members of the
Papaveraceae family. Our study, which included experimental and in silico methods, suggested that although the
known genes which participated in noscapine formation were extant in P. bracteatum, the expression of these
genes, mainly SDR1 and CYP82Y1, was lower than P. somniferum. It seems that the expression of these genes is
highly restricted by some factors such as their promoter architecture and the presence/absence of specific TFs. In the case of the other members, transcriptome and phylogenetic analyses for all noscapine biosynthesis genes
in the seven genera of the Papaveraceae family, whose transcriptome data are accessible on the Sequence Read
Archive (SRA) database, suggest that the genes involved in noscapine biosynthesis may not be expressed in these
genera or they are absent in the genome of these members. We analyzed the amino acid sequences of some CYP82
families and found that there were some changes in the sequences of these genes, which made PsCYP82Y1 a
specific enzyme for this pathway. A conserved motif (YPASXXXER) in the CYP82 families12,22 is present only
in PsCYP82Y1 and PbCYP82Y1. It is worth mentioning that the Papaver genus is merely the producer of this
valuable compound in the Papaveraceae family8. We assumed that this motif plays a critical role in this activity,
and eventually, in the formation of 1-hydroxy-N-methylcanadine, which is known as a first committed step in the
noscapine biosynthesis pathway. It also reported that the variation in this motif influences the affinity rate of this
enzyme to the substrate12. www.nature.com/scientificreports/ y
Growing the physically-linked clusters of genes for specialized metabolic pathways highlighted an intriguing
facet of a plant’s secondary metabolism27–29. Although it is a little difficult to reach a consensus on the evolution-
ary origin of these clusters, it seems that some factors contributed to the formation of gene clusters. Duplication
from primary metabolism genes, neofunctionalization, and transposable elements are the likely causes in this
process30–33. With regard to the transcriptome and metabolome data, noscapine and the 10 genes, which formed
the cluster, had been observed in only the Papaver genus and in none of the metabolite and transcripts in the
other genera and noscapine-free varieties7,9. We hypothesized that the trapping of an ancestral gene that other
genes derived from was the reason behind the confinement of the production of this compound in the Papaver
genus. This research has opened up many questions in need of future investigations. All these supposed phenom-
ena make the evolutionary Papaver genus the only source of noscapine in the Papaveraceae family and situate P. somniferum as a robust source of this valuable compound. Material and Method Detected SSRs embedded into sequenced genome introduced by Winzer et al., by running the Perl
script MISA (http://pgrc.ipkgatersleben.de/misa/misa.html). The first and second line, which are colored in red,
demonstrate the located SSRs in the promoter region of CYP82Y1 and MT1, respectively. liquid nitrogen. Thereupon, total RNA was extracted using RNeasy Plant Mini Kit (QIAGEN., Cat No.: 74904). Assessment of the extracted RNA integrity was performed by a NanoDrop spectrophotometer (BioTek, EPOCH,
serial 121004C, USA), and confirmed by agarose gel electrophoresis. The single strand cDNA synthesis was car-
ried out using HyperscriptTM Reverse Transcriptase (GeneAll Inc, South Korea Cat No.: 601–100) using 1 μg of
extracted RNA following the manufacturer’s instruction. To avoid the risk of amplifying possible contaminat-
ing genomic DNA, at least one of the primers in each pair was designed to spanning an exon-exon junction. This strategy was used for all three studied genes (i.e. CYP82Y1, MT1 and SDR1) (Supplementary Fig. S2-C1-3). Then, exclusivity performance of designed primers were checked using primer BLAST36 and after conducting the
PCR, specificity of the primer amplicons were further verified by gel-electrophoretic analysis (Supplementary
Fig. S2-C4). The qRT-PCR was performed using BioRad system with the fluorescent dye SYBR®Green Master
Mix 2× (Ampliqon, Denmark (Lot No.: A322701)). The qRT-PCR was run at 95 °C for 15 min, 35 cycles at 94 °C
30 s, 58 °C for 20, 72 °C for 15 s. After each run was completed, the dissociation curves were obtained by slowly
ramping up the temperature from 65 °C to 95 °C (0.5 °C increase per second) and fluorescence data verified a
good specificity of PCR products. Three technical replicates were performed for each sample. For quantifying
transcription levels, the reference actin (accession no.: EU531837) was used as an internal control. Cycle thresh-
olds (C(t)s) were analyzed using Livak method (2−ΔΔCt) and relative expression levels were calculated using
the Microsoft Excel software (Microsoft Office 2016). Primers are listed in Table 1. Noscapine content analysis and chromatographic conditions. Total alkaloid of opium poppy latex
were extracted from the latex and approximately 10 µL of exuded latex were re-suspended in 100% methanol for
2 h at room temperature to extract total alkaloid. Extracts were centrifuged for 10 min in 12000 rpm to pellet debris
and the supernatants were concentrated by negative pressure. Subsequently, pellets were re-suspended in 50 µL of
100% (v/v) methanol. Material and Method Promoter isolation was performed by the PCR cycle for each promoter region on the collected ecotypes as fol-
lowing program: initial denaturation at 95 °C for 5 min followed by 35 cycles of 94 °C for 30 s, 57 °C for 35 s, and
72 °C for 100 s, and final extension of 10 min at 72 °C. After validation via gel electrophoresis, amplified fragment
were purified by using the GenElute™ PCR clean-up Kit (Sigma-Aldrich., Cat No.: NA1020) according to the
manufacture’s instruction, and also cloned into pJET1.2/blunt vector (CloneJET PCR Cloning Kit, Fermentas Cat
No.: K1231) then subjected to sequencing. RNA extraction and quantitative real-time PCR. Stem and leaf (8–16 g) of P. somniferum ecotypes
including ‘Ps#3’, ‘Ps#7’, ‘Ps#6’, ‘Ps#9’ and ‘Ps#12’ ecotypes) and P. bracteatum were ground to a fine powder under SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 8 www.nature.com/scientificreports/ No. Defined Sequence length
Type
start
end
1
29
(AT)15
237540
237569
2
21
(A)22
355895
355916
3
43
(AT)22
360632
360675
4
19
(T)20
9780
9799
5
23
(T)24
37164
37187
6
33
(TA)17
51682
51715
7
63
(T)64
56838
56901
8
20
(CTTTTAG)3
60229
60249
9
19
(T)20
67811
67830
10
19
(T)20
82607
82626
11
19
(CTTTT)4
131094
131113
12
278
(TTC)93
168005
168283
13
25
(TA)13
213392
213417
14
20
(CAT)7
225030
225050
Table 2. Detected SSRs embedded into sequenced genome introduced by Winzer et al., by running the Perl
script MISA (http://pgrc.ipkgatersleben.de/misa/misa.html). The first and second line, which are colored in red,
demonstrate the located SSRs in the promoter region of CYP82Y1 and MT1, respectively. No. Defined Sequence length
Type
start
end
1
29
(AT)15
237540
237569
2
21
(A)22
355895
355916
3
43
(AT)22
360632
360675
4
19
(T)20
9780
9799
5
23
(T)24
37164
37187
6
33
(TA)17
51682
51715
7
63
(T)64
56838
56901
8
20
(CTTTTAG)3
60229
60249
9
19
(T)20
67811
67830
10
19
(T)20
82607
82626
11
19
(CTTTT)4
131094
131113
12
278
(TTC)93
168005
168283
13
25
(TA)13
213392
213417
14
20
(CAT)7
225030
225050 Table 2. Detected SSRs embedded into sequenced genome introduced by Winzer et al., by running the Perl
script MISA (http://pgrc.ipkgatersleben.de/misa/misa.html). The first and second line, which are colored in red,
demonstrate the located SSRs in the promoter region of CYP82Y1 and MT1, respectively. Table 2. Material and Method Noscapine content was determined by using an AZURA high performance liquid chroma-
tography (HPLC) System (KNAUER, Berlin, Germany), diode array detector (DAD 2.1 L), on a Perfectsil® Target
ODS-3, 250 mm × 4.6 mm column (5 μm particle size) (MZ-Analysentechnik, Mainz, Germany) with flow rate of
1 mL/min. Chromatographic data were recorded and analyzed by using ClarityChrom® (V. 6.1.0) software. The
program was conducted with minor modification based on established method37. Separation was achieved using a
gradient of solvent A [98% (v/v) H2O: 2% (v/v) acetonitrile: 0.04% (v/v) H3PO4] and solvent B [98% (v/v) acetoni-
trile: 2% (v/v) H2O: 0.04% (v/v) H3PO4]. Chromatography was initiated in 90% solvent A for 2 min. Subsequently,
the gradient was increased to 35% solvent B after 10 min, then increased to 80% solvent B over 5 min.it t
Noscapine (Temad, Tehran, Iran) quantification were performed using Excel Analysis Tool Pack (Microsoft
Office 2016). The calibration curve was constructed based on five different concentrations of noscapine i.e. 5, 12.5,
25, 50 and 60 ug/ml with the following regression equation: y = 150.07 × −28.13. The correlation coefficient (R2)
was 0.99 for the data sets. Three replications per each sample were injected into the HPLC system. Sequence relatedness and evolutionary study of noscapine biosynthesis pathway genes in the
Papaveraceae family. Reads sequences from 127 transcriptome sequencing projects of some Papaveraceae
members, including P. bractatum A. mexicana, C. majus, C. cheilanthifolia, E. californica, G. flavum, S. canadensis,
S. diphyllum were downloaded (http://www.ncbi.nlm.nih.gov/sra/). Afterward, Reads that had high similarity
with noscapine biosynthesis pathway genes, i.e. acetyltransferase (AT1), three cytochrome p450s (CYP82Y1,
CYP719A21 and CYP82X1), carboxylesterase (CXE1), tetrahydroxyprotoberberine Nmethyltransferase
(TNMT), short-chain dehydrogenase/reductase (SDR1) and O-methyltransferases (MT1), were selected using
the offline BLASTN 2.6.0 software38, and were used to build up consensus sequences. Then, the Read sequences
were assembled with the “align-then assemble” strategy employing the Codon Code Aligner v. 5. 0.1. Program SCIenTIFIC Reports | (2018) 8:4973 | DOI:10.1038/s41598-018-23351-0 9 www.nature.com/scientificreports/ (http://www.codoncode.com/aligner/). Then consensus sequences for each group of Reads were created. ORF of
each selected sequence was discovered by using the BioEdit software version 7.0.4.139. q
y
gt
Protein Blast was run in order to obtain the proteins that were similar in the amino acid sequence with the
query proteins. Meanwhile, multiple-sequence alignment was performed using the web-based Clustal Omega
program. Material and Method The Molecular Evolutionary Genetic Analysis (MEGA) software version 7.0.14 (MEGA, PA, USA) was
used in order to implement the maximum likelihood method and, subsequently, the phylogeny tree was con-
structed using the neighbour-joining (NJ) tree reconstruction method. Bootstrap analysis was performed for each
clade based on 1,000 replicates to evaluate the statistical significance of phylogenetic tree nodes. The graphical
manipulations of aligned sequences were visualized by using the Sequence Manipulation Suite–Multiple Align
Show (http://bioinformatics.org/sms). References
k Short‐chain dehydrogenase/reductase catalyzing the final step of noscapine biosynthesis is localized to
laticifers in opium poppy. The Plant Journal 77, 173–184, https://doi.org/10.1111/tpj.12379 (2014). p
p ppyh
p
g
pj
10. Dang, T.-T. T., Chen, X. & Facchini, P. J. Acetylation serves as a protective group in noscapine biosynthesis in opium poppy. Nature
chemical biology 11, 104–106, https://doi.org/10.1038/nchembio.1717 (2015).i h
10. Dang, T.-T. T., Chen, X. & Facchini, P. J. Acetylation serves as a protective group in noscapine biosynthesis in opium poppy. Nature
chemical biology 11, 104–106, https://doi.org/10.1038/nchembio.1717 (2015).i gy
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11. Kakeshpour, T., Nayebi, S., Monfared, S. R., Moieni, A. & Karimzadeh, G. Identification and expression analyses of MYB and WRKY
transcription factor genes in Papaver somniferum L. Physiology and Molecular Biology of Plants 21, 465–478, https://doi.org/10.1007/
s12298-015-0325-z (2015). (
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12. Dang, T.-T. T. & Facchini, P. J. CYP82Y1 is N-methylcanadine 1-hydroxylase, a key noscapine biosynthetic enzyme in opium po
Journal of Biological Chemistry 289, 2013–2026, https://doi.org/10.1074/jbc.M113.505099 (2014). f
g
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j
3. Sawaya, S. et al. Microsatellite tandem repeats are abundant in human promoters and are associated with regulatory elements. PloS
one 8, e54710, https://doi.org/10.1371/journal.pone.0054710 (2013). p
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14. Joshi-Saha, A. & Reddy, K. S. Repeat length variation in the 5′UTR of myo-inositol monophosphatase gene is related to phytic acid
content and contributes to drought tolerance in chickpea (Cicer arietinum L.). Journal of experimental botany 66, https://doi. org/10.1093/jxb/erv156 (2015). o g/ 0. 093/j b/e v 56 ( 0 5). 5. Zhang, H. et al. A fragment substitution in the promoter of CsHDZIV11/CsGL3 is responsible for fruit spine density in cucumbe
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l b 8. Zhang, Z., Schwartz, S., Wagner, L. & Miller, W. Additional Information Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-018-23351-0. Competing Interests: The authors declare no competing interests. Competing Interests: The authors declare no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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English
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The Circ_0001367/miR-545-3p/LUZP1 Axis Regulates Cell Proliferation, Migration and Invasion in Glioma Cells
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Frontiers in oncology
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Keywords: circRNA, hsa_circ_0001367, miR-545-3p, LUZP1, glioma Edited by: Glioma is the most common primary intracranial malignant tumour in adults. It has a high
incidence and poses a serious threat to human health. Circular RNA is a hotspot of cancer
research. In this study, we aimed to explore the role of circ_0001367 in gliomagenesis and
the underlying mechanism. First, qRT-PCR was conducted, which showed that
circ_0001367 level was downregulated in glioma tissues and cells. Next, gain-of-
function and loss-of-function assays were performed, which indicated that
circ_0001367 inhibited the proliferation, migration and invasion of glioma cells. Subsequent bioinformatics analysis, dual-luciferase reporter assays, RNA
immunoprecipitation assays and cell function assays demonstrated that circ_0001367
inhibited the proliferation, migration and invasion of glioma cells by absorbing miR-545-3p
and thereby regulating the expression of leucine zipper protein (LUZP1). Finally, an in vivo
experiment was conducted, which demonstrated that circ_0001367 inhibited glioma
growth in vivo by modulating miR-545-3p and LUZP1. Taken together, the results of this
study demonstrate that the circ_0001367/miR-545-3p/LUZP1 axis may be a novel target
for glioma therapy. Reviewed by:
Hailin Zhao,
Imperial College London,
United Kingdom
Bruce A. Shapiro,
National Cancer Institute at Frederick,
United States
*Correspondence:
Li Zhang
lizhang@suda.edu.cn
Jun Dong
dongjun@suda.edu.cn
†These authors have contributed
equally to this work Reviewed by:
Hailin Zhao,
Imperial College London,
United Kingdom
Bruce A. Shapiro,
National Cancer Institute at Frederick,
United States Reviewed by:
Hailin Zhao,
Imperial College London,
United Kingdom
Bruce A. Shapiro,
National Cancer Institute at Frederick,
United States *Correspondence:
Li Zhang
lizhang@suda.edu.cn
Jun Dong
dongjun@suda.edu.cn *Correspondence:
Li Zhang
lizhang@suda.edu.cn
Jun Dong
dongjun@suda.edu.cn †These authors have contributed
equally to this work Specialty section:
This article was submitted to
Neuro-Oncology and
Neurosurgical Oncology,
a section of the journal
Frontiers in Oncology
Received: 22 September 2021
Accepted: 01 November 2021
Published: 18 November 2021 Specialty section:
This article was submitted to
Neuro-Oncology and
Neurosurgical Oncology,
a section of the journal
Frontiers in Oncology The Circ_0001367/miR-545-3p/LUZP1
Axis Regulates Cell Proliferation,
Migration and Invasion
in Glioma Cells Xuchen Dong 1,2†, Peng Zhang 1,3†, Liang Liu 1†, Haoran Li 1, Shan Cheng 1, Suwen Li 1,
Yuan Wang 4, Chaonan Zheng 4, Jun Dong 1* and Li Zhang 4* 1 Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China, 2 Medical College of
Soochow University, Suzhou, China, 3 Department of Neurosurgery, Rugao Hospital Affiliated to Nantong University,
Nantong, China, 4 College of Pharmaceutical Sciences, Soochow University, Suzhou, China INTRODUCTION Glioma, which originates from the malignant transformation of glial cells, is one of the most
common primary intracranial malignant tumors in adults (1, 2). It has a high incidence and poses a
serious threat to human health. According to the pathological characteristics of gliomas, the World
Health Organization (WHO) classifies gliomas into four grades (I, II, III and IV) (3). Almost all
glioma patients diagnosed with high-grade glioma (HGG, comprising grades III and IV) experience
recurrence after surgical resection, and the median survival time of HGG patients is only 30~39
weeks (4). Although advances have been made in surgical resection, radiotherapy, chemotherapy
and targeted therapy in recent decades, the therapeutic effects of glioma treatment, especially
glioblastoma treatment, remain unsatisfactory (5). To improve the efficacy of glioma treatment, a
greater understanding of the molecular mechanisms of gliomagenesis is urgently needed. Edited by:
Kamalakannan Palanichamy,
The Ohio State University,
United States ORIGINAL RESEARCH
published: 18 November 2021
doi: 10.3389/fonc.2021.781471 Cell Culture and Transfection Human normal astrocytes were purchased from Jennio
Biological Technology (Guangzhou, China). Human glioma
cell lines U87, LN229, U251 and T98G were purchased from
Procell (Wuhan, China). All the cell lines were cultured in
Dulbecco’s modified Eagle’s medium containing 10% fetal
bovine serum (FBS, Gibco, USA). The cell lines were
maintained in a humidified incubator (37°C and 5% CO2). Small interfering RNA (siRNA), miR-545-3p mimic, miR-545-
3p inhibitor, overexpression plasmid (full-length sequence of
circ_0001367 was cloned into pGL3-Basic Vector) and the
corresponding negative controls used in this study were all
synthesized by GenePharma (Shanghai, China). Once the cells
reached approximately 80% confluence, they were transfected
with synthesized oligonucleotides using Lipofectamine 3000
(Invitrogen, USA) according to the manufacturer’s protocol. Western Blot Total protein was extracted from cells with the Total Protein
Extraction Kit (KeyGEN BioTECH, Shanghai, China). Protein
concentration was determined with the BCA Protein Assay Kit
(KeyGEN BioTECH, Shanghai, China). Then, the proteins were
separated by 10% SDS-PAGE and transferred to nitrocellulose
membranes. After being blocked with blocking buffer for 10 min,
the membranes were incubated with primary antibodies against
LUZP1 (Proteintech, USA) and GAPDH (Proteintech, USA)
overnight at 4°C. The membranes were then incubated with
horseradish peroxidase-conjugated secondary antibody at room
temperature for 1 h. Image Quant LAS (GE, USA) was used for
signal detection. Quantitative Real-Time Polymerase
Chain Reaction (qRT-PCR) Total RNA was isolated from tissues and cells by using TRIzol
(Invitrogen, USA). RNA was reverse transcribed into complementary
DNA with the First Strand cDNA Synthesis Kit (MBI, Canada). SYBR
Green Master Mix II (Takara, Japan) and the ABI 7900 system
(Applied Biosystems, USA) were used to conduct qRT-PCR
according to the manufacturers’ protocols. GAPDH and U6 were
used as controls. The expression level of targets was determined by
2−DDCt method. The following primers used in this study. Circ_0001367, 5′-TGG GTC TAT CGT GCC GTT GA-3′ (forward)
and 5′-GGA CAT CAT TTC ATT CCC AAG TA-3′ (reverse); miR-
545-3p, 5′-TGG CTC AGT TCA GCA GGA AC-3′ (forward) and 5′-
TGG TGT CGT GGA GTCG-3′ (reverse); LUZP1, 5′-ATG GCC
GAA TTT ACA AGC TAC-3′ (forward) and 5′-TCA GTT CTC CTC
AGC ACA GG-3′ (reverse); GAPDH, 5′-CAT CAC TGC CAC CC
AG-3′ (forward) and 5′-ATG CCAG TGA GCT TC CC-3′ (reverse);
U6, 5′-CTC GCT TCG GCA GCA CA-3′ (forward) and 5′-AAC GCT
TCA CGA ATT TGC GT-3′ (reverse). MicroRNAs (miRNAs) are a class of endogenous non-coding
RNAs that regulate gene expression by mediating post-
transcriptional silencing (16, 17). MiRNAs are widely involved
in cell proliferation, cell differentiation, immune responses and
other processes, and increasing evidence shows that miRNAs are
important regulatory factors in disease progression (18, 19). Recent studies suggest that miRNAs can serve as targets of
circRNAs and thereby participate in regulating cancer
progression (20). An analysis via an online database (starBase,
http://starbase.sysu.edu.cn/index.php) indicated that miR-545-
3p may be a target of hsa_circ_0001367; however, the regulatory
network containing miR-545-3p and hsa_circ_0001367 has not
been reported. Leucine zipper protein (LUZP1), predominantly expressed in
brain, is reportedly involved in many diseases (21–23); however,
its role in glioma remains unknown. Data from starBase indicate
that the 3’-untranslated regions (3’-UTRs) of LUZP1 contain
binding sites of miR-545-3p. In this study, we detected and
correlated the expression of hsa_circ_0001367, miR-545-3p and
LUZP1 in glioma tissues and cell lines. Moreover, function assays
were performed to explore the mechanisms underlying the roles
of hsa_circ-0001367/miR-545-3p/LUZP1 in gliomagenesis. Citation: Dong X, Zhang P, Liu L, Li H, Cheng S,
Li S, Wang Y, Zheng C, Dong J and
Zhang L (2021) The Circ_0001367/
miR-545-3p/LUZP1 Axis Regulates
Cell Proliferation, Migration and
Invasion in Glioma Cells. Front. Oncol. 11:781471. doi: 10.3389/fonc.2021.781471 November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org Dong et al. circ_0001367 Inhibit Glioma Progress excision. Written informed consent was obtained from all the
glioma patients who participated in this study. Circular RNAs (circRNAs) are a kind of non-coding RNA
that are widespread in mammals and exhibit a circular structure
formed by covalent bonds (6, 7). Researchers formerly
considered circRNAs to be junk RNAs that do not play roles
in regulating biological activities (8, 9). However, support for the
competing endogenous RNA (ceRNA) hypothesis proposed by
Pandolfiet al. overturned this conventional view, and an
increasing number of biological functions of circRNAs are
gradually being explored (10). The circRNAs involved in
human disease progression mainly exert their regulatory roles
through the following six mechanisms: 1) by acting as sponges or
traps of microRNA (miRNA); 2) by acting as sponges or traps of
protein; 3) by affecting the transcription of downstream genes;
4) by affecting the variable splicing of target genes; 5) by
regulating the translation function of target proteins; and 6) by
participating in the epigenetic modification of target genes or
proteins (11, 12). Numerous studies have reported that circRNAs
play important roles in glioma. Liu et al. showed that circHIPK3
promotes glioma progression by targeting miR-124 (13), and
Lou et al. reported that CDR1as inhibits gliomagenesis by
disrupting the p53/MDM2 complex (14). Furthermore, Yang
et al. reported that circ-FBXW7 encodes a functional protein to
regulate glioma progression (15). However, the potential role of
hsa_circ_0001367, a novel circRNA located on chromosome 3
(q27.1), in glioma has not been fully studied. Patient Enrollment Glioma tissues and samples of corresponding adjacent normal
brain tissue (36 paired samples) were obtained from patients
diagnosed with glioma and admitted to Soochow University. The tissues were stored in liquid nitrogen immediately after 5-Ethynyl-20-Deoxyuridine (EdU) Assay y y
y
(
)
y
EdU assays were performed by using the EdU Cell Proliferation
Kit with Alexa Fluor 488 (Beyotime, Shanghai, China). Cells were
incubated with culture medium and EdU labelled for 4 h. After
being fixed with anhydrous ethanol and treated with Triton-X-
100, the cells were incubated with reaction buffer for 30 min and
stained with DAPI for 5 min in darkness. The number of EdU-
positive cells was measured with a fluorescence microscope
(Olympus, Japan). RNase R Treatment After being isolated from LN229 and T98G cells, total RNA was
incubated with RNase R or the mock treatment for 30 min (37°C). Then, the expression of circ_0001367 and GAPDH was
determined by qRT-PCR (24). After being isolated from LN229 and T98G cells, total RNA was
incubated with RNase R or the mock treatment for 30 min (37°C). Then, the expression of circ_0001367 and GAPDH was
determined by qRT-PCR (24). Actinomycin D Assay
Actinomycin D (2 mg/ml, APExBIO, USA) was added to culture
medium to culture LN229 and T98G cells for 24 h. Next, the cells
were harvested, and their expression of circ_0001367 and
GAPDH was determined by qRT-PCR (24). Dual-Luciferase Reporter Assay The wild-type (WT) and mutant (MUT) sequences of circ_0001367
and miR-545-3p were synthesized and inserted into pmirGLO November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org 2 Dong et al. circ_0001367 Inhibit Glioma Progress vectors. Next, LN229 and T98G cells were transfected with miR-
545-3p mimic or NC mimic along with WT or MUT reporter
plasmids by using Lipofectamine 3000 (Invitrogen, USA). After 48
h, the luciferase activity was determined by the Dual-Luciferase
Reporter Assay (Promega, USA). assay was conducted following the same steps described above for
the migration assay except that the chambers were precoated with
Matrigel (BD Biosciences, USA). Hsa_circ_0001367 Inhibits the
Proliferation, Migration and Invasion
of Glioma Cells To explore the role of circ_0001367 in gliomagenesis,
circ_0001367 was upregulated or knocked down in LN229 and
T98G cells by transfecting the cells with overexpression plasmid or
small interfering RNA (siRNA). The transfection efficiency was
verified by qRT-PCR (Figures S1A, B). MTT assays and EdU
assays demonstrated that circ_0001367 overexpression obviously
suppressed the proliferation of glioma cells. In contrast, the
proliferation capacity of glioma cells was markedly promoted in
circ_0001367-knockdown groups (Figures 2A–F). Furthermore,
Transwell assays were performed to assess the effects of
circ_0001367 on the migration and invasion of glioma cells. We Tumor Xenograft Experiment g
Nude mice aged 4-5 weeks were obtained from Shanghai SLAC
Laboratory Animal Company (Shanghai, China). Stable cell lines
LN229 overexpressing circ_0001367 or corresponding negative
control were administered into the dorsal surface of the mice
shoulder. Three weeks later, the tumors formed in the mice were
excised. Tumor volume and weight were determined (volume =
0.5 ×length×width2). In addition, the expression of
circ_0001367, miR-545-3p and LUZP1 was determined by
qRT-PCR, western blot or immunohistochemistry staining. Terminal Deoxynucleotidyl Transferase
dUTP Nick End Labeling (TUNEL) Staining
TUNEL staining was conducted by using the TUNEL Assay Kit
(Beyotime, Shanghai, China). Cells were fixed with anhydrous
ethanol and washed three times with PBS. Next, the cells were
successively treated with Triton-X-100, terminal deoxynucleotide
transferase (TdT), streptavidin HRP solution and DAB substrate
according to the manufacturer’s protocol. The results were
evaluated via microscope (Nikon, Japan). Terminal Deoxynucleotidyl Transferase
dUTP Nick End Labeling (TUNEL) Staining
TUNEL staining was conducted by using the TUNEL Assay Kit
(Beyotime, Shanghai, China). Cells were fixed with anhydrous
ethanol and washed three times with PBS. Next, the cells were
successively treated with Triton-X-100, terminal deoxynucleotide
transferase (TdT), streptavidin HRP solution and DAB substrate
according to the manufacturer’s protocol. The results were
evaluated via microscope (Nikon, Japan). Hsa_circ_0001367 Was Downregulated
in Glioma qRT-PCR was used to measure circ_0001367 in the clinical
samples. As shown in Figure 1A, circ_0001367 was significantly
downregulated in glioma tissues compared with adjacent normal
brain tissues (ANTs). To determine whether circ_0001367
expression was associated with clinical features, Kaplan-Meier
analysis was performed. The results indicated that patients in the
low circ_0001367-expression group had a shorter survival time
than those in the high-expression group (Figure 1B). In addition,
we detected circ_0001367 expression in glioma cell lines and found
that circ_0001367 was obviously downregulated in glioma cell lines
compared with NAs (Figure 1C). RNase R digestion demonstrated
that circ_0001367 was resistant to RNase R (Figure 1D). In
addition, actinomycin D treatment showed that the circular
structure of circ_0001367 was stable (Figure 1E). These findings
suggested that circ_0001367 is involved in gliomagenesis. 3-(4,5-Dimethylthiazol-2-yl)-2,5-
Diphenyltetrazolium Bromide (MTT) Assay
MTT assays were performed with an MTT kit (Beyotime,
Shanghai, China). Cells were incubated with MTT solution (20
µl, 5 mg/ml) for 0, 24, 48 or 72 h. Then, dimethyl sulfoxide
(DMSO, 4% 200 µl, Beyotime, Shanghai, China) was added to the
cells. The absorbance at 490 nm was then determined with a
microplate reader (Bio-Tek, Germany). Statistical Analysis Statistical Analysis
The results of this study are presented as the mean ± standard
deviation. SPSS software 19.0 (SPSS, USA) was used for statistical
analysis. Student’s t-test was used for comparisons between
groups. P <0.05 was considered statistically significant. Transwell Assay y
Cells were suspended in FBS-free culture medium (200 ml) and
added to the upper chamber of Transwell inserts (Millipore,
Germany). Medium (500 ml) containing 10% FBS was added to
the lower chamber. After incubation in a humidified incubator
(37°C and 5% CO2) for 24 h, the non-migrated cells in the upper
chamber were wiped with a wet cotton swab. The remaining cells
were fixed in anhydrous ethanol and stained with 0.5% crystal
violet. After being washed with PBS, the stained cells were imaged
and counted under a microscope (Nikon, Japan). The invasion November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org 3 Dong et al. circ_0001367 Inhibit Glioma Progress A
B
D
E
C
FIGURE 1 | Hsa_circ_0001367 was downregulated in glioma. (A) Expression of hsa_circ_0001367 in glioma tissues and adjacent non-neoplastic tissues (ANTs)
detected by qRT-PCR. (B) Survival was compared between patients with high and low levels of hsa_circ_0001367 by Kaplan-Meier analysis. (C) Expression of
hsa_circ_0001367 in glioma cell lines and normal human astrocytes (NHAs). (D) Expression of hsa_circ_0001367 and GAPDH in T98G and LN229 cells treated with
RNase R or the mock treatment. (E) Expression of hsa_circ_0001367 and GAPDH in T98G and LN229 treated with Actinomycin D (Act D) or Mock. **P < 0.01. A B
C B D E D E E FIGURE 1 | Hsa_circ_0001367 was downregulated in glioma. (A) Expression of hsa_circ_0001367 in glioma tissues and adjacent non-neoplastic tissues (ANTs)
detected by qRT-PCR. (B) Survival was compared between patients with high and low levels of hsa_circ_0001367 by Kaplan-Meier analysis. (C) Expression of
hsa_circ_0001367 in glioma cell lines and normal human astrocytes (NHAs). (D) Expression of hsa_circ_0001367 and GAPDH in T98G and LN229 cells treated with
RNase R or the mock treatment. (E) Expression of hsa_circ_0001367 and GAPDH in T98G and LN229 treated with Actinomycin D (Act D) or Mock. **P < 0.01. A
B
D
E
F
G
H
C
FIGURE 2 | Hsa_circ_0001367 inhibits the proliferation, migration and invasion of glioma cells. (A–D) The effect of circ_0001367 on cell viability in T98G and LN229
cells was assessed with MTT assays. (E, F) EdU assays were used to evaluate the effect of circ_0001367 on the proliferation of T98G and LN229 cells. (G, H)
Transwell assays were performed to analyse the effects of circ_0001367 on the migration and invasion of T98G and LN229 cells. *P < 0.05, **P < 0.01. Hsa_circ_0001367 Act as a Sponge of
miR-545-3p The data obtained from starBase showed the presence of binding
sites between circ_0001367 and miR-545-3p (Figure 3A). The
luciferase reporter assay indicated that miR-545-3p was able to
obviously reduce the luciferase activity of circ_0001367-WT
cells; however, it had no pronounced effect in the
circ_0001367-MUT group (Figure 3B). Furthermore, RIP
assay verified that circ_0001367 and miR-545-3p were
enriched in the anti-Ago2 group (Figures 3C, D). Next, we
detected the expression of miR-545-3p in glioma tissues and cell
lines. The results showed that miR-545-3p was upregulated in
glioma tissues and cell lines compared with ANTs and NAs,
respectively (Figures 3E, F). We also detected the level of miR-
545-3p in circ_0001367-overexpression LN229 and T98G cells. The results demonstrated that miR-545-3p was downregulated
when circ_0001367 was overexpressed (Figure 3G). These
findings suggest that circ_0001367 acts as a sponge of miR-
545-3p. LUZP1 Is the Direct Target of miR-545-3p
The data from starBase indicated that the 3’-UTR of LUZP1
contains sites that can bind to miR-545-3p (Figure 5A). The
luciferase reporter assay indicated that miR-545-3p could reduce
the luciferase activity of LUZP1-WT cells much more than that
of LUZP1-MUT cells (Figure 5B). By searching the online
database GEPIA, we found that LUZP1 was downregulated in
glioma tissues (Figure 5C). Next, we detected LUZP1 expression
in clinical samples by qRT-PCR. The results demonstrated that
LUZP1 was downregulated in glioma tissues compared with
ANTs (Figure 5D). Consistent with this finding, LUZP1 was
downregulated in LN229 and T98G cells compared with NAs
(Figures 5E, F). Furthermore, we detected LUZP1 expression in
the cell models we constructed previously. qRT-PCR and western
blot indicated that hsa_circ_0001367 overexpression could
promote expression of LUZP1, meanwhile, miR-545-3p mimic
could suppress expression of LUZP1 (Figures 5G–J). These
findings indicate that LUZP1 is the direct target of miR-545-3p. Hsa_circ_0001367 Suppresses Glioma
Progression by Absorbing miR-545-3p To investigate whether circ_0001367 exerts its function in LN229
and T98G cells by sponging miR-545-3p, function assays were A
B
D
E
F
G
C
FIGURE 3 | Hsa_circ_0001367 act as a sponge of miR-545-3p. (A) The binding sites between hsa_circ_0001367 and miR-545-3p. (B) Dual-luciferase reporter
assay showed that miR-545-3p could more greatly decrease the luciferase activity of circ_0001367-WT than circ_0001367-MUT. (C, D) RIP assay was performed to
verify the relationship between circ_0001367 and miR-545-3p. (E) qRT-PCR was used to detect the expression of miR-545-3p in clinical samples. Transwell Assay A
B
D
E
F
C F H H G
H H FIGURE 2 | Hsa_circ_0001367 inhibits the proliferation, migration and invasion of glioma cells. (A–D) The effect of circ_0001367 on cell viability in T98G and LN229
cells was assessed with MTT assays. (E, F) EdU assays were used to evaluate the effect of circ_0001367 on the proliferation of T98G and LN229 cells. (G, H)
Transwell assays were performed to analyse the effects of circ_0001367 on the migration and invasion of T98G and LN229 cells. *P < 0.05, **P < 0.01. November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org circ_0001367 Inhibit Glioma Progress Dong et al. conducted. The transfection efficiency of circ_0001367-
overexpression plasmid and miR-545-3p mimics was verified
by qRT-PCR (Figure S1C). The MTT assays and EdU assays
demonstrated that circ_0001367 overexpression obviously
decreased the proliferation of glioma cells and that this
inhibitory effect could be reversed by miR-545-3p mimic
(Figures 4A–D). Similarly, the Transwell assays showed that
miR-545-3p mimic could reverse the inhibition of migration and
invasion caused by circ_0001367 overexpression (Figures 4E, F). These results suggest that circ_0001367 suppresses the
proliferation, migration and invasion of glioma cells by
absorbing miR-545-3p. found that circ_0001367 overexpression significantly inhibited the
migration and invasion ability of glioma cells, whereas
circ_0001367 knockdown markedly enhanced the migration and
invasion of glioma cells (Figures 2G, H). Taken together, these
results suggest that circ_0001367 inhibits the proliferation,
migration and invasion of glioma cells in vitro. Hsa_circ_0001367 Act as a Sponge of
miR-545-3p (F) qRT-PCR was
used to detect the expression of miR-545-3p in NHAs and glioma cell lines. (G) The expression of miR-545-3p in T98G and LN229 cells transfected with
circ_0001367 plasmid was detected by qRT-PCR. **P < 0.01. B
C A D
E F
G D FIGURE 3 | Hsa_circ_0001367 act as a sponge of miR-545-3p. (A) The binding sites between hsa_circ_0001367 and miR-545-3p. (B) Dual-luciferase reporter
assay showed that miR-545-3p could more greatly decrease the luciferase activity of circ_0001367-WT than circ_0001367-MUT. (C, D) RIP assay was performed to
verify the relationship between circ_0001367 and miR-545-3p. (E) qRT-PCR was used to detect the expression of miR-545-3p in clinical samples. (F) qRT-PCR was
used to detect the expression of miR-545-3p in NHAs and glioma cell lines. (G) The expression of miR-545-3p in T98G and LN229 cells transfected with
circ_0001367 plasmid was detected by qRT-PCR. **P < 0.01. November 2021 | Volume 11 | Article 781471 5 Frontiers in Oncology | www.frontiersin.org Dong et al. circ_0001367 Inhibit Glioma Progress A
B
D
E
F
C
FIGURE 4 | Hsa_circ_0001367 suppresses glioma progression by absorbing miR-545-3p. (A, B) Cell proliferation was investigated by MTT assay after transfection. (C, D) Cell proliferation was tested by EdU assay after transfection. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of T98G
and LN229 cells after transfection. *P < 0.05, **P < 0.01. E
F F F FIGURE 4 | Hsa_circ_0001367 suppresses glioma progression by absorbing miR-545-3p. (A, B) Cell proliferation was investigated by MTT assay after transfection. (C, D) Cell proliferation was tested by EdU assay after transfection. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of T98G
and LN229 cells after transfection. *P < 0.05, **P < 0.01. A
B
D
E
F
G
I
H
J
C
FIGURE 5 | LUZP1 is the direct target of miR-545-3p. (A) The binding sites of miR-545-3p and LUZP1 predicted by starBase. (B) The relative luciferase activity in
T98G and LN229 cells was detected by dual-luciferase reporter assay. (C) The expression of LUZP1 in the public database (GEPIA). (D) The expression of LUZP1 in
clinical samples detected by qRT-PCR. (E, F) The expression of LUZP1 in glioma cell lines detected by qRT-PCR and western blot. (G, H) LUZP1 expression in
T98G and LN229 which transfected with miR-NC or miR-545-3p detected by qRT-PCR and western blot. Hsa_circ_0001367 Act as a Sponge of
miR-545-3p (I, J) LUZP1 expression in T98G and LN229 cells
transfected with vector, circ_0001367, circ_0001367+miR-NC or circ_0001367+miR-545-3p was detected by qRT-PCR and western blot. *P < 0.05, **P < 0.01. B
G
C A D E F F F J I
H H FIGURE 5 | LUZP1 is the direct target of miR-545-3p. (A) The binding sites of miR-545-3p and LUZP1 predicted by starBase. (B) The relative luciferase activity in
T98G and LN229 cells was detected by dual-luciferase reporter assay. (C) The expression of LUZP1 in the public database (GEPIA). (D) The expression of LUZP1 in
clinical samples detected by qRT-PCR. (E, F) The expression of LUZP1 in glioma cell lines detected by qRT-PCR and western blot. (G, H) LUZP1 expression in
T98G and LN229 which transfected with miR-NC or miR-545-3p detected by qRT-PCR and western blot. (I, J) LUZP1 expression in T98G and LN229 cells
transfected with vector, circ_0001367, circ_0001367+miR-NC or circ_0001367+miR-545-3p was detected by qRT-PCR and western blot. *P < 0.05, **P < 0.01. November 2021 | Volume 11 | Article 781471 6 Frontiers in Oncology | www.frontiersin.org circ_0001367 Inhibit Glioma Progress Dong et al. DISCUSSION Glioma is the most common malignant tumor of the central
nervous system. In the past 30 years, despite numerous studies
on glioma pathogenesis, the prognosis of glioma patients has not
improved significantly (25). Therefore, it is of great significance
for the clinical diagnosis and treatment of glioma to focus on the
pathogenesis of glioma. LUZP1 Downregulation Restored the
Effect of miR-545-3p Knockdown or
circ_0001367 Overexpression on
Glioma Cells plasmid or corresponding negative control were subcutaneously
injected into mice. Three weeks later, tumors had formed. Compared with those in the negative control group, the
tumors formed in the circ_0001367-overexpression group were
lower in weight and smaller in volume (Figures 8A–D). qRT-
PCR showed that circ_0001367 was upregulated whereas miR-
545-3p was downregulated in the tumors formed in the
circ_0001367-overexpression group (Figure 8E). Furthermore,
qRT-PCR and western blot revealed that LUZP1 was upregulated
in the circ_0001367-overexpression group relative to the control
group (Figures 8E, F). Furthermore, Ki-67 staining indicated
that circ_0001367 overexpression decreased the proportion of
Ki-67-positive cells (Figure 8G). TUNEL staining showed that
more apoptosis occurred in the circ_0001367-overexpression
group than in the control group (Figure 8H). To investigate whether LUZP1 is the functional target of miR-
545-3p in LN229 and T98G cells, we constructed four cell models. The efficiency of miR-545-3p inhibitor and si-LUZP1 transfection
was verified by qRT-PCR (Figure S1D). The MTT and EdU
assays suggested that LUZP1 deletion could block the suppressive
effect of miR-545-3p inhibitor on glioma proliferation
(Figures 6A–D). Consistent with this finding, the Transwell
assays showed that the migration and invasion ability of LN229
and T98G cells was impaired by miR-545-3p inhibitor, whereas
LUZP1 deletion reversed this inhibitory effect (Figures 6E, F). In
addition, function assays indicated that LUZP1 deletion could
block the suppressive effect of circ_0001367 overexpression on
glioma proliferation, migration and invasion (Figures 7A–F). These results suggested that LUZP1 downregulation restored
the effect of miR-545-3p knockdown and circ_0001367
overexpression on glioma cells. Hsa_circ_0001367 Inhibited Glioma
Growth In Vivo To evaluate the effect of circ_0001367 on glioma growth in vivo,
LN229 cells transfected with circ_0001367-overexpression A
B
D
E
F
C
FIGURE 6 | LUZP1 downregulation restored the effect of miR-545-3p knockdown on glioma cells. (A, B) The proliferation of indicated cells was tested by MTT. (C, D) The proliferation of indicated cells was tested by EdU. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of T98G and
LN229 cells after transfection. *P < 0.05, **P < 0.01. A
B
D
C B F E F E F FIGURE 6 | LUZP1 downregulation restored the effect of miR-545-3p knockdown on glioma cells. (A, B) The proliferation of indicated cells was tested by MTT. (C, D) The proliferation of indicated cells was tested by EdU. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of T98G and
LN229 cells after transfection. *P < 0.05, **P < 0.01. November 2021 | Volume 11 | Article 781471 7 Frontiers in Oncology | www.frontiersin.org Dong et al. circ_0001367 Inhibit Glioma Progress A
B
D
E
F
C
FIGURE 7 | LUZP1 downregulation restored the effect of circ_0001367 overexpression on glioma cells. (A, B) The proliferation of cells transfected with si-LUZP1,
circ_0001367 or si-LUZP1 plus circ_0001367 was tested by MTT assay. (C, D) The proliferation of cells transfected with si-LUZP1, circ_0001367 or si-LUZP1 plus
circ_0001367 was tested by EdU assay. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of cells which transfected with si-
LUZP1, circ_0001367 or si-LUZP1 plus circ_0001367. *P < 0.05, **P < 0.01. A
B
D
C D D E F F F E FIGURE 7 | LUZP1 downregulation restored the effect of circ_0001367 overexpression on glioma cells. (A, B) The proliferation of cells transfected with si-LUZP1,
circ_0001367 or si-LUZP1 plus circ_0001367 was tested by MTT assay. (C, D) The proliferation of cells transfected with si-LUZP1, circ_0001367 or si-LUZP1 plus
circ_0001367 was tested by EdU assay. (E, F) Transwell assay was conducted to measure the migration and invasion capacity of cells which transfected with si-
LUZP1, circ_0001367 or si-LUZP1 plus circ_0001367. *P < 0.05, **P < 0.01. A
B
D
E
F
G
H
C
FIGURE 8 | Hsa_circ_0001367 inhibited glioma growth in vivo. (A, B) Tumour formation was examined in nude mice following the implantation of LN229 xenografts with
vector or circ_0001367 overexpression. Hsa_circ_0001367 Inhibited Glioma
Growth In Vivo (C, D) The volume and weight of tumours formed in the nude mice. (E) The expression of circ_0001367, miR-545-3p and
LUZP1 in the tumours formed in the nude mice was measured by qRT-PCR. (F) The expression of LUZP1 in the tumours formed in the nude mice was measured by
western blotting. (G) Immunohistochemistry for Ki-67 in the tumours formed in the nude mice. (H) TUNEL staining of the tumours formed in the nude mice. **P < 0.01. D
C B A B A F E E G F
G E H H G G F FIGURE 8 | Hsa_circ_0001367 inhibited glioma growth in vivo. (A, B) Tumour formation was examined in nude mice following the implantation of LN229 xenografts with
vector or circ_0001367 overexpression. (C, D) The volume and weight of tumours formed in the nude mice. (E) The expression of circ_0001367, miR-545-3p and
LUZP1 in the tumours formed in the nude mice was measured by qRT-PCR. (F) The expression of LUZP1 in the tumours formed in the nude mice was measured by
western blotting. (G) Immunohistochemistry for Ki-67 in the tumours formed in the nude mice. (H) TUNEL staining of the tumours formed in the nude mice. **P < 0.01. November 2021 | Volume 11 | Article 781471 8 Frontiers in Oncology | www.frontiersin.org circ_0001367 Inhibit Glioma Progress Dong et al. CircRNAs have become a hot topic in cancer research since
the recent replacement of the traditional view of circRNAs as
non-functional molecules with the understanding that they
influence various cellular activities (9, 26). CircRNAs are not
sensitive to nucleases, so it is more stable than the corresponding
linear RNAs, which makes them a significant advantage as
a new clinical diagnostic marker and target for therapy
(27). Accumulating studies have shown that several circRNAs
are closely associated with human cancers. For example,
circ_0000039 has been found to be a biomarker of tissue
differentiation in gastric cancer (28); circ_0000282 has been
shown to be upregulated in osteosarcoma and associated with
the proliferation of osteosarcoma cells (29); and circ_0026416
functions as an oncogene in colorectal cancer and may be a novel
biomarker for diagnosis (30). In the present study, we found that
circ_0001367 was significantly downregulated in glioma tissues
and cells and that its expression level was negatively associated
with the survival of glioma patients. ETHICS STATEMENT The animal study was reviewed and approved by Ethics
Committee of Soochow University. Hsa_circ_0001367 Inhibited Glioma
Growth In Vivo The gain-of-function
and loss-of-function assays revealed that circ_0001367
overexpression inhibits the proliferation, migration and
invasion of glioma cells, whereas circ_0001367 silencing
promotes these processes. These findings suggest that
circ_0001367 acts as a suppressor in glioma. cytoskeleton and has been reported to be associated with
colorectal cancer, neural tube closure and Townes-Brocks
syndrome (21–23); however, its role in glioma has not been
studied. Herein, we showed that LUZP1 was significantly
downregulated in glioma tissues and cells. Furthermore,
function assays indicated that LUZP1 functions as a suppressor
in glioma and is regulated by miR-545-3p. In summary, our study revealed that circ_0001367 was
markedly downregulated in glioma tissues and cells. In
addition, it demonstrated that circ_0001367 suppresses the
proliferation, migration and invasion of glioma cells by
sponging miR-545-3p to regulate LUZP1. The circ_0001367/
miR-545-3p/LUZP1 axis may be a novel target for
glioma therapy. 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. It is currently theorized that circRNAs are mainly distributed
in the cytoplasm and play a role in regulating tumor progression
through the adsorption of miRNAs. For example, circ_0001785
can sponge miR-942 or miR-1200 to regulate breast cancer
or osteosarcoma progression, respectively (31, 32); and
circ_0000285 can absorb miR-409-3p, miR-197-3p and miR-
599, thereby affecting the progression of cervical cancer and
osteosarcoma (24, 33, 34). Analysis using an online database
revealed 29 miRNAs that may serve as the target of
circ_0001367. Among them, miR-545-3p aroused our great
interest. MiR-545-3p dysregulation has been reported in
diverse cancers. Shi et al. reported that miR-545-3p was
downregulated in epithelial ovarian cancer (35); Hao et al. showed that miR-545-3p inhibits the proliferation and
differentiation of osteoblasts (36); and Zhong et al. reported
that miR-545-3p functions as a tumor suppressor in endometrial
carcinoma (37). Furthermore, some studies indicate that miR-
545-3p may be the target of circRNAs. Chen et al. reported that
miR-545-3p can be sponged by circ_0007580 and is thus
involved in non-small lung cancer progression (38); and Li
et al. showed that circ_0072083 promotes non-small lung
cancer progression by absorbing miR-545-3p (39). To date,
the role of miR-545-3p in glioma and the associated circRNA-
miRNA network have not been studied. In our study,
employing a dual-luciferase reporter assay and RIP assay, we
verified that miR-545-3p can be sponged by circ_0001367. In addition, function assays indicated that miR-545-3p
can reverse the effects of circ_0001367 overexpression on
glioma proliferation, migration and invasion. All of these
findings suggest that circ_0001367 sponges miR-545-3p to
regulate gliomagenesis. AUTHOR CONTRIBUTIONS XD conducted the cell assays and wrote the manuscript. PZ,
HL, and CZ collected clinical samples and conducted the
in vivo experiments. LL, SC, and SL analyzed the data,
search literatures and prepared the figures. YW designed
the experiments and edited the manuscript. LZ designed the
experiments, supervised the research and reviewed the
manuscript. All authors contributed to the article and approved
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RNAs. Noncoding RNA (2020) 6(4):45. doi: 10.3390/ncrna6040045 27. Liu L, Zhang P, Dong X, Li H, Li S, Cheng S, et al. Circ_0001367 Inhibits
Glioma Proliferation, Migration and Invasion by Sponging miR-431 and Thus
Regulating NRXN3. Cell Death Dis (2021) 12(6):536. doi: 10.1038/s41419-
021-03834-1 9. Rajappa A, Banerjee S, Sharma V, Khandelia P. Circular RNAs: Emerging
Role in Cancer Diagnostics and Therapeutics. Front Mol Biosci (2020)
7:577938. doi: 10.3389/fmolb.2020.577938 10. Taulli R, Loretelli C, PandolfiPP. From Pseudo-ceRNAs to circ-ceRNAs: A
Tale of Cross-Talk and Competition. Nat Struct Mol Biol (2013) 20(5):541–3. doi: 10.1038/nsmb.2580 28. Fan D, Wang C, Wang D, Zhang N, Yi T. Circular RNA Circ_0000039
Enhances Gastric Cancer Progression Through miR-1292-5p/DEK Axis. Cancer Biomark (2021) 30(2):167–77. doi: 10.3233/CBM-201754 11. Guarnerio J, Zhang Y, Cheloni G, Panella R, Mae Katon J, Simpson M, et al. Intragenic Antagonistic Roles of Protein and circRNA in Tumorigenesis. Cell
Res (2019) 29(8):628–40. doi: 10.1038/s41422-019-0192-1 29. Li H, He L, Tuo Y, Huang Y, Qian B. Circular RNA hsa_circ_0000282
Contributes to Osteosarcoma Cell Proliferation by Regulating miR-192/XIAP
Axis. BMC Cancer (2020) 20(1):1026. doi: 10.1186/s12885-020-07515-8 30. Liang Y, Shi J, He Q, Sun G, Gao L, Ye J, et al. Hsa_circ_0026416 Promotes
Proliferation and Migration in Colorectal Cancer via miR-346/NFIB Axis. Cancer Cell Int (2020) 20:494. doi: 10.1186/s12935-020-01593-1 12. FUNDING This study was supported by Hui-Chun Chin and Tsung-
Dao Lee Chinese Undergraduate Research Endowment
(CURE); National Natural Sciences Foundation of China
(82072798, 82073873, 81803616); Jiangsu province key
research and development program: Social development
project (BE2021653); Natural Science Foundation of Jiangsu
Province, China (BK20201172), Key project of Jiangsu Health
Commission (ZDB2020016); Research and Practice Innovation
Program for Postgraduates in Jiangsu (SJCX19_0183); School-level
scientific research project of Jiangsu Health Vocational
College (JKC202022). Using an online database, we found that miR-545-3p directly
targets LUZP1. LZUP1 is a regulator of primary cilia and actin November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org 9 circ_0001367 Inhibit Glioma Progress Dong et al. SUPPLEMENTARY MATERIAL Supplementary Figure 1 | (A, B) The expression of hsa_circ_0001367 in T98G
and LN229 cells transfected with vector, circ_0001367, si-NC, si-circ_0001367-1 or
circ_0001367-2. (C) The expression of hsa_circ_0001367 in T98G and LN229 cells
transfected with vector, circ_0001367, circ_0001367+miR-NC or circ_0001367+
miR-545-3p. (D) LUZP1 expression in T98G and LN229 cells transfected with anti-
NC, anti-mir-545-3p, anti-miR-545-3p+si-NC or anti-miR-545-3p+si-LUZP1. The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fonc.2021.781471/
full#supplementary-material 17. Pisarska J, Baldy-Chudzik K. MicroRNA-Based Fingerprinting of Cervical
Lesions and Cancer. J Clin Med (2020) 9(11):3668. doi: 10.3390/jcm9113668 REFERENCES Guarnerio J, Bezzi M, Jeong JC, Paffenholz SV, Berry K, Naldini MM, et al. Oncogenic Role of Fusion-circRNAs Derived From Cancer-Associated
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j.cell.2016.07.035 31. Li Z, Zheng J, Lin W, Weng J, Hong W, Zou J, et al. Circular RNA
hsa_Circ_0001785 Inhibits the Proliferation, Migration and Invasion of
Breast Cancer Cells In Vitro and In Vivo by Sponging miR-942 to Upregulate
SOCS3. Cell Cycle (2020) 19(21)2811–25. doi: 10.1080/15384101.2020.1824717 j
13. Liu Z, Guo S, Sun H, Bai Y, Song Z, Liu X. Circular RNA CircHIPK3
Elevates CCND2 Expression and Promotes Cell Proliferation and Invasion
Through miR-124 in Glioma. Front Genet (2020) 11:1013. doi: 10.3389/
fgene.2020.01013 32. Li S, Pei Y, Wang W, Liu F, Zheng K, Zhang X. Circular RNA 0001785
Regulates the Pathogenesis of Osteosarcoma as a ceRNA by Sponging miR-
1200 to Upregulate HOXB2. Cell Cycle (2019) 18(11):1281–91. doi: 10.1080/
15384101.2019.1618127 14. Lou J, Hao Y, Lin K, Lyu Y, Chen M, Wang H, et al. Circular RNA CDR1as
Disrupts the P53/MDM2 Complex to Inhibit Gliomagenesis. Mol Cancer
(2020) 19(1):138. doi: 10.1186/s12943-020-01253-y 33. Zhang W, Zhang S. Downregulation of circRNA_0000285 Suppresses
Cervical Cancer Development by Regulating Mir197-3p-ELK1 Axis. Cancer
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Circular RNA in Repressing Glioma Tumorigenesis. J Natl Cancer Inst (2018)
110(3):301–15. doi: 10.1093/jnci/djx166 16. Ghafouri-Fard S, Gholipour M, Taheri M, Shirvani Farsani Z. MicroRNA
Profile in the Squamous Cell Carcinoma: Prognostic and Diagnostic Roles. Heliyon (2020) 6(11):e05436. doi: 10.1016/j.heliyon.2020.e05436 34. Yang D, Jin Y, Cheng S, Yang Y. The Interaction Between Circular RNA
hsa_circ_0000285 and miR-599 in Thyroid Cancer. Eur Rev Med Pharmacol
Sci (2020) 24(13):7219. doi: 10.26355/eurrev_202007_21870 November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org 10 Dong et al. circ_0001367 Inhibit Glioma Progress 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. 35. Shi J, Xu X, Zhang D, Zhang J, Yang H, Li C, et al. Long Non-Coding RNA
PTPRG-AS1 Promotes Cell Tumorigenicity in Epithelial Ovarian Cancer by
Decoying microRNA-545-3p and Consequently Enhancing HDAC4
Expression. J Ovarian Res (2020) 13(1):127. doi: 10.1186/s13048-020-00723-7 36. Hao R, Wang B, Wang H, Huo Y, Lu Y. 35. Shi J, Xu X, Zhang D, Zhang J, Yang H, Li C, et al. Long Non-Coding RNA
PTPRG-AS1 Promotes Cell Tumorigenicity in Epithelial Ovarian Cancer by
Decoying microRNA-545-3p and Consequently Enhancing HDAC4
Expression. J Ovarian Res (2020) 13(1):127. doi: 10.1186/s13048-020-00723-7 39. Li H, Liu F, Qin W. Circ_0072083 Interference Enhances Growth-Inhibiting
Effects of Cisplatin in Non-Small-Cell Lung Cancer Cells via miR-545-3p/
CBLL1 Axis. Cancer Cell Int (2020) 20:78. doi: 10.1186/s12935-020-1162-x 38. Chen S, Lu S, Yao Y, Chen J, Yang G, Tu L, et al. Downregulation of
hsa_circ_0007580 Inhibits Non-Small Cell Lung Cancer Tumorigenesis by
Reducing miR-545-3p Sponging. Aging (Albany NY) (2020) 12(14):14329–40.
doi: 10.18632/aging.103472 November 2021 | Volume 11 | Article 781471 REFERENCES lncRNA TUG1 Promotes Proliferation
and Differentiation of Osteoblasts by Regulating the miR-545-3p/CNR2 Axis. Braz J Med Biol Res (2020) 53(11):e9798. doi: 10.1590/1414-431X20209798 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. 37. Zhong Y, Wang Y, Dang H, Wu X. LncRNA AFAP1-AS1 Contributes to the
Progression of Endometrial Carcinoma by Regulating miR-545-3p/VEGFA
Pathway. Mol Cell Probes (2020) 53:101606. doi: 10.1016/j.mcp.2020.101606 38. Chen S, Lu S, Yao Y, Chen J, Yang G, Tu L, et al. Downregulation of
hsa_circ_0007580 Inhibits Non-Small Cell Lung Cancer Tumorigenesis by
Reducing miR-545-3p Sponging. Aging (Albany NY) (2020) 12(14):14329–40. doi: 10.18632/aging.103472 Copyright © 2021 Dong, Zhang, Liu, Li, Cheng, Li, Wang, Zheng, Dong and Zhang. 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. 39. Li H, Liu F, Qin W. Circ_0072083 Interference Enhances Growth-Inhibiting
Effects of Cisplatin in Non-Small-Cell Lung Cancer Cells via miR-545-3p/
CBLL1 Axis. Cancer Cell Int (2020) 20:78. doi: 10.1186/s12935-020-1162-x November 2021 | Volume 11 | Article 781471 Frontiers in Oncology | www.frontiersin.org
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https://openalex.org/W2101441559
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https://eprints.gla.ac.uk/103782/7/1037482coversheet.pdf
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English
| null |
Small heat shock protein 20 (Hsp20) facilitates nuclear import of protein kinase D 1 (PKD1) during cardiac hypertrophy
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Cell communication and signaling
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cc-by
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Enlighten – Research publications by members of the University of Glasgow
http://eprints.gla.ac.uk
Sin, Y. Y., Martin, T. P., Wills, L., Currie, S., and Baillie, G. S. (2015)
Small heat shock protein 20 (Hsp20) facilitates nuclear import of protein
kinase D 1 (PKD1) during cardiac hypertrophy. Cell Communication and
Signaling, 13. p. 16.
Copyright © 2015 The Authors.
This work is made available under the Creative Commons Attribution –
Creative Commons Attribution 4.0 International License. (CC BY 4.0)
Version: Accepted
http://eprints.gla.ac.uk/103782/
Deposited on: 06 March 2015 Sin, Y. Y., Martin, T. P., Wills, L., Currie, S., and Baillie, G. S. (2015)
Small heat shock protein 20 (Hsp20) facilitates nuclear import of protein
kinase D 1 (PKD1) during cardiac hypertrophy. Cell Communication and
Signaling, 13. p. 16. Sin, Y. Y., Martin, T. P., Wills, L., Currie, S., and Baillie, G. S. (2015)
Small heat shock protein 20 (Hsp20) facilitates nuclear import of protein
kinase D 1 (PKD1) during cardiac hypertrophy. Cell Communication and
Signaling, 13. p. 16. Copyright © 2015 The Authors. Copyright © 2015 The Authors. Enlighten – Research publications by members of the University of Glasgow
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English
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Rheology of a Dilute Suspension of Aggregates in Shear-Thinning Fluids
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Micromachines
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cc-by
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Article
Rheology of a dilute suspension of aggregates in
shear-thinning fluids Marco Trofa ‡
and Gaetano D’Avino ‡
* Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico
II, Piazza Giorgio Ascarelli 80, 80125 Napoli, Italy; marco.trofa@unina.it (M.T.)
*
Correspondence: gadavino@unina.it; Tel.: +39-081-7682241
‡
These authors contributed equally to this work. Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico
II, Piazza Giorgio Ascarelli 80, 80125 Napoli, Italy; marco.trofa@unina.it (M.T.)
*
Correspondence: gadavino@unina.it; Tel.: +39-081-7682241
‡
These authors contributed equally to this work. Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico
II, Piazza Giorgio Ascarelli 80, 80125 Napoli, Italy; marco.trofa@unina.it (M.T.)
*
Correspondence: gadavino@unina.it; Tel.: +39-081-7682241
‡
These authors contributed equally to this work. Version August 17, 2020 submitted to Micromachines Abstract: The prediction of the viscosity of suspensions is of fundamental importance in several
1
fields. Most of the available studies have been focused on particles with simple shapes, e.g., spheres
2
or spheroids. In this work, we study the viscosity of a dilute suspension of fractal-shape aggregates
3
suspended in a shear-thinning fluid by direct numerical simulations. The suspending fluid is
4
modeled by the power-law constitutive equation. For each morphology, a map of particle angular
5
velocities is obtained by solving the governing equations for several particle orientations. The map is
6
used to integrate the kinematic equation for the orientation vectors and reconstruct the aggregate
7
orientational dynamics. The intrinsic viscosity is computed by a homogenization procedure along the
8
particle orbits. In agreement with previous results on Newtonian suspensions, the intrinsic viscosity,
9
averaged over different initial orientations and aggregate morphologies characterized by the same
10
fractal parameters, decreases by increasing the fractal dimension, i.e., from rod-like to spherical-like
11
aggregates. Shear-thinning further reduces the intrinsic viscosity showing a linear dependence with
12
the flow index in the investigated range. The intrinsic viscosity can be properly scaled with respect
13
to the number of primary particles and the flow index to obtain a single curve as a function of the
14
fractal dimension. 15 Keywords: Rheology; shear-thinning fluids; intrinsic viscosity; fractal aggregates; numerical
16
simulations
17 Submitted to Micromachines, pages 1 – 17 www.mdpi.com/journal/micromachines 1. Introduction
18 The intrinsic viscosity was found to be similar to the spherical particle case for clusters
42
with high fractal dimension, indicating no preferential orientation in the flow. Deviations from the
43
Einstein’s coefficient was, instead, found for aggregates with low fractal dimension due to their more
44
anisotropic shape. 45 p
p
All the aforementioned works deal with Newtonian suspensions. In several applications, however,
46
the suspending fluid shows non-Newtonian properties such as shear-thinning and viscoelasticity. 47
A typical example is in the tire industry where, during the processing stage, particles of carbon
48
black or silica are added to a polymer melt and can agglomerate and form complex structures. It is
49
well-known that non-Newtonian rheological properties alter the suspension rheology as compared to
50
the Newtonian case [11,12]. For instance, for a dilute suspension of spherical particles in a power-law
51
fluid, it has been shown that shear-thinning reduces the intrinsic viscosity [13,14]. Concerning more
52
complex particle shapes, the rheology of a dilute suspension of spheroids in a generalized Newtonian
53
fluid is recently investigated by numerical simulations [15]. Different flows of a Carreau fluid around
54
spheroidal particles are simulated and a homogenization procedure is adopted to obtain the intrinsic
55
viscosity of the suspension as function of the applied rate of deformation, thinning exponent and
56
particle aspect ratio. The results show that the intrinsic viscosity strongly depends on the particle
57
aspect ratio along with the rheological parameters of the constitutive equation [15]. Very recently, these
58
calculations have been extended to a dilute suspension of rigid rods in a power-law fluid showing no
59
similarity of the rheological coefficients between rods and spheroids with large aspect ratio [16]. Similar
60
studies for dilute suspensions of particles with irregular shape, such as fractal-like morphologies, are
61
not available. 62 In this paper, we investigate the rheology of a dilute suspension of aggregates with complex shape
63
suspended in a shear-thinning fluid by direct numerical simulations. Aggregates made of primary
64
spherical particles are built through a fractal-like model. The fluid is modeled by the power-law
65
constitutive equation. The dynamics of a single particle in an unbounded shear flow field is first
66
computed. To this aim, finite element simulations are employed to calculate the angular velocity of the
67
particle for several orientations on the unity sphere. 1. Introduction
18 Suspensions of solid particles are encountered in a variety of industrial and biological systems. 19
The knowledge of the viscosity and, more in general, of the rheological properties of these materials is
20
fundamental for correctly designing the processing stage and predicting the hydrodynamics resistance. 21
It is well-known that the addition of solid particles in a fluid increases the viscosity as compared with
22
the suspending liquid [? ]. Particle shape and size, as well as the solid concentration strongly alter the
23
suspension viscosity giving rise to non-Newtonian phenomena such as shear-thinning and normal
24
stresses [1? ,2]. 25 For the simplest case of a dilute suspension of spherical particles in a Newtonian fluid, Einstein
26
calculated that the suspension viscosity is related to the fluid viscosity ηs according to the formula
27
ηs(1 + Bφ) where φ is the solid volume fraction and the factor B, usually referred as ‘intrinsic viscosity’,
28
is equal to 2.5 [3,4]. Einstein’s calculation was extended by Jeffery to spheroidal particles [5], finding
29
that the intrinsic viscosity depends on the particle orientation and aspect ratio. Specifically, the
30
minimum and maximum average viscosities are obtained for particles aligned along the vorticity axis
31
or tumbling on the flow-gradient plane, respectively. For randomly-oriented particles, integration of
32 www.mdpi.com/journal/micromachines www.mdpi.com/journal/micromachines 2 of 17 Version August 17, 2020 submitted to Micromachines the instantaneous intrinsic viscosity for several initial orientations over the corresponding orbits leads
33
to an average value of B higher than the Einstein’s coefficient for both prolate and oblate spheroids [6]. 34 In many processes, however, the suspended particles have a complex and irregular shape, without
35
symmetry axes or planes. This is, for instance, the case when primary spherical particles undergo an
36
aggregation process and form clusters with fractal-like morphology [7–9]. As for the spheroidal particle
37
case, the prediction of the intrinsic viscosity requires the calculation of the orientational dynamics of
38
the particles subjected to an external shear flow. This approach is carried out in the work by Harshe
39
and Lattuada [10] where the average rigid body resistance matrix of arbitrary shaped clusters made of
40
uniform sized spheres is computed through the Stokesian dynamics method and Brownian dynamic
41
simulations. 1. Introduction
18 The orientational dynamics is then reconstructed
68
by integrating the kinematic equations for the orientation vector interpolating the angular velocity field. 69
The first-order contribution to the viscosity is computed by means of a homogenization procedure and
70
time-averaged over the particle orbits. The effect of particle morphology and power-law index on the
71
ensemble-average intrinsic viscosity is investigated. 72 2.1. Governing equations
74 2.1. Governing equations
74 We consider a dilute suspension of rigid, non-Brownian aggregates in a continuous shear flow. 75
The computational domain consists in a single aggregate placed at the center of a spherical domain
76
with radius much larger than the maximum size of the aggregate. A Cartesian reference frame is
77
selected with x, y, and z denoting the flow, gradient, and vorticity directions, respectively. Shear flow
78
boundary conditions are applied on the spherical surface whereas a rigid-body motion is imposed on
79 Version August 17, 2020 submitted to Micromachines 3 of 17 Figure 1. Examples of aggregate shapes obtained from the particle-cluster method for Np = 20, kf = 1.3,
and Df = 1.5 (a) or Df = 2.5 (c). To avoid numerical issues in the region between tangent particles, the
centers of the spheres in contact are connected with a set of cylinders with radius 0.732a. In panels (b)
and (d) the final geometry of the aggregates and the surface mesh are shown. Figure 1. Examples of aggregate shapes obtained from the particle-cluster method for Np = 20, kf = 1.3,
and Df = 1.5 (a) or Df = 2.5 (c). To avoid numerical issues in the region between tangent particles, the
centers of the spheres in contact are connected with a set of cylinders with radius 0.732a. In panels (b)
and (d) the final geometry of the aggregates and the surface mesh are shown. the particle boundary. For the investigated problem (unbounded shear flow) the only relevant particle
80
kinematic quantity is the angular velocity denoted by ωp = dθp/dt with θp the rotation angle. 81
The aggregate is made by primary spherical particles with radius a. The morphology is described
82
by the following fractal equation [17]:
83 kinematic quantity is the angular velocity denoted by ωp = dθp/dt with θp the rotation angle. 81
The aggregate is made by primary spherical particles with radius a. The morphology is described
82
by the following fractal equation [17]:
83 e
c q
y s
e
g
e oc y
e o e
y
p
p/
p
e o
o
The aggregate is made by primary spherical particles with radius a. 2.1. Governing equations
74 The morphology is
82
by the following fractal equation [17]:
83 Np = kf
Rg
a
Df
(1) (1) where Np is the number of primary particles, Rg is the radius of gyration, Df is the fractal dimension
84
(between 1 and 3), and kf is the fractal pre-factor. Low or high values of the fractal dimension
85
correspond to more rod-like or spherical-like particles, respectively. Several algorithms have been
86
proposed to build morphologies obeying the fractal equation [18–21]. In this work, we adopt the
87
procedure proposed in References [22,23] based on a particle–cluster aggregation method, which
88
has been verified to generate structures that fulfill the fractal equation also for very few primary
89
particles [23]. We point out that real fractal aggregates can be approximated by coarsened structures
90
where each sphere already represents an agglomerate of smaller real primary particles. In Figure 1,
91
two examples of aggregate morphologies with Np = 20, kf = 1.3, and for Df = 1.5 (Figure 1a) or
92
Df = 2.5 (Figure 1c) are shown. Notice that the algorithm for aggregate generation is based on a
93
sequence of pseudo-random numbers. Hence, by changing the random seed, different morphologies
94
are obtained for the same set of parameters of the fractal equation. Due to the asymmetric shape
95
of the particle, two orthogonal vectors, p and q, are needed to track its orientation. The selection
96
of these orientation vectors will be discussed later. Finally, we denote by Ωand P(t) the fluid and
97
particle domain, respectively. The particle boundary is denoted by ∂P(t) and the surface of the external
98
spherical domain by Σ. 99 where Np is the number of primary particles, Rg is the radius of gyration, Df is the fractal dimension
84
(between 1 and 3), and kf is the fractal pre-factor. Low or high values of the fractal dimension
85
correspond to more rod-like or spherical-like particles, respectively. Several algorithms have been
86
proposed to build morphologies obeying the fractal equation [18–21]. In this work, we adopt the
87
procedure proposed in References [22,23] based on a particle–cluster aggregation method, which
88
has been verified to generate structures that fulfill the fractal equation also for very few primary
89
particles [23]. 2.1. Governing equations
74 109 n = 1, a Newtonian fluid with (constant) viscosity m is recovered. 109
Concerning the boundary conditions, we impose shear flow at the external spherical surface of
110
the domain:
111 Concerning the boundary conditions, we impose shear flow at the external spherical surface of
110
the domain:
111 u = ( ˙γexty, 0, 0)
on Σ
(6) (6) with ˙γext the imposed shear flow. No-slip boundary conditions are set on the particle surface resulting
112
in the rigid-body motion equation:
113 with ˙γext the imposed shear flow. No-slip boundary conditions are set on the particle surface resulting
112
in the rigid-body motion equation:
113 u = ωp × (x −xc)
on ∂P(t)
(7) (7) where x is a point of the surface ∂P(t) and xc is the particle center of volume. As remarked above, the
114
particle translational velocity is irrelevant for the problem under investigation. 115 To close the set of equations, the hydrodynamic torque acting on the particle needs to be specified. 116
Under the assumptions of inertialess particle and no ‘external’ torques, such balance equation is given
117
by:
118 T =
Z
∂P(t)(x −xc) × (σ · n) dS = 0
(8) (8) where T is the total torque on the particle boundary ∂P(t) and n is the unit vector normal to the particle
119
surface pointing from the fluid to the boundary. 120 where T is the total torque on the particle boundary ∂P(t) and n is the unit vector normal to the particle
119
surface pointing from the fluid to the boundary. 120 where T is the total torque on the particle boundary ∂P(t) and n is the unit vector normal to the particle
119
surface pointing from the fluid to the boundary. 120 The solution of the governing equations gives the fluid velocity and pressure fields, and the
121
particle angular velocity. The orientational dynamics can be computed by integrating the following
122
equation:
123 dθp
dt = ωp
(9)
| dθp
dt = ωp
(9) (9) with initial condition θp|t=0 = θp,0. with initial condition θp|t=0 = θp,0. 124 p
p
The governing equations can be conveniently made dimensionless by choosing appropriate
125
characteristic quantities for time, length, and stress. 2.1. Governing equations
74 We point out that real fractal aggregates can be approximated by coarsened structures
90
where each sphere already represents an agglomerate of smaller real primary particles. In Figure 1,
91
two examples of aggregate morphologies with Np = 20, kf = 1.3, and for Df = 1.5 (Figure 1a) or
92
Df = 2.5 (Figure 1c) are shown. Notice that the algorithm for aggregate generation is based on a
93
sequence of pseudo-random numbers. Hence, by changing the random seed, different morphologies
94
are obtained for the same set of parameters of the fractal equation. Due to the asymmetric shape
95
of the particle, two orthogonal vectors, p and q, are needed to track its orientation. The selection
96
of these orientation vectors will be discussed later. Finally, we denote by Ωand P(t) the fluid and
97
particle domain, respectively. The particle boundary is denoted by ∂P(t) and the surface of the external
98
spherical domain by Σ. 99 Assuming inertialess conditions and negligible gravity effects, the governing equations for the
100
fluid domain, Ω−P(t), read as follows:
101 mitted to Micromachines
4 of 17 4 of 17 Version August 17, 2020 submitted to Micromachines ∇· u = 0
(2)
∇· σ = 0
(3)
σ = −pI + 2η( ˙γ)D
(4) (2)
(3) (2) (2)
(3)
(4) (3)
(4) σ = −pI + 2η( ˙γ)D
(4) (4) where u, σ, p, I, η, and D are the velocity vector, the stress tensor, the pressure, the 3 × 3 unity tensor,
102
the viscosity, and the rate-of-deformation tensor D = (∇u + (∇u)T)/2, respectively. The viscosity is
103
assumed to be a function of the effective deformation rate defined as ˙γ =
√
2D : D. Equations (2)–(4)
104
are the mass balance (continuity), the momentum balance and the expression for the total stress,
105
respectively. 106 p
y
In this work, we consider a power-law constitutive equation for the fluid given by:
107 η( ˙γ) = m ˙γn−1
(5) (5) with m the consistency index and n the flow index. This model predicts shear-thinning for n < 1. For
108
n = 1, a Newtonian fluid with (constant) viscosity m is recovered. 109 with m the consistency index and n the flow index. This model predicts shear-thinning for n < 1. For
108
n = 1, a Newtonian fluid with (constant) viscosity m is recovered. Version August 17, 2020 submitted to Micromachines 2.1. Governing equations
74 Notice that the radius of the
135
primary particles a is related to Reff through Np. Also, the radius of gyration Rg is determined once
136
the aforementioned three parameters are specified. In what follows, all the symbols (without stars)
137
will refer to dimensionless quantities. 138 q
Aim of this work is to predict the viscosity of a dilute suspension of fractal-like aggregates in a
139
power-law fluid. In the dilute regime, the suspension viscosity can be expressed as:
140 η = ηs (1 + B φ)
(16) (16) where ηs is the matrix viscosity defined by Equation (5), φ is the (low) particle volume fraction, and B
141
is the intrinsic viscosity. Once the local stress field is calculated by solving the governing equations,
142
the intrinsic viscosity is computed through the numerical homogenization procedure as described in
143
References [15,24]. In brief, this procedure consists in evaluating first the average power density:
144 where ηs is the matrix viscosity defined by Equation (5), φ is the (low) particle volume fraction, and B
141
is the intrinsic viscosity. Once the local stress field is calculated by solving the governing equations,
142
the intrinsic viscosity is computed through the numerical homogenization procedure as described in
143
References [15,24]. In brief, this procedure consists in evaluating first the average power density:
144 ⟨P⟩= ⟨σ : D⟩= 1
V0
Z
Vf
σ : D dV
(17) (17) where V0 and Vf are the suspension and fluid volumes. The suspension viscosity is, then, evalu η =
⟨P⟩
2Dext : Dext
= ⟨P⟩
˙γ2
ext
(18) (18) with Dext the rate-of-deformation at the external boundaries of the domain that, for a simple shear
146
flow, reduces to the last term of Equation (18). From the suspension viscosity, we can readily evaluate
147
the intrinsic viscosity B as:
148 with Dext the rate-of-deformation at the external boundaries of the domain that, for a simple shear
146
flow, reduces to the last term of Equation (18). From the suspension viscosity, we can readily evaluate
147
the intrinsic viscosity B as:
148 with Dext the rate-of-deformation at the external boundaries of the domain that, for a simple shear
146
flow, reduces to the last term of Equation (18). 2.1. Governing equations
74 As characteristic length, we select the effective
126
radius of the particle defined as the radius of a sphere with equivalent volume V of the aggregate,
127
Reff = ( 3V
4π )1/3. The inverse of the external shear rate 1/ ˙γext is chosen as characteristic time (giving
128
Reff ˙γext as characteristic velocity) and m ˙γn
ext as characteristic stress. 129 The governing equations can be conveniently made dimensionless by choosing appropriate
125
characteristic quantities for time, length, and stress. As characteristic length, we select the effective
126
radius of the particle defined as the radius of a sphere with equivalent volume V of the aggregate,
127
Reff = ( 3V
4π )1/3. The inverse of the external shear rate 1/ ˙γext is chosen as characteristic time (giving
128
Reff ˙γext as characteristic velocity) and m ˙γn
ext as characteristic stress. 129 With these characteristic quantities, the dimensionless governing equations an boundary
130
conditions read as:
131 With these characteristic quantities, the dimensionless governing equations an boundary
130
conditions read as:
131 Version August 17, 2020 submitted to Micromachines 5 of 17 ∇∗· u∗= 0
(10)
−∇∗p∗+ ∇∗·
2 ˙γ∗,n−1D∗
= 0
(11)
u∗= (y∗, 0, 0)
on Σ
(12)
u∗= ω∗
p × (x∗−x∗
c)
on ∂P(t)
(13)
T∗=
Z
∂P(t)(x∗−x∗
c) × (σ∗· n) dS∗= 0
(14)
dθp
dt∗= ω∗
p
(15) (10) (14) dθp
dt∗= ω∗
p
(15) (15) where the starred symbols denote dimensionless quantities. Hence, the only dimensionless parameter
132
appearing in the governing equations is the flow index n. Of course, we need also to consider the
133
parameters related to the aggregate morphology appearing in Equation (1), that are the number of
134
particles Np, the fractal dimension Df, and the fractal pre-factor kf. Notice that the radius of the
135
primary particles a is related to Reff through Np. Also, the radius of gyration Rg is determined once
136
the aforementioned three parameters are specified. In what follows, all the symbols (without stars)
137
will refer to dimensionless quantities. 138 where the starred symbols denote dimensionless quantities. Hence, the only dimensionless parameter
132
appearing in the governing equations is the flow index n. Of course, we need also to consider the
133
parameters related to the aggregate morphology appearing in Equation (1), that are the number of
134
particles Np, the fractal dimension Df, and the fractal pre-factor kf. 2.2. Numerical method
164 Except for the simplest case of spherical particles, the intrinsic viscosity is a function of the particle
165
orientation. Hence, the calculation of B in Equation (20) requires the knowledge of the evolution of the
166
particle orientation dynamics. To this aim, starting from an initial orientation, the governing Equations
167
(10)-(14) should be solved at each time step followed by the integration of the kinematic Equation
168
(15). This procedure is time-consuming since, as we will see later, the final integration time must be
169
3-4 orders of magnitude higher than the characteristic time in order to get an accurate estimate of the
170
intrinsic viscosity. Furthermore, for each aggregate morphology, the procedure should be repeated
171
for several initial orientations. However, since no time-derivatives appear in Equations (10)-(14), a
172
strategy to speed-up the simulations has been recently proposed [26]. We run single-step simulations
173
for several orientations of the particles (i.e., without performing any time-integration). From these
174
simulations, we build a look-up table containing the particle angular velocity and the intrinsic viscosity
175
for each orientation. Then, the orientation dynamics is reconstructed by solving the kinematic Equation
176
(15) where the angular velocity on the right-hand side is taken by interpolating the simulation data. 177
Once the look-up table has been constructed, it can be used for calculating the particle orbits for any
178
initial orientation, thus greatly reducing the computational cost. 179 Let us describe in more details the adopted procedure. Since the particle shape has no symmetry
180
axes, two (orthogonal) orientation vectors p and q are required to identify the orientation of the particle
181
in a fixed frame. The choice of these two vectors to build the look-up table is done as follows. Let
182
us consider the unit vector ˆx = (1, 0, 0) in the reference frame of the aggregate generated by the
183
particle-cluster method [22,23]. Notice that this vector identifies an arbitrary direction (depending
184
on the algorithm used to build the aggregate) and, as such, does not have any physical meaning. A
185
triangulated icosahedral mesh over the unit sphere is generated, i.e., the unit sphere is divided in
186
triangles with icosahedral symmetry. The aggregate is then rigidly rotated so that the orientation vector
187
p, originally aligned with the unit vector ˆx, is brought to coincide with the vertices of the triangulated
188
mesh. 2.1. Governing equations
74 From the suspension viscosity, we can readily evaluate
147
the intrinsic viscosity B as:
148 B = η −ηs
ηs φ
(19) (19) Due to the anisotropic particle shape, the intrinsic viscosity depends on the particle orientation. 149
As we will show later, the orientational dynamics is rather complex and neither a steady-state nor a
150
simple periodic regime is achieved. Hence, we integrate the instantaneous intrinsic viscosity over the
151
particle orbit for a sufficiently long time T so that the average value defined as:
152 B = 1
T
Z T
0 B(t)dt
(20) (20) does not change within a tolerance (chosen as 1%). For each particle morphology, we run several
153
simulations for different initial orientations. The time-average intrinsic viscosity is, then, averaged
154
over M initial orientations to get:
155 does not change within a tolerance (chosen as 1%). For each particle morphology, we run several
153
simulations for different initial orientations. The time-average intrinsic viscosity is, then, averaged
154
over M initial orientations to get:
155 Version August 17, 2020 submitted to Micromachines
6 of 17 August 17, 2020 submitted to Micromachines
6 of 17 Version August 17, 2020 submitted to Micromachines 6 of 17 ⟨B⟩= 1
M∑
M
B
(21) (21) M Finally, to make the results independent of the seed used to generate the aggregates, we
156
repeat the simulations for different seeds for fixed values of the fractal parameters, and define the
157
ensemble-average intrinsic viscosity as:
158 Finally, to make the results independent of the seed used to generate the aggregates, we
156
repeat the simulations for different seeds for fixed values of the fractal parameters, and define the
157
ensemble-average intrinsic viscosity as:
158 ⟨B⟩m =
1
Nseed ∑
Nseed
⟨B⟩
(22) (22) with Nseed the number of seeds. 159 In this work, we fix the fractal pre-factor kf = 1.3, which is a value commonly used in the literature
160
to describe realistic aggregate morphologies [25]. The suspension intrinsic viscosity is, then, studied by
161
varying the power-law index, the number of primary particles forming the aggregate, and the fractal
162
dimension. 163 2.2. Numerical method
164 208 Algorithm 1 Procedure used to update the particle orientation dynamics
1: p0, q0 ←initial orientation
2: for t ←1, num_time_steps do
3:
Identify the spherical triangle containing p with vertices vi (i = 1, 2, 3)
4:
for i ←1, 3 do
5:
Compute the rotation matrix Rp,vi from p to vi
6:
q′
i ←Rp,vi · q
7:
Compute ωi and Bi by interpolating the look-up table with entries vi and q′
i
8:
end for
9:
Compute ω and B by interpolating ωi and Bi over the spherical triangle in p
10:
Update p and q using quaternions
11: end for Algorithm 1 Procedure used to update the particle orientation dynamics 7:
Compute ωi and Bi by interpolating the look-up table with entries vi and q′
i
8:
end for 9:
Compute ω and B by interpolating ωi and Bi over the spherical triangle in p The same triangular mesh chosen for building the look-up table is used for interpolation. First
209
of all, the triangle containing p needs to be identified (step 3 of Algorithm 1). We use the search
210
procedure described in Reference [28]. The interpolation of the angular velocity and intrinsic viscosity
211
inside a spherical triangle mesh requires the knowledge of these quantities at the triangle vertices. To
212
do this, we compute the rotation matrix needed to rotate p on the unit vectors corresponding to the
213
triangle vertices vi and apply this rotation matrix to q in order to get the values q′
i in these vertices
214
(steps 5 and 6). Then, we enter into the look-up table with vi and q′
i to perform the interpolation (step
215
7). Notice that the values vi are already present in the look-up table since, as mentioned above, the
216
same mesh is used for building the table and for performing the interpolation. This is not the case for
217
q′
i. Hence, a mono-dimensional interpolation is required over the block of Nq data in the table. This
218
is done by using a quadratic interpolation. At the end of the inner loop in Algorithm 1 we get the
219
angular velocity and the intrinsic viscosity in the three vertices of the triangle. 2.2. Numerical method
164 189 For each of these orientations p, we select the vectors q as the equally-distributed vectors over
190
the unit circle around p. Specifically, the calculation of the vectors q is carried out by first defining Nq
191
vectors qxy,i uniformly distributed over the unit circle in the xy−plane, i.e., qxy,i = (cos ψ, sin ψ, 0) with
192
ψ = −π + 2π(i −1)/Nq for i = 1, ..., Nq; then, the vectors q are computed as qi = Rˆz,p · qxy,i where
193
Rˆz,p is the rotation matrix transforming ˆz = (0, 0, 1) to p. In this way, the vectors q are orthogonal to p
194
(since qxy are orthogonal to ˆz) and the vector q1 corresponds to the transformation of −ˆx according
195
to the rotation matrix Rˆz,p. In summary, the aggregate generated by the particle-cluster method is
196 Version August 17, 2020 submitted to Micromachines 7 of 17 first rotated so that p coincides with one vertex of the icosahedral mesh, and then it is further rotated
197
around p to get one of the Nq vectors q as discussed above. 198 We select an icosahedral subdivision with triangulation number Tn = 4 resulting in 42 vertices
199
over the unit sphere and Nq = 12 for a total of 504 entries (i.e., single-step simulations) in the look-up
200
table. In this way, the angular distance of p on the unit sphere and of q on the unit circle (around p) is
201
approximately the same (about π/6). We have verified that this subdivision is sufficient to assure a
202
good accuracy of the interpolation. 203 g
y
p
Once the look-up table has been computed, integration of Equation (15) is done by interpolating
204
the angular velocity. Notice that two kinds of interpolations need to be performed, i.e., one over the
205
unit sphere (for p) and one over a unit circle orthogonal to p (for q). After obtaining the angular
206
velocity, we update both orientation vectors instead of the rotation angle θp by using quaternions [27]. 207
The entire procedure (interpolation and orientation update) is summarized in Algorithm 1. 2.2. Numerical method
164 A linear interpolation
220
inside the spherical triangle over p is finally performed to obtain the values of the two quantities in
221
the desired point [28,29] (step 9). Once the angular velocities are known, the quaternions are updated
222 Table 1. Mesh and geometrical parameters used in the simulations. Np
∆x
Rext
∆xext
Nelem
10
0.20
40
10
∼20000
20
0.25
40
10
∼20000
50
0.30
50
20
∼30000 Table 1. Mesh and geometrical parameters used in the simulations. Version August 17, 2020 submitted to Micromachines 8 of 17 Df = 1.5
P
0.05
0.1
0.15
n = 1.0
Df = 2.5
0.1
0.2
0.3
0.4
0.5
0.6
n = 1.0
P
0.05
0.1
0.15
n = 0.7
0.1
0.2
0.3
0.4
0.5
0.6
n = 0.7
P
0
5
10
15
20
25
0.05
0.1
0.15
n = 0.4
B
0
5
10
15
20
25
0.1
0.2
0.3
0.4
0.5
0.6
n = 0.4
B
Figure 2. Probability distribution of the intrinsic viscosity corresponding to the initial aggregate
orientations used to build the look-up table, for low (left) and high (right) fractal dimension and three
flow indexes. The dashed line represents the median of the distribution. Df = 2.5
0.1
0.2
0.3
0.4
0.5
0.6
n = 1.0
0.1
0.2
0.3
0.4
0.5
0.6
n = 0.7
0
5
10
15
20
25
0.1
0.2
0.3
0.4
0.5
0.6
n = 0.4
B Df = 1.5
P
0.05
0.1
0.15
n = 1.0
P
0.05
0.1
0.15
n = 0.7
P
0
5
10
15
20
25
0.05
0.1
0.15
n = 0.4
B Figure 2. Probability distribution of the intrinsic viscosity corresponding to the initial aggregate
orientations used to build the look-up table, for low (left) and high (right) fractal dimension and three
flow indexes. The dashed line represents the median of the distribution. in time by using a third-order Adams-Bashforth scheme. The rotation matrix in terms of quaternions is
223
constructed and used to update p and q (step 10). 224 The one-step direct numerical simulations are carried out by solving the governing equations by
225
the finite element method. The particle angular velocity are treated as additional unknowns, and are
226
included in the weak form of momentum equation. The torque-free condition is imposed through
227
Lagrange multipliers in each node of the particle surface [30]. 2.2. Numerical method
164 228 The one-step direct numerical simulations are carried out by solving the governing equations by
225
the finite element method. The particle angular velocity are treated as additional unknowns, and are
226
included in the weak form of momentum equation. The torque-free condition is imposed through
227
Lagrange multipliers in each node of the particle surface [30]. 228 The spherical primary particles forming the aggregate generated by the particle-cluster method
229
are tangent. To avoid numerical problems in the region of the contact point, we perform a Boolean
230
union operation of the spheres with a set of cylinders connecting the centers of the spheres in contact
231
(that are readily identified since the generation algorithm provides the connectivity list). The radius of
232
the cylinders is chosen 0.732a. We have verified that, by reducing the cylinder radius, the rotational
233
dynamics and the resulting intrinsic viscosity is weakly affected. The aggregate surface is, then,
234
smoothed and meshed. These operations are performed through the library PyMesh [31]. Examples
235
of the surface meshes for the aggregates in Figures 1a and 1c are shown in Figures 1b and 1d. The
236
volume mesh, that is the mesh between the external spherical domain and the aggregate, is made by
237
tetrahedral elements and is generated by Gmsh [32]. 238 Mesh and time convergence, the dimension of the external spherical domain as well as the validity
239
of the procedure described above are carefully checked. The parameters used in the simulations are
240
reported in Table 1 where ∆x and ∆Rext (made dimensionless by the primary particle radius a) are
241
the size of the elements on the aggregate surface and the external domain, respectively, Rext is the
242
radius of the external sphere, and Nelem is the number of tetrahedral elements in the volume mesh. We
243
verified that, by reducing ∆x and ∆Rext and increasing Rext by about 20%, the particle angular velocity
244
and the intrinsic viscosity change by less than 1.5%. The time-step size is fixed at ∆t = 0.05, giving
245
the same orientation dynamics by repeating the computation with ∆t = 0.025. 2.2. Numerical method
164 We have also verified
246 9 of 17 Version August 17, 2020 submitted to Micromachines B
5
10
15
Df = 1.5
B
n = 1.0
n = 0.8
n = 0.6
5
10
15
Df = 2.0
B
1
2
3
4
5
6
7
8
9
10
5
10
15
Df = 2.5
seed
Figure 3. Box plot of the intrinsic viscosity as a function of aggregate random seed, flow index and
fractal dimension. The black dash within each box represents the median of the distribution. B
5
10
15
Df = 1.5
B
n = 1.0
n = 0.8
n = 0.6
5
10
15
Df = 2.0
B
1
2
3
4
5
6
7
8
9
10
5
10
15
Df = 2.5
seed
Figure 3. Box plot of the intrinsic viscosity as a function of aggregate random seed, flow index and
f
l di
i
Th bl
k d
h
i hi
h b
h
di
f h di
ib
i Figure 3. Box plot of the intrinsic viscosity as a function of aggregate random seed, flow index and
fractal dimension. The black dash within each box represents the median of the distribution. the accuracy of the solution of the governing equations for a spherical particle in a power-law fluid
247
and the validity of the homogenization procedure for the most critical case of n = 0.4 by comparing
248
the results with those reported in Reference [24] (deviations are less than 2%). Finally, the procedure
249
described in Algorithm 1 is applied to a spheroid. The particle dynamics and the time-dependent
250
intrinsic viscosity is in excellent agreement with the Jeffery results [6]. 251 the accuracy of the solution of the governing equations for a spherical particle in a power-law fluid
247
and the validity of the homogenization procedure for the most critical case of n = 0.4 by comparing
248
the results with those reported in Reference [24] (deviations are less than 2%). Finally, the procedure
249
described in Algorithm 1 is applied to a spheroid. The particle dynamics and the time-dependent
250
intrinsic viscosity is in excellent agreement with the Jeffery results [6]. 251 3. Results
252 In particular, B is higher when the aggregate is aligned
263 10 of 17 Version August 17, 2020 submitted to Micromachines Px
-1
-0.5
0
0.5
1
Py
-1
-0.5
0
0.5
1
Pz
-1
-0.5
0
0.5
1
ωP
0
200
400
600
800
1000
-0.5
0
0.5
t
Figure 4. Time evolution of the components of the particle smallest principal axis of inertia P and of
the angular velocity around it ωP, for an initial orientation close to the vorticity axis z. The aggregate is
the one reported in Figure 1b, the other parameters are Np = 20, Df = 1.5, and n = 1.0. Px
-1
-0.5
0
0.5
1
Py
-1
-0.5
0
0.5
1
Pz
-1
-0.5
0
0.5
1
ωP
0
200
400
600
800
1000
-0.5
0
0.5
t
Figure 4 Time evolution of the components of the particle smallest principal axis of inertia P and of Figure 4. Time evolution of the components of the particle smallest principal axis of inertia P and of
the angular velocity around it ωP, for an initial orientation close to the vorticity axis z. The aggregate is
the one reported in Figure 1b, the other parameters are Np = 20, Df = 1.5, and n = 1.0. with the gradient direction (i.e., y), and lower when it is aligned with the flow or vorticity direction,
264
similarly to prolate spheroids. On the other hand, the distribution variance reduces at higher Df
265
as the particles are more sphere-like. In agreement with the results for a sphere in power-law fluid
266
[24], shear-thinning determines a reduction of the intrinsic viscosity, but the shape of the distribution
267
remains the same. 268 As stated above, to make the results independent of the specific random seed used to generate
269
the aggregates, for every combination of the other parameters, we repeat the simulations with ten
270
different seeds. The effect of the specific morphology on the intrinsic viscosity distribution is reported
271
in Figure 3 with a box plot showing the first, second (i.e., the median), and third quartile of every
272
distribution. In all cases we find again the same trend seen in Figure 2 with fractal dimension and flow
273
index, whereas the effect of the random seed is of secondary importance. 3. Results
252 In this section we present results by varying the fractal dimension, the flow index, and the number
253
of primary particles. Specifically, we consider three values for each parameter, i.e., Df = [1.5, 2.0, 2.5],
254
n = [1.0, 0.7, 0.4], and Np = [10, 20, 50]. Notice that, since the intrinsic viscosity is normalized with
255
respect to the aggregate volume, the number of primary particles defines the structure resolution (finer
256
for many particles) and, for low fractal dimension, it is also connected to the aggregate aspect ratio. 257 Figure 2 shows the probability distribution of the intrinsic viscosity with respect to the same
258
initial orientations considered to build the look-up table, for the two aggregates reported in Figure 1
259
and three flow indexes. The dashed lines represent the medians of the distributions, which are all
260
approximately unimodal. Comparing the results for different fractal dimensions, it can be seen that
261
at lower Df the distribution of the intrinsic viscosity is wider, as the particles are more anisotropic
262
and their orientation becomes more relevant. In particular, B is higher when the aggregate is aligned
263 Figure 2 shows the probability distribution of the intrinsic viscosity with respect to the same
258
initial orientations considered to build the look-up table, for the two aggregates reported in Figure 1
259
and three flow indexes. The dashed lines represent the medians of the distributions, which are all
260
approximately unimodal. Comparing the results for different fractal dimensions, it can be seen that
261
at lower Df the distribution of the intrinsic viscosity is wider, as the particles are more anisotropic
262
and their orientation becomes more relevant. In particular, B is higher when the aggregate is aligned
263 Figure 2 shows the probability distribution of the intrinsic viscosity with respect to the same
258
initial orientations considered to build the look-up table, for the two aggregates reported in Figure 1
259
and three flow indexes. The dashed lines represent the medians of the distributions, which are all
260
approximately unimodal. Comparing the results for different fractal dimensions, it can be seen that
261
at lower Df the distribution of the intrinsic viscosity is wider, as the particles are more anisotropic
262
and their orientation becomes more relevant. 3. Results
252 274 Since the intrinsic viscosity depends on the particle orientation, which changes with time due to
275
the imposed shear flow, it is important to reconstruct the particle dynamics. The rotational dynamics
276
of an irregularly shaped aggregate can be better understood by looking at its principal axes of inertia. 277
Specifically, let’s denote with P the principal axis corresponding to the smallest moment of inertia,
278
which for an elongated particle (small Df) corresponds to its ‘natural’ orientation. Figures 4 and 5 show
279
the time evolution of the Cartesian components of P and the angular velocity around it ωP = ωp · P,
280
for the aggregate reported in Figure 1b and two initial orientations. In both cases the orientational
281
dynamics is rather complex and neither a steady-state nor a simple periodic regime is achieved. Two
282
periods can be recognized, one shorter connected to the rotation around the vorticity axis z, and
283
one longer connected to the rotation around P. When the particle starts with an orientation close to
284 11 of 17 Version August 17, 2020 submitted to Micromachines Px
-1
-0.5
0
0.5
1
Py
-1
-0.5
0
0.5
1
Pz
-1
-0.5
0
0.5
1
ωP
0
200
400
600
800
1000
-0.5
0
0.5
t
Figure 5. Time evolution of the components of the particle smallest principal axis of inertia P and of
the angular velocity around it ωP, for an initial orientation far from the vorticity axis z. The aggregate
is the one reported in Figure 1b, the other parameters are Np = 20, Df = 1.5, and n = 1.0. Px
-1
-0.5
0
0.5
1
Py
-1
-0.5
0
0.5
1
Pz
-1
-0.5
0
0.5
1
ωP
0
200
400
600
800
1000
-0.5
0
0.5
t
Figure 5. Time evolution of the components of the particle smallest principal axis of inertia P and
the angular velocity around it ωP, for an initial orientation far from the vorticity axis z. The aggrega Figure 5. Time evolution of the components of the particle smallest principal axis of inertia P and of
the angular velocity around it ωP, for an initial orientation far from the vorticity axis z. The aggregate
is the one reported in Figure 1b, the other parameters are Np = 20, Df = 1.5, and n = 1.0. 3. Results
252 B, B
4
5
6
7
8
9
10
11
a)
B, B
0
200
400
600
800
1000
4
8
12
16
20 b)
t
Figure 6. (a) Time evolution of intrinsic viscosity B (blue curve) and time-average intrinsic viscosity B
(red curve) for the trajectory reported in Figure 4. (b) The same as a for the trajectory in Figure 5. B, B
4
5
6
7
8
9
10
11
a)
B, B
0
200
400
600
800
1000
4
8
12
16
20 b)
t Figure 6. (a) Time evolution of intrinsic viscosity B (blue curve) and time-average intrinsic viscosity B
(red curve) for the trajectory reported in Figure 4. (b) The same as a for the trajectory in Figure 5. Version August 17, 2020 submitted to Micromachines 12 of 17 12 of 17 Df = 1.5
P
0.1
0.2
0.3
t = 0
Df = 2.5
t = 0
P
0.1
0.2
0.3
t = 10
t = 10
P
0.1
0.2
0.3
t = 100
t = 1000
P
0
5
10
15
20
25
0.1
0.2
0.3
0.4
0.5
t = 5000
B
4
5
6
7
8
t = 30000
B
Figure 7. Probability distribution of the time-average intrinsic viscosity B corresponding to the initial
aggregate orientations used to build the look-up table and n = 1.0, for low (left) and high (right) fractal
dimension, parametric in time. Df = 1.5
P
0.1
0.2
0.3
t = 0
P
0.1
0.2
0.3
t = 10
P
0.1
0.2
0.3
t = 100
P
0
5
10
15
20
25
0.1
0.2
0.3
0.4
0.5
t = 5000
B Df = 2.5
t = 0
t = 10
t = 1000
4
5
6
7
8
t = 30000
B Figure 7. Probability distribution of the time-average intrinsic viscosity B corresponding to the initial
aggregate orientations used to build the look-up table and n = 1.0, for low (left) and high (right) fractal
dimension, parametric in time. the z-axis (see Figure 4), it undertakes a kayaking-like dynamics with approximately elliptical orbits
285
around the z-axis, more elongated in the x-direction. On the other hand, when the initial orientation
286
is sufficiently far from the z-axis (see Figure 5), the particle tends to align with the shear plane, i.e.,
287
Pz progressively reduces, similar to a tumbling motion. 3. Results
252 At the same time also ωP decreases, thus
288
determining an extension of the rotation period around P. The same qualitative behavior of the
289
aggregate dynamics is observed for shear-thinning fluids. 290 Once the particle orientational dynamics is known, the time evolution of intrinsic viscosity B
291
and time-average intrinsic viscosity B can be reconstructed. Figure 6 shows the trend of B and B for
292
the trajectories seen in previous figures. Specifically, panel 6a refers to Figure 4 (where the particle
293
undertakes kayaking) and panel 6b refers to Figure 5 (where the particle tumbles close to the shear
294
plane). In both cases, while B continues to oscillate due to the aforementioned dynamics, after a certain
295
time, B reaches a steady state condition. Notice that such steady state values are different for the two
296
initial orientations considered. B is lower in Figure 6a since the aggregate is mainly aligned with its
297
longest axis towards the vorticity direction. Conversely, B is higher in Figure 6b since, during the
298
aggregate tumbling motion, P periodically passes close to the gradient direction, which corresponds
299
to the maximum intrinsic viscosity. 300 Version August 17, 2020 submitted to Micromachines 13 of 17 〈B〉m
Np = 50
Np = 20
Np = 10
5
10
15
20
n = 1.0
Df = 1.5
〈B〉m
5
10
15
20
n = 0.7
Df = 2.0
〈B〉m
1.5
2
2.5
5
10
15
20
n = 0.4
Df
0.4
0.7
1
Df = 2.5
n
Figure 8. Ensemble-average intrinsic viscosity as a function of fractal dimension, parametric in the
number of aggregate primary particles and for different flow indexes (left). Same data as a function of
flow index for different fractal dimensions (right). The data standard deviation and trend line are also
reported. Df = 1.5
Df = 2.0
0.4
0.7
1
Df = 2.5
n Figure 8. Ensemble-average intrinsic viscosity as a function of fractal dimension, parametric in the
number of aggregate primary particles and for different flow indexes (left). Same data as a function of
flow index for different fractal dimensions (right). The data standard deviation and trend line are also
reported. 3. Results
252 By repeating this procedure for many orientations, it is possible to obtain the evolution of the
301
probability distribution of the time-average intrinsic viscosity, as reported in Figure 7 for the usual
302
two aggregates and n = 1.0. Notice that the initial distributions are the same of Figure 2. As just seen
303
in the previous figure, for low fractal dimension more than one steady state value is present, with
304
the majority of initial orientations leading to dynamics like the one in Figure 6b with B ≈11.5. The
305
two lower peaks visible for Df = 1.5 at t = 5000 correspond to P approximately aligned with the
306
positive (shown in Figure 4) or negative (not shown) vorticity direction. These last two peaks are close
307
but not equal since the aggregate has no symmetries. A similar behavior can be observed at high
308
fractal dimension, but with a longer time needed to reach the steady state. The two peaks visible for
309
Df = 2.5 at t = 30000 are still related to the kayaking and tumbling motion. However, those related to
310
alignment of P to the vorticity direction or its opposite are not distinguishable because of the more
311
isotropic particle shape. 312 Finally, averaging on all the initial orientations and random seeds we get the ensemble-average
313
intrinsic viscosity defined in Equation (22). Figure 8 reports the dependency of ⟨B⟩m on the fractal
314
dimension and flow index, parametric in the number of primary particles, together with standard
315
deviation and trend line. In the range considered, ⟨B⟩m decreases with Df and increases with Np. The
316
decreasing trend of ⟨B⟩m with the fractal dimension, previously observed for Newtonian fluids [10], is
317
related to the aggregate shape and can be justified recalling that the intrinsic viscosity of a suspension
318
of rod-like particles is higher than the one for a suspension of spheres [6]. For the same reason, the
319 14 of 17 Version August 17, 2020 submitted to Micromachines 〈B〉m,H
0
0.5
1
1.5
2
2.5
3
a)
〈B〉m,H / Bsph
1.5
2
2.5
0
0.5
1
1.5
b)
Df
Figure 9. (a) Ensemble-average intrinsic viscosity normalized with the aggregate hydrodynamic radius
as in Equation (23). (b) Same data as panel a normalized by the intrinsic viscosity of a sphere in a
power-law fluid. 3. Results
252 In both panels, the symbols denote the number of primary particles composing the
aggregate (lower triangle Np = 50, upper triangle Np = 20, and circle Np = 10) and the colors refer to
the flow index (blue n = 1.0, red n = 0.7, and green n = 0.4). Figure 9. (a) Ensemble-average intrinsic viscosity normalized with the aggregate hydrodynamic radius
as in Equation (23). (b) Same data as panel a normalized by the intrinsic viscosity of a sphere in a
power-law fluid. In both panels, the symbols denote the number of primary particles composing the
aggregate (lower triangle Np = 50, upper triangle Np = 20, and circle Np = 10) and the colors refer to
the flow index (blue n = 1.0, red n = 0.7, and green n = 0.4). number of primary particles forming the aggregate weakly affects the intrinsic viscosity at high fractal
320
dimension. On the contrary, Np has a strong influence on ⟨B⟩m for low values of Df. Indeed, for a
321
sphere-like aggregate the number of primary particles only defines its resolution, whereas for a rod-like
322
aggregate it is connected to the aspect ratio that, in turn, determines the viscosity of the suspension [6]. 323
As regarding the effect of the flow index, in agreement with the previous literature for suspensions of
324
spherical and spheroidal particles [13,15,24], shear-thinning reduces the intrinsic viscosity. Specifically,
325
as visible on the right column of Figure 8, in the investigated range the intrinsic viscosity linearly
326
depends on the flow index. As expected standard deviation is lower for high fractal dimensions, since
327
both initial orientation (see Figure 2) and random seed (see Figure 3) have a relatively minor effect. 328 The intrinsic viscosity shown in the previous figures accounts for the effective volume of the
329
aggregate that, as discussed in Section 2.1, is computed from the union of spheres and cylinders. An
330
alternative approach is to normalize the intrinsic viscosity by the aggregate hydrodynamic volume
331
that, for a set of spherical particles with radius a, is the volume of a sphere with radius RH a, where
332
RH is the hydrodynamic radius [10]. 4. Conclusions
353 The viscosity of a dilute suspension of fractal aggregates in a shear-thinning fluid has been
354
investigated. The aggregate morphology is generated through a particle-cluster method combining
355
spherical particles with equal size in order to satisfy the fractal equation. The power-law constitutive
356
equation is used to model the fluid. Finite element simulations are employed to solve the fluid
357
dynamics problem of an aggregate in an unbounded shear flow for a fixed particle orientation. 358
The simulation gives the velocity and pressure fields, and the angular velocity of the aggregate. A
359
homogenization procedure is adopted to obtain the intrinsic viscosity. The simulations are run for
360
a uniform distribution of all the possible orientations, building a database of angular velocities and
361
intrinsic viscosities. The orbits followed by the aggregate are, then, reconstructed by integrating the
362
particle kinematic equation with angular velocity interpolated from the database. Finally, the intrinsic
363
viscosity computed along the orbit is averaged in time and over several initial orientations and seeds
364
used to build the morphology. 365 The rotational dynamics of the aggregate is rather complex, characterized by irregular oscillations
366
and more than one characteristic period. At long times, the aggregate approximately aligns with
367
one of its principal axes of inertia to the vorticity direction, performing a kayaking motion. Hence,
368
multiple regimes depending on the initial particle orientation are possible, thus leading to different
369
time-average intrinsic viscosities. The ensemble-average intrinsic viscosity decreases by increasing the
370
fractal dimension, i.e., from rod-like to sphere-like aggregates. For low values of the fractal dimension,
371
the number of particles forming the aggregate directly affects the aspect ratio and, in turn, leads to
372
relevant variations of the intrinsic viscosity. Shear-thinning reduces the intrinsic viscosity showing a
373
linear dependence with the flow index in the investigated range. Finally, the intrinsic viscosity data,
374
normalized through the hydrodynamic volume and the intrinsic viscosity of a dilute suspension of
375
spheres in a power-law liquid, collapse on a single curve in terms of the fractal dimension. 376 The results presented in this work help to understand the effect of both complex particle shape
377
and non-Newtonian rheology on the intrinsic viscosity of suspensions in the absence of interparticle
378
hydrodynamic interactions. 3. Results
252 The hydrodynamic radius is defined as the radius of a sphere
333
that gives the same drag force acting on the aggregate in a uniform flow [33], and, in a Newtonian
334
fluid, it is related to the eigenvalues of the translational mobility tensor. Neglecting the contribution of
335
the connecting cylinders, the ensemble-average intrinsic viscosity normalized with the hydrodynamic
336
volume is then:
337 ⟨B⟩m,H = Np
R3
H
⟨B⟩m
(23) (23) Figure 9a shows the trend of ⟨B⟩m,H, in which the values of RH are taken from the literature
338
[22,33]. Some remarks are in order: i) Equation (23) and the used hydrodynamic radii assume that
339
the aggregate is made of tangential spherical particles, ii) the values of RH are calculated for an
340 15 of 17 Version August 17, 2020 submitted to Micromachines aggregate suspended in a Newtonian fluid (notice that the calculation of the hydrodynamic radius
341
for a power-law fluid is not straightforward as, due to the non-linearity of the constitutive equation,
342
the mobility tensor cannot be used for its evaluation). Despite these approximations, the data scale
343
fairly well with respect to the number of primary particles (symbols with the same color in figure). 344
As a consequence of the previous normalization, at high fractal dimension ⟨B⟩m,H tends to the value
345
for a spherical particle (i.e., 2.5 in the Newtonian case) [10]. This motivates us to further normalize
346
the data with respect to the intrinsic viscosity of a dilute suspension of spheres in a power-law liquid,
347
given by Bsph = 0.383 + 2.117n [13,24,34]. As visible in Figure 9b, all the data collapse on a single
348
curve. Hence the viscosity of a dilute suspension of aggregates (with the same fractal parameters) in a
349
power-law fluid is completely determined by the fractal dimension. Of course, the prediction of the
350
intrinsic viscosity form the master trend in Figure 9b requires the knowledge of the hydrodynamic
351
radius of the aggregate population. 352 Funding: This work was carried out in the context of the VIMMP project (www.vimmp.eu). The VIMMP project
382
has received funding from the European Union’s Horizon 2020 research and innovation programme under grant
383
agreement No 760907.
384 Conflicts of Interest: The authors declare no conflict of interest.
385 References
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a (dilute) suspension of fractal aggregates in a power-law fluid. Furthermore, they can be used as
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license
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(http://creativecommons.org/licenses/by/4.0/).
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the
authors. Submitted
to
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for
possible
open
access
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460
under
the
terms
and
conditions
of
the
Creative
Commons
Attribution
(CC
BY)
license
461
(http://creativecommons.org/licenses/by/4.0/). 462 c⃝
2020
by
the
authors. Submitted
to
Micromachines
for
possible
open
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publication
460
under
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Attribution
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BY)
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(http://creativecommons.org/licenses/by/4.0/). 462
|
https://openalex.org/W4389090191
|
https://www.frontiersin.org/articles/10.3389/fgene.2023.1304974/pdf?isPublishedV2=False
|
English
| null |
Bridging the gap: returning genetic results to indigenous communities in Latin America
|
Frontiers in genetics
| 2,023
|
cc-by
| 13,393
|
OPEN ACCESS OPEN ACCESS
EDITED BY
Ernesto Schwartz Marin,
University of Exeter, United Kingdom
REVIEWED BY
Rana Dajani,
Hashemite University, Jordan
Maui Hudson,
University of Waikato, New Zealand
*CORRESPONDENCE
Epifanía Arango-Isaza,
epifaniarango@gmail.com
RECEIVED 30 September 2023
ACCEPTED 14 November 2023
PUBLISHED 28 November 2023
CITATION
Arango-Isaza E, Aninao MJ, Campbell R,
Martínez FI, Shimizu KK and Barbieri C
(2023), Bridging the gap: returning
genetic results to indigenous
communities in Latin America. Front. Genet. 14:1304974. doi: 10.3389/fgene.2023.1304974 Epifanía Arango-Isaza1,2*, María José Aninao3,
Roberto Campbell 4, Felipe I. Martínez4,5, Kentaro K. Shimizu1,2
and Chiara Barbieri1,6 Epifanía Arango-Isaza1,2*, María José Aninao3,
Roberto Campbell 4, Felipe I. Martínez4,5, Kentaro K. Shimizu1,2
and Chiara Barbieri1,6 1Department of Evolutionary Biology and Environmental Studies, University of Zurich, Zurich, Switzerland,
2Center for the Interdisciplinary Study of Language Evolution, University of Zurich, Zurich, Switzerland,
3Pontifical Catholic University of Peru, Lima, Peru, 4Escuela de Antropología, Facultad de Ciencias
Sociales, Pontificia Universidad Católica de Chile, Santiago, Chile, 5Center for Intercultural and Indigenous
Research, Santiago, Chile, 6Department of Life and Environmental Sciences, University of Cagliari, Cagliari,
Italy In response to inequality in access to genomics research, efforts are underway to
include underrepresented minorities, but explicit (and enforcing) guidelines are
mostly targeted toward the Global North. In this work, we elaborate on the need to
return scientific results to indigenous communities, reporting the actions we have
taken in a recent genomic study with Mapuche communities in Chile. Our
approach acknowledged the social dynamics perpetuating colonial hierarchies. We framed genetic results to empower indigenous knowledge and communities’
history and identities. A fundamental step in our strategy has been sharing the
results with the communities before publishing the scientific paper, which allowed
us to incorporate community perspectives. We faced the challenge of translating
genetic concepts like admixture, emphasizing the distinction between identity and
biology. To reach a broad and diverse audience, we disseminated the study results
to single community members, cultural representatives, and high schools,
highlighting the importance of the history of the region before the European
contact. To facilitate results dissemination, we prepared didactic material and a
report in Spanish written in non-specialized language, targeting a wider Latin
American readership. This work illustrates the benefits of discussing scientific
findings with indigenous communities, demonstrating that a collaborative and
culturally
sensitive
approach
fosters
knowledge
sharing
and
community
empowerment and challenges power dynamics in genetic research. TYPE Policy and Practice Reviews
PUBLISHED 28 November 2023
DOI 10.3389/fgene.2023.1304974 TYPE Policy and Practice Reviews
PUBLISHED 28 November 2023
DOI 10.3389/fgene.2023.1304974 OPEN ACCESS Bridging
the gap between academia and indigenous communities promotes equity and
inclusion in scientific endeavors. COPYRIGHT
© 2023 Arango-Isaza, Aninao, Campbell,
Martínez, Shimizu and Barbieri. 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. KEYWORDS
Latin America, indigenous communities, genomics, Global South, ethics, Chile COPYRIGHT
© 2023 Arango-Isaza, Aninao, Campbell,
Martínez, Shimizu and Barbieri. 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. frontiersin.org Bridging the gap: returning
genetic results to indigenous
communities in Latin America OPEN ACCESS
EDITED BY
Ernesto Schwartz Marin,
University of Exeter, United Kingdom
REVIEWED BY
Rana Dajani,
Hashemite University, Jordan
Maui Hudson,
University of Waikato, New Zealand
*CORRESPONDENCE
Epifanía Arango-Isaza,
epifaniarango@gmail.com
RECEIVED 30 September 2023
ACCEPTED 14 November 2023
PUBLISHED 28 November 2023
CITATION
Arango-Isaza E, Aninao MJ, Campbell R,
Martínez FI, Shimizu KK and Barbieri C
(2023), Bridging the gap: returning
genetic results to indigenous
communities in Latin America. Front. Genet. 14:1304974. doi: 10.3389/fgene.2023.1304974 KEYWORDS
Latin America, indigenous communities, genomics, Global South, ethics, Chile 1 Introduction An earnest recognition of
the historical and persistent marginalization experienced by these
communities needs to proactively elevate the ethical standards
governing research conducted within these regions (Zavala, 2013;
Schwartz-Marin and Fiske, 2022; Silva et al., 2022). Conversely, genomic initiatives in Latin America contrast these
forms of indigenous purism with a narrative referred to as the
“mestizo rhetoric” (Séguin et al., 2008; Wade et al., 2014b; Kent et al.,
2015). This rhetoric, aimed at constructing a unified political
identity, has been explored by numerous scholars who seek to
group diverse populations under the label of “mestizo”. However,
this endeavor marginalizes other minority groups (Telles and Bailey,
2013; Wade et al., 2015; Rodríguez Mega, 2021; Silva Gallardo and
González Zarzar, 2023). Paradoxically, this homogenizing effort has
failed to eliminate disparities, even among those self-identified as
mestizos. Individuals with mixed indigenous and non-indigenous
heritage also bear the consequences of internalized colonialism,
illustrating that the legacy of oppression extends beyond just
minority communities but also those with diverse backgrounds
(Fanon, 1961). The mestizo rhetoric idealizes a vision that fails to
address socioeconomic disparities and conceals cultural and political
privileges deriving from early colonialism (Cusicanqui, 2012). In
several Latin American countries, there is a positive correlation
between the percentage of European ancestry and socioeconomic
status, in contrast to the Native American/Amerindian ancestry
(Avena et al., 2012; Campbell et al., 2012; Bonilla et al., 2015; Barozet
et al., 2021). This is a compelling illustration of how colonial
historical legacies influence contemporary societal structures,
shedding light on the intricate relationships between genetics,
identity,
and
privilege
in
these
regions. Addressing
these
multifaceted
challenges
requires
comprehensive
efforts
to
dismantle oppressive systems, promote inclusivity, and ensure
equal rights and opportunities for all individuals, regardless of
their background or ethnicity (González Casanova, 2006). It is
worth noting that many Latin American countries have not had When researching within or about countries located in the
Global South, scientists need to be aware of the local context to
avoid past mistakes. These challenges are not exclusive to Latin
America but are the focal point of this particular publication. In
Latin America, indigenous communities and other marginalized
groups, such as Afro-descendants, confront significant challenges
associated with land conflicts and structural racism. Power
dynamics of political, economic, and cultural pressure reinforce
existing inequality structures inherited by colonialism in what is
referred to as Neocolonialism (Maldonado-Torres, 2016). 1 Introduction Genomic research has revolutionized our understanding of human history, ancestry, and
the genetic basis of diseases. However, it is essential to acknowledge that this field has not
been exempt from the pervasive issue of inequality. The past and present of genomic research
urgently need to address disparities and foster a more inclusive approach (Popejoy and
Fullerton, 2016; Atkinson et al., 2022; Fatumo et al., 2022; Villanea and Witt, 2022). After
decades of analyzing cohorts of (almost exclusively) European descent, geneticists Frontiers in Genetics 01 frontiersin.org frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 misconception of their static nature (Makaran and Gaussens, 2020). Cultural and political discourse has often portrayed indigenous
groups as static, rural communities serving as custodians of the
land and traditional knowledge. However, this narrow depiction
fails to capture the true diversity of indigenous identities today and,
notably, overlooks a significant demographic: descendants of
indigenous people who have emigrated into urban centers. By
reinforcing the stereotype of distant “others”, the prevailing
narrative excludes the majority of the indigenous population and
decreases their capacity for substantial influence and the potential to
shape the trajectory of the state (Cusicanqui, 2012). While there is no
precise data on the indigenous population in urban areas, it is
estimated that around 50% of the indigenous population lived in
Latin American cities by 2010 (Del Popolo, 2018). This urban
migration often results in individuals of indigenous descent
occupying the lowest social strata and engaging in informal labor
(Oliva Martínez, 2022). recognized
the
importance
of
increasing
diversity
and
representation in genomic studies, particularly among minorities
and indigenous communities (Oh et al., 2015; Peterson et al., 2019;
Dajani et al., 2022). Initiatives are underway to expand the sampling
pool and include populations historically underrepresented in
research efforts. However, these initiatives often face unique
challenges
and
complexities,
starting
from
the
position
of
indigenous
communities
who
harbor
mistrust
towards
the
academic world due to past practices of exploitation that are still
vivid in their collective memory (Garrison et al., 2019; Mc Cartney
et al., 2022). 1 Introduction While ethical guidelines regarding genomic research
have gained considerable attention in high-income countries like the
United States, New Zealand, and Australia (Claw et al., 2018;
Collier-Robinson et al., 2019; Garrison et al., 2019; 2020; Caron
et al., 2020; Hudson et al., 2020; Tsosie et al., 2020), a striking lack of
literature addresses the specific context and challenges researchers
encounter in the Global South (Zavala, 2013; Australian Institute of
Aboriginal and Torres Strait Islander Studies, 2020; Silva et al., 2022;
Ávila-Arcos et al., 2022). In a recently published study on the
genetic history of Mapuche groups in Chile (Arango-Isaza et al.,
2023), we incorporated several elements to foster inclusivity,
transparency, and best ethical practices when working with
indigenous
groups. Reporting
on
particular
challenges
and
procedures from specific research studies provides solutions to
implement and adapt to the circumstances of other similar
research studies (Rodriguez et al., 2022). With the present paper,
we want to describe our research strategies, reflecting on actions that
positively impacted the communities, the genetic study, and aspects
that could be improved. misconception of their static nature (Makaran and Gaussens, 2020). Cultural and political discourse has often portrayed indigenous
groups as static, rural communities serving as custodians of the
land and traditional knowledge. However, this narrow depiction
fails to capture the true diversity of indigenous identities today and,
notably, overlooks a significant demographic: descendants of
indigenous people who have emigrated into urban centers. By
reinforcing the stereotype of distant “others”, the prevailing
narrative excludes the majority of the indigenous population and
decreases their capacity for substantial influence and the potential to
shape the trajectory of the state (Cusicanqui, 2012). While there is no
precise data on the indigenous population in urban areas, it is
estimated that around 50% of the indigenous population lived in
Latin American cities by 2010 (Del Popolo, 2018). This urban
migration often results in individuals of indigenous descent
occupying the lowest social strata and engaging in informal labor
(Oliva Martínez, 2022). The trajectory towards ethical and considerate conduct in
genomic research hinges on the scientific community’s approach. Scientists are called to embrace cultural humility, meticulously
eschewing broad generalizations and detrimental stereotypes that
perpetuate damaging narratives or undermine the autonomous
agency of indigenous peoples and their descendants, irrespective
of their residential context (Pappas, 2020). Frontiers in Genetics frontiersin.org 1 Introduction The involvement of participants and the community in a broader
sense is essential to guarantee respect for cultural settings, benefit for
the participants, and enrichment of the scientific study. The need for
the involvement of participants has been highlighted by indigenous
representatives and indigenous geneticists and recognized by
scientists from Western institutions (Claw et al., 2018; Garrison
et al., 2019). This can be done from the beginning of the study design
to the discussion of the scientific results. Returning the genetic result
of a study has been largely neglected in the past. Until today, it is
often conducted out of the spontaneous initiative of the geneticists
responsible for the project and is not enforced by the institute’s best
scientific practice. In recent years, there have been examples of
studies that included the return and discussion of the results prior to
the drafting of the scientific publication as a requirement in the
research agreement (Rodriguez et al., 2022). The 1980 constitution in Chile does not recognize the existence
of indigenous people. Currently, the sole legal framework offering
limited protection is the Indigenous Law from 1993 (Law 19253). This legislation paved the way for the establishment of CONADI
(Corporación Nacional de Desarrollo de los Pueblos Indígenas),
responsible for implementing policies and programs to promote the
development and wellbeing of indigenous peoples in Chile. Between
2001 and 2003, the “Comisión Verdad Histórica y Nuevo Trato con
los Pueblos Indígenas “(Historical Truth and New Deal with
Indigenous Peoples Commission) aimed to address historical
issues and demands of indigenous peoples. This commission
recognized the diversity of indigenous cultures and identified past
injustices. Its recommendations aimed for a new relationship
between the Chilean state and indigenous people, including land
restitution, cultural recognition, and consultation on matters
affecting indigenous rights (Aylwin Azócar et al., 2003). In 2004,
the Indigenous Law was completed by introducing the “New
Treatment politics”, an attempt to establish a new relationship
with the indigenous communities. Although Chile has adhered to
the UN Declaration on the Rights of Indigenous Peoples and the
International Labour Organization 169 Convention since 2009,
evidence suggests inadequate compliance with these international
laws (Lucic and Guzmán, 2018). At the moment, none of these laws
(or the creation of CONADI) have managed to solve the territorial
conflict in Chile. The land claims remain one of the priorities for the
indigenous political movement in Chile (Oliva Martínez, 2022). 1 Introduction Many of these
areas have been converted into monocultures, particularly in the
Biobío region, with non-native plants like eucalyptus and radiata
pine replacing the local forests (Lara et al., 2012; Martínez
Navarrete, 2021). (with an 11th group in the process of being recognized), of which the
Mapuche constitute the largest group (Sandoval et al., 2023). However,
despite their significant presence, indigenous communities, including
the Mapuche, face socio-economic challenges such as higher poverty
levels, indigence, and lower life expectancy than non-indigenous
populations (Agostini et al., 2010; Sandoval et al., 2022). During the
20th century, the Mapuche population was involved in an intense
internal migration from the rural areas to the cities (Antileo, 2014). Of
the Mapuche population, 62.4% live in the cities, of which around 30%
are in the capital city of Santiago (Reynoso and Sánchez, 2020). While
the majority of Mapuche people and their descendants reside in
Santiago, their original territory, known as Wallmapu, encompassed
central and southern Chile, spanning from the Atlantic to the Pacific
coast in Argentina (Zúñiga, 2006; Vitar, 2010). Since the 19th century,
with the occupation of Araucanía, this territory has been threatened by
the Chilean state with a consistent pattern of land appropriation that
closely mirrors settler colonialism’s historical practices (Aylwin Azócar
et al., 2003; Wolfe, 2006; Nahuelpan Moreno and Antimil Caniupán,
2019; Correa Cabrera, 2021; Martínez Navarrete, 2021). Over the past
3 decades, Mapuche land has been reduced by approximately
510,000 ha due to the privatization of indigenous territories since
1973
(Foerster,
2002;
Klubock,
2014;
Gómez-Barris,
2017;
Nahuelpan Moreno and Antimil Caniupán, 2019). Many of these
areas have been converted into monocultures, particularly in the
Biobío region, with non-native plants like eucalyptus and radiata
pine replacing the local forests (Lara et al., 2012; Martínez
Navarrete, 2021). meaningful conversations regarding their stance on genetic research
(Wade et al., 2015). The discussion surrounding genomic research in
the Latin American context, encompassing the mestizo rhetoric and
indigenous purism, must be examined alongside the pressing issues
faced by indigenous communities, Afro-descendants, and mestizos. By considering the historical and current challenges and prioritizing
ethical considerations and inclusivity, researchers can work towards
meaningful and equitable engagement with these communities in
genetic research endeavors (Silva et al., 2022). A key factor in opening scientific research to indigenous
representation
and
abandoning
neocolonialist
practices
is
transparency in research protocols and community participation. 1 Introduction This paper illustrates and contextualizes our experience conducting
a project on the genetic history of Mapuche populations in Chile. The
majority of the researchers involved in the primary genetic study and
the main authors of the current paper are located in the Global North;
this factor is recognized as a limitation and potential source of bias, as
our
positionality
and
cultural
background
can
influence
our
perspectives and interpretations. Our specific goal is to ascertain the
qualitative impact of our collaborative and participatory efforts,
illustrating the potential for constructive engagement with local
communities. By
recognizing
the
importance
of
community
engagement and meaningful participation, we aimed to make
research findings accessible, culturally sensitive, and beneficial to the
community. Moreover, we focus on how these collaborative endeavors
have impacted the scientific knowledge generated by our research. Finally, we provide a list of actions and recommendations in line with
developing guidelines for genetic research in Latin America. Through
sharing our experiences and lessons learned, we hope to foster dialogue,
collaboration, and critical reflection within the scientific community,
ultimately contributing to more inclusive and respectful research
practice. Frontiers in Genetics 1 Introduction Estimates
derived from a census in 2015 indicate that self-identified
indigenous people constituted approximately 8%–10% of the
population in the Caribbean and Latin America by 2018, totaling
around 60 million people, a consistently growing number (CEPAL,
2020; Oliva Martínez, 2022; Flores et al., 2023). These indigenous
groups
endure
ongoing
social,
economic,
and
political
marginalization
rooted
in
historical
power
imbalances
and
systemic inequalities (Cusicanqui, 2012). The scientific discourse
has inadvertently contributed to this exoticization of indigenous
groups by perpetuating the idea of a “pristine” indigenous identity
(indigenous purism) and linking it to specific genetic profiles (an
aspect of essentialism or genetic determinism). This concept
erroneously connects indigenous identity or tribal affiliation to
DNA and implies that one’s genome dictates one’s characteristics
as an individual or collective (Nordgren and Juengst, 2009;
Blanchard et al., 2019). Indigenous communities are diverse and
dynamic, comprising various cultures, languages, and traditions
(Ryan-Davis
and
Scalice,
2022). Like
the
broader
society,
indigenous communities have changed over time, challenging the 02 frontiersin.org 10.3389/fgene.2023.1304974 Arango-Isaza et al. (with an 11th group in the process of being recognized), of which the
Mapuche constitute the largest group (Sandoval et al., 2023). However,
despite their significant presence, indigenous communities, including
the Mapuche, face socio-economic challenges such as higher poverty
levels, indigence, and lower life expectancy than non-indigenous
populations (Agostini et al., 2010; Sandoval et al., 2022). During the
20th century, the Mapuche population was involved in an intense
internal migration from the rural areas to the cities (Antileo, 2014). Of
the Mapuche population, 62.4% live in the cities, of which around 30%
are in the capital city of Santiago (Reynoso and Sánchez, 2020). While
the majority of Mapuche people and their descendants reside in
Santiago, their original territory, known as Wallmapu, encompassed
central and southern Chile, spanning from the Atlantic to the Pacific
coast in Argentina (Zúñiga, 2006; Vitar, 2010). Since the 19th century,
with the occupation of Araucanía, this territory has been threatened by
the Chilean state with a consistent pattern of land appropriation that
closely mirrors settler colonialism’s historical practices (Aylwin Azócar
et al., 2003; Wolfe, 2006; Nahuelpan Moreno and Antimil Caniupán,
2019; Correa Cabrera, 2021; Martínez Navarrete, 2021). Over the past
3 decades, Mapuche land has been reduced by approximately
510,000 ha due to the privatization of indigenous territories since
1973
(Foerster,
2002;
Klubock,
2014;
Gómez-Barris,
2017;
Nahuelpan Moreno and Antimil Caniupán, 2019). frontiersin.org 3.1 Data collection and availability The genetic study of the Mapuche ancestry in Southern Chile was
framed
with
interdisciplinary
perspectives
from
anthropology,
archaeology, and linguistics. For the study, genetic data was
retrieved with a new sample collection from individuals who either
self-identified as having Mapuche ancestry or resided in regions with a
historically attested Mapuche presence. The research project and
sample collection were approved by the Unidad de Ética y
Seguridad de Investigación of the Pontificia Universidad Católica de
Chile’s Institutional Review Board (project #171009001, decree
#1520863561038). All project stages adhered to the principles of the
Declaration of Helsinki Association (World Medical Association, 2013). Sampling was conducted in early 2019 by two project members, a
geneticist and a linguist of Mapuche descent. The sampling trip took
place in the Araucanía region and on the island of Chiloé. Before and/or
during the sampling process, consultation took place with local
authorities such as municipalities, cultural centers, and lonkos
(traditional leaders of Mapuche communities). This collaborative
approach ensured respectful engagement and adherence to local
protocols. The precise sampling locations were not disclosed to
protect the privacy of participants. Extensive time (minimum one
hour, usually three to four hours) was dedicated to explain the
project to a potential participant and building reciprocal trust. The
conversations were held in Spanish, with the two project members
proposing a colloquial atmosphere. The potential participants were not
pressured into participating in the project. After receiving extensive
explanations of the project’s aims and conditions, the 67 participants
who voluntarily agreed to donate a sample could sign an informed
consent and receive a copy for them to keep. Samples consisted of 2 mL
of saliva collected in Oragene tubes from DNAgenotek and stored with
an anonymous code. A second random anonymization step was carried
out before processing the samples in the laboratory so neither the
participants nor the geneticist who collected the sample could link the
sample code to a specific person. This extra step was performed in case
they could remember the sample code associated with a participant. The COVID-19 pandemic significantly impacted our plans. Our
ability to travel and engage with people and communities was
restricted, and our actions were contingent on ever-changing
COVID-19 reports. 3.2 Returning the genetic results After finalizing the data analysis, we returned the research
results to the participants and the broader local population. We
took several steps to disseminate the results effectively, making the
findings accessible to both the participants and the general public in
an inclusive manner and distancing from the exclusiveness of the
scientific publication in English, written in academic jargon. 2 Challenges and threats to indigenous
identity and genetic legislation in Chile The Chilean population, estimated at 19.5 million, is predominantly
of mixed genetic origin, like the population of most Latin American
countries. Genetic analysis methods recognize two main ancestral
components:
the
Amerindian,
usually
referred
to
as
“Native
American”, and the European (Fuentes et al., 2014; Barozet et al.,
2021). Current legislation recognizes 10 Indigenous groups in Chile In the field of genetic research, studies conducted in Chile have
contributed to understanding the genetic history and population
dynamics of various groups, including the Mapuche (Acuña P. et al.,
2000; De Saint Pierre et al., 2012; Fuentes et al., 2014; De la Fuente
et al., 2015; Eyheramendy et al., 2015; De la Fuente et al., 2018; 03 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 Arango-Isaza et al. Verdugo et al., 2020; Barozet et al., 2021; Arango-Isaza et al., 2023). The existing Law 20.120, in force since September 2006, focuses on
scientific research in human beings and their genome while
prohibiting human cloning. This law requires authorization from
the relevant authorities and a favorable report from an accredited
ethical scientific committee before conducting the study. It also
established the National Bioethics Commission and emphasized the
importance of informed consent (Vargas Catalán and Millán Klüsse,
2016). Nevertheless, the current legal framework does not explicitly
and specifically safeguard indigenous communities’ genetic privacy
and rights (Silva et al., 2022). from the University of Zurich and the Universidad Católica de Chile,
subject to the conditions outlined in the Data Access Agreement
Form, which is available upon request. Frontiers in Genetics 3 Methodology To begin with, we organized a return expedition trip in early
2022 with three project members: the Ph.D. student responsible for the
genetic analysis, the genetic principal investigator who conceptualized
the study, and the main local researcher with extensive field experience
in the area and a vital local network, being the last two also the ones who
collected the data in 2019. During this expedition, our main objective
was to ensure effective communication. We recognized the importance
of Mapudungun, the local Mapuche language, which is the subject of
revitalization practices with dedicated courses at school, but we realized
that Spanish is universally spoken in the region, so we decided to use
Spanish to translate the scientific results from English, the language of
the scientific publication. The results were organized in a slide
presentation,
a
common
medium
for
scientific
dissemination. Recognizing that not everyone had access to screens or video
projectors, and to add material value to our dissemination aids, we
turned the slide display into a printed version in A3 format that could be
conveniently displayed and understood without additional technology. The slides are available as Supplementary Material S1. 16 meetings were
organized to present the results; in each session, a minimum of one
person and a maximum of ~15 people were present. In the meetings, we
worked to include a very diverse audience: for example, active members
of the communities engaged in keeping the culture alive, teachers,
people with doctoral degrees as well as people with no state education,
women and men, and children of various ages. Moreover, we actively
engaged with local schools in each study area. We conducted three
lectures tailored for students and teachers, one in each community area,
ensuring that our findings reached the younger generation and
educational professionals who play a crucial role in knowledge
dissemination. For the presentations in high schools, we modified
and expanded the material to provide a more comprehensive insight
into genetics and stress the implications of our results for rooting the
region’s history within the community. frontiersin.org Arango-Isaza et al. 3.1 Data collection and availability Not only did we adhere to the quarantine
periods mandated by the government upon arrival, but we also
proactively implemented additional self-determined safety measures
to safeguard the wellbeing of the participants, like wearing
FP2 masks and carrying rapid diagnostic testing every 3 days. The data generated (SNP chip genotypes, with ~600,000 SNPs
typed per individual) were deposited in the European Genome-
phenome
Archive
(EGA;
https://ega-archive.org/)
with
the
accession number EGA: EGAS00001007200. The data is not
publicly available but under access control, restricted to research
purposes related to human genetic history. Access to the data is
granted by a Data Access Committee composed of principal authors Our
collaboration
and
continuous
dialogue
with
local
stakeholders proved invaluable throughout the process. Their
insights and perspectives were instrumental in framing our
research
questions,
presenting
our
results
in
culturally
appropriate ways, and maintaining sensitivity to the cultural and 04 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 FIGURE 1
Colored corn analogy for explaining heritability from Supplementary Material S1. An analogy using colored corn was employed during our
engagement with Mapuche Indigenous communities to explain heritability. Each colored kernel represented observable traits influenced by genetics,
demonstrating how traits are passed down from parents to offspring. FIGURE 1
Colored corn analogy for explaining heritability from Supplementary Material S1. An analogy using colored corn was employed during our
engagement with Mapuche Indigenous communities to explain heritability. Each colored kernel represented observable traits influenced by genetics,
demonstrating how traits are passed down from parents to offspring. social context of the study areas. Notably, the return expedition was
conducted before writing the genomic manuscript, enabling us to
incorporate participants’ suggestions and feedback into the final
publication. This
approach
ensured
that
their
voices
and
contributions were respectfully acknowledged. As mentioned
above, this particular step is only sometimes applied to genetic
studies, with relevant exceptions (Rodriguez et al., 2022). general audience exhibit diverse knowledge on biology, we adapted
the language use to communicate the study findings. Our
communication strategies aimed at maintain clarity without
compromising the quality of the message (Hintz and Dean,
2020). We insisted on analogies, a well-established science
teaching strategy to bridge the gap between complex scientific
concepts and everyday language (Aubusson et al., 2006). For
example, we used the analogy of the DNA molecule as a book
that stores information or the use of colored corn to explain genetic
diversity and heritability (Figure 1). 3.1 Data collection and availability These analogies were relatable
and accessible entry points for explaining key biological concepts to
the participants. After the publication of the genomic manuscript (Arango-Isaza
et al., 2023), we prepared a comprehensive report in Spanish that was
distributed to both the participants and can be diffused online to the
general Latin American public (Supplementary Material S2). This
report serves as a platform for scientific dissemination and provides
a broad understanding of molecular biology, population genetics, and
the key genetic results. During fieldwork, we encountered widespread misconceptions
about genetic ancestry, and a tendency towards genetic essentialism
(Graves Jr, 2002; Donovan, 2017; Donovan et al., 2019). Even among
geneticists, there is a misuse of certain terms that inadvertently
reinforce social and genetic profiles, suggesting a genetic basis for
racial categories - even if no biological support exists for those
(Wade et al., 2015; Silva Gallardo and González Zarzar, 2023). The
terms “race”, ethnicity, and genetic ancestry are often interpreted as
overlapping concepts in scientific and popular literature (Yudell
et al., 2016). For example, our interlocutors wondered if their genetic
ancestry determines physical traits and unique cultural practices and
traditions, revealing a subtle yet prevalent tendency towards genetic
essentialism. We explicitly addressed this misconception by
explaining that our identity is not rooted in our genetic ancestry
(see further notes in Section 4.4). We also showed that the genetic
diversity among any human individuals is limited, and that genetic
diversity is primarily found among individuals rather than between 4 Engaging mapuche indigenous
communities: challenges and
considerations in returning genetic
scientific results in the Latin American
context Frontiers in Genetics 4.2 The relevance of local collaborators:
ensuring cultural translation in genetic
research populations, as illustrated in Figure 2, from the scientific report
(Supplementary Material S2) (Lewontin, 1972; Hunley et al., 2016). Additionally, we explained the process of DNA sequencing in simple
terms and presented the scale of human migrations in the world and
South America, highlighting the power of genetics in understanding
human history (Supplementary Material S2). The research project was enriched through the involvement of
local collaborators and stakeholders, most of whom identified as
Mapuche, while some did not (winka is the Mapudungun word for
non-Mapuche people). As highlighted by other scholars, the local
population’s
participation
benefits
both
academia
and
the
community
(Copete
et
al.,
2023). These
connections
were
established during our trip and through the extensive network of
the main local researcher. Their contributions were instrumental
across multiple facets of the project, from study design and data
collection to the critical aspects of the results dissemination and
manuscript preparation. Their involvement enabled us to navigate
the intricacies of cultural translation, which extended beyond
language
proficiency alone. Importantly, the presence
of
a
Mapuche researcher did not exempt the rest of the team from
dedicating effort to acquiring cultural competence. By listening to
the concerns and perspectives of different community members
during the two field trips, the team adapted terminology, phrasing,
research angles, and general sensitivity to the local history and
culture, cultural norms, non-spoken communication, and political
dynamics to ensure effective cross-cultural communication and
engagement (Hudson et al., 2020). In the field, researchers can
face
the
initial
challenge
of
establishing
connections
with
participants before introducing the project’s aims and scope. Local
collaborators
were
vital
as
cultural
intermediaries,
providing valuable insights into community dynamics, customs,
and traditions that might elude outsiders. Their assistance facilitated
the exchange of knowledge, ideas, and concerns between researchers
and the community members, ensuring that dialogue was respectful,
reciprocal, and culturally sensitive. This understanding was crucial
in ensuring that the dialogue was conducted respecting the local
context and contributing positively to the community’s wellbeing. Creating an environment that fostered participant engagement
was crucial. We encouraged questions during and after our
presentations,
recognizing
that
open
dialogue
and
oral
communication are central to Mapuche communities (Bañales-
Seguel et al., 2020). We also acknowledged that certain genetic
findings might challenge traditional or religious community beliefs
or perspectives (Ávila-Arcos et al., 2022). To address this sensitivity,
we included a dedicated slide (Supplementary Material S1. 4.1 Communicating scientific results: how to
make scientific language accessible to a
broad audience It is a fundamental right for both the participants and the
broader region audience to have access to the study results
(Hudson et al., 2020). As the participants in our project and the 05 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 FIGURE 2
Distribution of genetic diversity among humans. This figure shows how genetic diversity is distributed among human populations. Part of
Supplementary Material S2 (Lewontin, 1972; Lander et al., 2001; Hunley et al., 2016; Novembre, 2022). FIGURE 2
Distribution of genetic diversity among humans. This figure shows how genetic diversity is distributed among human populations. Part of
Supplementary Material S2 (Lewontin, 1972; Lander et al., 2001; Hunley et al., 2016; Novembre, 2022). Frontiers in Genetics frontiersin.org 4.2 The relevance of local collaborators:
ensuring cultural translation in genetic
research Slide 6)
and
paragraph
in
the
report
(Supplementary
Material
S2)
emphasizing that scientific knowledge is just one facet of overall
knowledge and should not be seen as dominant or absolute truth. “Knowledge is vast and includes other ways of understanding the
world, such as experience, tradition, legends and myths, among
others. These types of knowledge are not mutually exclusive but
can complement each other to obtain a broader vision of reality. Science is simply one of the ways of acquiring knowledge about the
world.” We underscored the importance of fostering dialogue
between knowledge systems (Escobar, 2016; Bañales-Seguel
et al., 2020). During our discussions and conversations with
community members, we posed questions such as “What are
your thoughts on this finding?” and “Does it align with your
previous notions?” or even “How do you feel about these results?”
These questions encouraged open dialogue and created an
inclusive atmosphere for diverse viewpoints. As we delivered
and discussed scientific knowledge, participants could make
informed interpretations and engage in meaningful discussions
on the research findings. Through these efforts, we aimed to
foster
scientific
literacy
and
promote
a
more
informed
participation in genetic research. It is essential to acknowledge that our research unfolded within a
challenging political context. Mapuche communities have been
living in a conflictual dynamic with the state in relationship to 06 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 opportunity to connect with the heritage of their community
(Manning and Harrison, 2018). This erasure created a tense
dynamic between teachers and indigenous students, stemming
from the educators’ lack of knowledge about local and cultural
history and their limited understanding of indigenous education. These factors restricted education to a nationwide monocultural and
homogeneous curriculum, perpetuating prejudices against the
indigenous population (Arias-Ortega et al., 2023). Even today,
the educational system has not met the local populations’
educational, social, cultural, and linguistic needs (Milne and
Wotherspoon, 2023). Schools perpetuated symbolic and cultural
domination over the indigenous population, removing students
from their social, cultural, and spiritual foundations (Arias-
Ortega and Quintriqueo, 2021). During our fieldwork experience,
we had conversations with several elderly Mapuche people who
explained how they consciously chose not to teach Mapudungun to
their children, to protect them from discrimination. These
interactions show how deeply rooted prejudice and cultural
marginalization
have
affected
Mapuche
communities
for
generations. land ownership and recognition of indigenous culture and rights
(Aylwin Azócar et al., 2003). 4.2 The relevance of local collaborators:
ensuring cultural translation in genetic
research Given the sensitive nature of our work,
some local researchers and stakeholders, although deeply committed
to our research goal, declined to participate as DNA donors or
preferred not to take the role of official coauthors. Instead, they
actively engaged in discussions, providing invaluable insights and
logistic support while maintaining a degree of anonymity. In a
couple of circumstances, during sample collection, community
members displayed hostility towards the presence of winkas
performing genetic studies with Mapuche communities, reporting
on known cases of scientific misconduct with the handling of
sensitive genetic data from indigenous groups that occurred in
the late 90s and early 00s (see Malhi, 2009), or negative
experiences of the type “other academics came to study us, but
never came back”. In these circumstances, we respected the
individual perspectives and left the region or the household
without collecting any data. Despite these complexities, the
people involved in the step of returning the results overall
expressed
satisfaction
with
our
collaborative
approach,
as
reflected by the positive feedback obtained during all our
16 meetings. This trust was not solely due to the presence of a
Mapuche researcher but also because of our team’s commitment to
earning their confidence. We valued the communities’ trust and
recognized that it was essential in our research. This collaborative
approach allowed us to achieve our research goals effectively. opportunity to connect with the heritage of their community
(Manning and Harrison, 2018). This erasure created a tense
dynamic between teachers and indigenous students, stemming
from the educators’ lack of knowledge about local and cultural
history and their limited understanding of indigenous education. These factors restricted education to a nationwide monocultural and
homogeneous curriculum, perpetuating prejudices against the
indigenous population (Arias-Ortega et al., 2023). Even today,
the educational system has not met the local populations’
educational, social, cultural, and linguistic needs (Milne and
Wotherspoon, 2023). Schools perpetuated symbolic and cultural
domination over the indigenous population, removing students
from their social, cultural, and spiritual foundations (Arias-
Ortega and Quintriqueo, 2021). During our fieldwork experience,
we had conversations with several elderly Mapuche people who
explained how they consciously chose not to teach Mapudungun to
their children, to protect them from discrimination. These
interactions show how deeply rooted prejudice and cultural
marginalization
have
affected
Mapuche
communities
for
generations. 4.2 The relevance of local collaborators:
ensuring cultural translation in genetic
research In more recent times, an increasing awareness of the value of
cultural and linguistic diversity, coupled with rising attention to
human and indigenous rights, has enhanced the way for the
implementation of intercultural and bilingual education programs
in Chile such as the “Programa Orígenes” and the program for
Intercultural Bilingual Education (Figueroa Burdiles et al., 2018;
Aguayo et al., 2022). These initiatives have primarily been applied in
rural areas and, while they still require refinement, have contributed
to a stronger sense of indigenous identity among the students
(Cisternas Irarrázabal, 2018). 4.3 Engaging with schools: a focus on pre-
European-contact history Particularly
noteworthy
was
the
positive
response
from
“traditional
educators,”
who
specialize
in
teaching
basic
Mapudungun language and Mapuche indigenous traditions. Their
expertise and deep connection to indigenous cultures made them
particularly receptive to including prehispanic history in the
curriculum. Finally, the classes have also been positively received
by students becoming more aware of indigenous traditions, either as
self-identifying as Mapuche, or recognizing having Mapuche
ancestry, or with students who live in contact with Mapuche peers. By acknowledging the prehispanic history and cultural diversity
in the Americas, we encouraged a more inclusive and accurate
narrative encompassing indigenous communities’ rich heritage, in
line with the claims of diverse indigenous movements (Oliva
Martínez, 2022). This approach broadened students’ perspectives,
allowing them to develop a more comprehensive understanding of
the continent’s history and cultural dynamics. From
the
beginning
of
the
colonial
period,
after
the
independence of Chile and the subsequent occupation of the
territories south of the Biobío river, which were managed by
Mapuche
communities,
Mapuche
children
in
schools
and
institutions were prohibited from speaking their language and
subjected to various forms of physical and psychological abuse
(Reynoso and Sánchez, 2020; Dillon et al., 2022). The curriculum
effectively erased indigenous history, denying Mapuche students the 4.3 Engaging with schools: a focus on pre-
European-contact history (
)
Our presentations received significant appreciation from the
teaching staff at the schools we visited. History teachers, in
particular, positively received our research angle on genetic
human
history
(and
prehistory)
as
it
provided
a
more
comprehensive understanding of the region’s historical roots. Particularly
noteworthy
was
the
positive
response
from
“traditional
educators,”
who
specialize
in
teaching
basic
Mapudungun language and Mapuche indigenous traditions. Their
expertise and deep connection to indigenous cultures made them
particularly receptive to including prehispanic history in the
curriculum. Finally, the classes have also been positively received
by students becoming more aware of indigenous traditions, either as
self-identifying as Mapuche, or recognizing having Mapuche
ancestry, or with students who live in contact with Mapuche peers. By acknowledging the prehispanic history and cultural diversity
in the Americas, we encouraged a more inclusive and accurate
narrative encompassing indigenous communities’ rich heritage, in
line with the claims of diverse indigenous movements (Oliva
Martínez, 2022). This approach broadened students’ perspectives,
allowing them to develop a more comprehensive understanding of
the continent’s history and cultural dynamics. The history curriculum in Latin America has predominantly
focused on the last five centuries from the Spanish occupation, often
neglecting the continent’s rich and diverse prehispanic heritage. There is
an awareness of the need for a representation of the continent’s history
that gives justice to its cultural roots before the arrival of the Europeans
(Cisternas Irarrázabal, 2018). To address this historical imbalance, we
emphasized how the Americas were populated long before the Spanish
colonization. Throughout our field presentations, we took chances to
highlight the cultural and ethnic diversity of the continent’s populations
before Europeans arrived. It is important to consider how educational
institutions during the 20th century served as “civilizing” entities under
the pressure of Chilean elites, who promoted the narrative of Mapuche
people as “second-class” citizens (Merino et al., 2007; Nahuelpan
Moreno and Antimil Caniupán, 2019). Additionally, assimilationist
educational policies have dominated national and international
contexts. Indigenous children worldwide experienced the active
eradication
of
their
cultural
identity
through
humiliation,
psychological violence, and even physical abuse, which were part of
what has been termed “cultural genocide” (Commission de Vérité et
Réconciliation du Canada, 2015). Our presentations received significant appreciation from the
teaching staff at the schools we visited. History teachers, in
particular, positively received our research angle on genetic
human
history
(and
prehistory)
as
it
provided
a
more
comprehensive understanding of the region’s historical roots. Frontiers in Genetics frontiersin.org 4.4 Addressing misconceptions and
sensitive topics in genetics During
our
fieldwork
with
indigenous
communities,
we
encountered several complex and delicate topics that required 07 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 careful consideration and preparation by our team. We prepared in
particular for two aspects of the genetic analysis that traditionally meet
sensitive reactions: the concept of Native American and European
genetic admixture, and the concept of indigenous identity and genetic
determinism. Despite our primary focus being on prehispanic history,
our genetic analysis included an overview of the degree and timing of
European admixture in the region and the continent. This type of
analysis is common practice in a population genetics study and serves to
contextualize the rest of the analysis, which focuses on Native American
ancestry and prehispanic history. The genetic concept of European
admixture is not exempt from the power dynamics and exploitation
that brought European lineages into the region. First of all, it was
essential to navigate the political connotations associated with terms like
“genetic admixture” or “mestizaje”, not only confronting the scientific
jargon to the understanding of the layperson but also confronting the
use of these terms in English and their equivalents in Spanish. Given the
significance of word choice, we used the term “genetic flow” instead, as
it carried a less loaded meaning and conveyed our understanding
without evoking negative or positive connotations. For instance, we
used sentences like “The different populations exhibit a wide degree of
European genetic flow.” In our on-site presentations (Supplementary
Material S1) and in the final report (Supplementary Material S2), we
explained that this observation had no positive or negative connotation. Instead, it simply reflected a part of the historical dynamics that
Mapuche communities encountered. and González Zarzar, 2023). Research has shown how identities can
be fluid and even intersectional (Puar, 2012). Identity should not be
tied to biological or phenotypical factors but to sociological and
cultural elements and the subjective dimension of the self-
identification (Oliva Martínez, 2022). Also, we commented on
the widespread notion that indigenous people are “less advanced
and not evolved”. Our historical, cultural, and biological approach
provided tools to reframe colonialist practices in this sense. We
stressed that such notions of progress come from power dynamics
deeply rooted in the scientific discourse of the Western world and
have been confronted in Anthropology since the early 20th century. 4.4 Addressing misconceptions and
sensitive topics in genetics “Another important point is that claiming that one population is
more advanced or evolved than another contradicts the principles
of biology and is incorrect. Each human population has evolved or
developed in a unique way in response to the environment and
historical circumstances, which has given rise to today’s cultural
diversity. No linear scale of progress or superiority can be
established among human populations, as all have their own
valuable knowledge, traditions, and ways of life.” In approaching these delicate topics, we intended to foster
respectful and meaningful dialogue while being mindful of the
complexities
and
sensitivities
involved,
without
avoiding
problematic topics. We carefully selected our terminology and
focused on broader population dynamics to create a space for
understanding and appreciation without diminishing community
members’ individual experiences and self-identifications. “Furthermore, it is important to emphasize that gene flow
between the settlers and the Mapuche populations should not
be interpreted as a measure of superiority or inferiority. Rather, it
reflects the complex interactions and cultural mixtures that
occurred
during
this
historical
period. These
genetic
interactions are a testimony to the resilience and adaptability
of the Mapuche people and their culture, despite colonial
influence.” 4.5 Moving away from neocolonial science:
mitigating biocolonialism and scientific
extractivism We are aware of the limitations inherent in our study and
acknowledge the influence of our cultural backgrounds on the
research process. To mitigate neocolonial practices, we adopted a
collaborative
approach
involving
local
scientists
from
diverse
disciplines, ensuring inclusivity and cultural sensitivity throughout
the research process. Community engagement and reciprocity played
a central role, focusing on sharing the knowledge we generated with the
involved communities, thereby respecting participants’ ownership
(Hintz and Dean, 2020). We carefully explained our informed
consent document, emphasizing clear explanations of the research
purpose, potential benefits, risks, and handling of genetic data. These practices have been long enforced in basic scientific practice
when dealing with human participants and are highlighted in the
Declaration of Helsinki (World Medical Association, 2013). While
drafting a complete and appropriate informed consent is mandatory,
extra effort should be placed to ensure that the participant fully
understands all these aspects. We found challenges in establishing a
fully horizontal dialogue with potential participants as they were often
introduced for the first time on the concept of genetic data, and they
understandably lacked the foundational knowledge necessary to engage
fully, especially concerning data storage and sharing. This challenge is
not only due to a disparity in knowledge but also to the perception of
our team as “authorities” in the field, inadvertently creating a
hierarchical dynamic. Genetic estimates of indigenous ancestry have been associated with
questions of identity, even in legal terms, as some indigenous
representatives require any person who would like to join a
community to apply with a DNA ancestry test to prove their
indigenous ancestry (TallBear, 2013; Blanchard et al., 2019). The
very delicate question “How indigenous am I?” is not uncommon
and bears traces of a genetic deterministic approach that connects
cultural identities to specific biological markers. To address this
sensitively, we implemented two strategies. Firstly, we provided
population-based results rather than individualized ones, ensuring
that the focus remained on the broader context rather than
individual identity. Secondly, we proactively explored the space
between biology and identity with our interlocutors to reflect
together on the limitations of such an approach and the nuanced
relationship between these concepts (Supplementary Material S2). “Genetic ancestry is not equivalent to identity. Frontiers in Genetics frontiersin.org 5 Discussion To create ethical and sustainable research in the Global South, it
is essential to understand the different layers of inequality and the
social reality of Latin American societies. In general, academic
research is inserted in power dynamics where economic and
epistemological
asymmetries
reproduce
colonial
attitudes
(Argüelles et al., 2022). Addressing epistemic extractivism is
crucial, as it perpetuates a power dynamic that takes data and
knowledge from marginalized communities without equitable
collaboration or benefit-sharing, reinforcing existing inequalities
and undermining autonomy (Mc Cartney et al., 2022). On the
other hand, academic research can be an agent of positive
change, empowering indigenous communities in countries with
little or no recognition from the state (Silva et al., 2022). Genuine collaboration and meaningful engagement with local
communities
increases
the
value
of
local
knowledge
and
perspectives
in
the
research
process. Creating
long-term
partnerships and capacity-building initiatives that empower local
researchers is essential (Hudson et al., 2020). We acknowledged the
limitations
of
our
research
approach,
as Community-Based
Participatory Research should involve continuous, long-term
engagement with the community (TallBear, 2014). While our engagement with the indigenous communities was
impactful, it lacked a long-term vision, a limitation often
encountered by other scholars (TallBear, 2014; Tsosie et al.,
2020). Teaching
technical
knowledge
about
genetics
was
challenging, especially in the absence of established structures for
indigenous genomic projects in the Global South. Nonetheless, we
aimed to improve the current research model, recognizing that
achieving a gold standard was not feasible. Though resources for
community-driven efforts have been traditionally scarce or non-
existent for most institutions and research funding bodies, our
approach
was
uniquely
positioned
due
to
the
relatively
substantial resources available to us, thanks to the significant
funding of our institution (University of Zurich). These resources
allowed us to involve local researchers and experts while including
cultural protocols and sensitivities. We were able to provide
schematic graphics and transparent project steps to develop open
and accountable research practices. We could also take time to
organize a dedicated trip and undertake the described actions
towards the communities. Integrating community engagement as
an intrinsic component of the original research proposal should take
a higher value in our academic curricula and be supported by an
appropriate timeline and budget approved by the institution’s
boards. Our experience underscores the need for grant agencies
to recognize the importance of such engagement initiatives and
allocate resources accordingly. 4.5 Moving away from neocolonial science:
mitigating biocolonialism and scientific
extractivism However,
creating long-term partnerships and facilitating capacity building
presented challenges, primarily attributable to the structure of
scientific funding and the relative early-career stage of the
researchers involved. Frontiers in Genetics 4.5 Moving away from neocolonial science:
mitigating biocolonialism and scientific
extractivism Identity is
constructed through variable elements such as culture, sense of
belonging and other factors, and is not determined by biology, or
at least not solely.” We suggest that geneticists can and should speak up to avoid
reducing indigenous identity to mere genetic factors (Silva Gallardo 08 frontiersin.org 10.3389/fgene.2023.1304974 10.3389/fgene.2023.1304974 Arango-Isaza et al. 10.3389/fgene.2023.1304974 Arango-Isaza et al. To help build a deeper understanding of the methodology in
data generation, analysis, and storage, scientists could work on
building long-term partnerships with the communities. Yet,
practical barriers such as budget constraints, time limitations,
and the disruptive impact of the COVID-19 pandemic impeded
the full realization of such a long-term collaboration. One way to
build long-term partnerships would be through a consortium to
facilitate preliminary education, provide educational materials and
resources to community members on topics related to genetics and
the research process, and develop capacity building for access to
research
activity. This
educational
initiative
could
include
workshops, seminars, and community meetings. Additionally, the
sessions would emphasize the potential benefits and risks associated
with the research and involve members of other communities not
involved in the genomic project to appreciate the broad reach of
such genetic studies. Finally, the consortium could elaborate on
technical options related to data sharing, storage, and sequencing
technology. Similar initiatives are not yet developed in the Global
South but are designed as a gold standard in some countries,
including the United States, New Zealand, Canada, and Australia
(Claw et al., 2018; Garrison et al., 2019; Hudson et al., 2020; Tsosie
et al., 2020). In Chile, an example of a long-term academic initiative
fostering ethical and inclusive practice on genetic research in
indigenous communities is the Grupo de Estudio Ciencia y
Comunidades
Originarias
organized
by
the
Center
for
Intercultural
and
Indigenous
Research
and
the
Pontificia
Universidad Católica de Chile (Silva et al., 2022). “And now, what else?”. The participants’ eagerness to research
further
aspects
demonstrated
the
potential
for
a
broader
engagement aligned with their interests and questions. However,
creating long-term partnerships and facilitating capacity building
presented challenges, primarily attributable to the structure of
scientific funding and the relative early-career stage of the
researchers involved. “And now, what else?”. The participants’ eagerness to research
further
aspects
demonstrated
the
potential
for
a
broader
engagement aligned with their interests and questions. Arango-Isaza et al. 5 Discussion This recognition ensures that the
benefits
and
insights
from
collaborative
endeavors
can
be
maximized
for
both
scientific
advances
and
community
empowerment. More specifically, genetic research in the Global South can have
repercussions on the local society and identity. It contributed to
stigmatization and perpetuated harmful perspectives, such as
mestizo rhetoric or indigenous purism (Garrison et al., 2019;
Silva et al., 2022). Genetic admixture from different ethnic
backgrounds is an undeniable reality in Latin America. However,
it was not a result of voluntary choices but a violent process
accompanied by subjugation and stigma, often hidden from the
official historical narrative (Galindo, 2020). To move away from
these harmful perspectives, we must embrace a more nuanced
understanding of genetic admixture in the region (Wade et al.,
2014a). Consultation with state institutions and the “mestizo”
population is insufficient and will reproduce historical harm
(Ávila-Arcos et al., 2022). National or international efforts in
genomic
research
should
consider
the
specific
contexts
of
countries
with
limited
investments
and
respect
indigenous
governance structures. Ethical science should be central to budget
distribution systems for granting agencies, and researchers, research
institutions, and indigenous communities should collaboratively
develop guidelines (Argüelles et al., 2022). There is a growing
number
of
genomic
projects
in
Latin
American
countries
managed by local researchers, like Latin Cells, CANDELA,
DNAdoBrasil, INMEGEN, and ChileGenómico, and a growing
interest in the indigenous history of the continent. However,
indigenous
participation
is
still
scarce
compared
to
North
America (Claw et al., 2018; Tsosie et al., 2020). Interestingly, the participants often expressed curiosity and
enthusiasm for expanding the scope of the study into other areas. A recurring sentiment was encapsulated in the common question, 09 frontiersin.org Arango-Isaza et al. Arango-Isaza et al. 10.3389/fgene.2023.1304974 • Create a safe and inclusive environment for discussion and
exchange,
taking
into
account
the
community’s
communication styles and preferred methods of debate. • Create a safe and inclusive environment for discussion and
exchange,
taking
into
account
the
community’s
communication styles and preferred methods of debate. Community engagement has been our primary focus for supporting
ethical and inclusive research in our genetic study of Mapuche ancestry
in Chile (Arango-Isaza et al., 2023). Here, we presented our strategies to
report research to the Mapuche communities and involve their
perspectives in the genetic study. Funding • In the Latin American context, where colonial structures often
persist, a non-indigenous university board’s approval of a
research permit alone will not exempt a researcher from
validation with local communities and stakeholders. Mere
acceptance by the mestizo population is not an adequate
measure of ethical engagement. The author(s) declare financial support was received for the
research, authorship, and/or publication of this article. CB and KS
were supported by the URPP ‘‘Evolution in Action’’ of the
University of Zurich and the NCCR Evolving Language, Swiss
National Science Foundation Agreement #51NF40_180888. CB,
EA-I, and KS were supported by the SNSF Sinergia project ‘‘Out
of Asia’’ (grant number 183578). For the return expedition, the
University of Zurich Graduate Campus (GRC) supported EA-I, and
the Zurich Latin American Center (LZZ) supported both EA-I and
CB. FM is funded by CIIR-FONDAP 15110006. • Emphasize the importance of speaking the local language or
the language most commonly used within the community. • Provide comprehensive explanations of biological concepts
during data collection and results dissemination to ensure a
thorough understanding of the implications and potential risks
involved. Develop teaching and scientific outreach strategies. • Work towards long-term partnerships and empowerment of
the communities. 5 Discussion Garrison et al., 2019 emphasized
the importance of giving back results in genomic research when
involving indigenous communities or minorities, but this action is
not guaranteed enough in scientific studies. These dialogues were
designed to bridge the gap between different epistemologies and
change societal perspectives on issues like racism (Haverkort, 2013;
Wade et al., 2015). We also evaluated the qualitative impact of our
collaborative and participatory efforts to demonstrate the potential for
meaningful
and
more
reciprocal
engagement
with
the
local
communities. By incorporating comments and suggestions, the
scientific paper benefitted from more rigorous data interpretation. Furthermore,
we
addressed
economic
and
epistemological
asymmetries to build a more horizontal collaboration and enhance
the integrity of the scientific knowledge production process. • Be prepared for potential negative responses and the
possibility that the community may not wish for the
research to be published or to disclose certain aspects of it. • Be prepared for potential negative responses and the
possibility that the community may not wish for the
research to be published or to disclose certain aspects of it. Approach
framing
and
dissemination
of
results
with
sensitivity and respect. Approach
framing
and
dissemination
of
results
with
sensitivity and respect. • Establish mechanisms to deliver research findings to direct
participants and a broader audience, including schools,
cultural centers, or organized communities. • Prioritize sharing research results with the community before
the publication of the manuscript to ensure transparency and
mutual understanding. In conclusion, there are still several concerns for which the
scientific community must actively improve the ethical standards of
research, especially in the Global South. This includes fostering
collaborations with local researchers, meaningful community
consultation, and respecting principles of informed consent and
data sovereignty. By involving indigenous communities as active
partners and incorporating their perspectives, researchers can
conduct genomic research that respects the communities’ rights,
values, and aspirations. The international community, especially in
the
Global
North,
is
responsible
for
approaching
research
respectfully, considering their inherited privilege and background. Our
experience
of
engagement
with
the
indigenous
communities
can
contribute
to
the
challenging
task
of
establishing guidelines for genomic research in Latin America. Based on the challenges we faced and on the feedback received,
we can share our recommendations for effective and sustainable
community partnerships. • Understand the country’s current and past social and political
context, not only from an anthropological or genetic point
of view. Author contributions • Comprehend the social and power dynamics between the
diverse demographics in Latin America, which may not
directly align with the indigenous communities. EA-I: Investigation, Writing–original draft, Writing–review and
editing, Visualization. MA: Supervision, Validation, Writing–review
and editing. RC: Writing–review and editing. FM: Writing–review
and
editing. KS:
Resources,
Writing–review
and
editing,
Supervision, Funding acquisition. CB: Conceptualization, Funding
acquisition,
Project
administration,
Resources,
Supervision,
Validation, Writing–review and editing. • Educate yourself about different knowledge systems, including
indigenous ones, to appreciate the diverse perspectives and
worldviews within the community. • Develop a deep understanding of the pressing issues the
communities face, such as challenges related to education,
land rights, and access to essential services, to ensure that the
research is contextually relevant and beneficial to the
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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. Conflict of interest The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fgene.2023.1304974/
full#supplementary-material 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. Acknowledgments • Acknowledge common misconceptions and prejudices to provide
an educated response if these issues arise during conversation. We thank all the voluntary participants in this study from
Araucanía and the Island of Chiloé, and all the people who
discussed the genetic results and gave feedback during the • Recognize
the
significance
of
local
collaborators
and
stakeholders in ensuring culturally sensitive and meaningful
research engagement. • Recognize
the
significance
of
local
collaborators
and
stakeholders in ensuring culturally sensitive and meaningful
research engagement. 10 frontiersin.org Arango-Isaza et al. 10.3389/fgene.2023.1304974 10.3389/fgene.2023.1304974 expedition in March–April 2022 (Jaqueline Caniguan, Jaime Haro,
Carlos Catrileo, Juan Manuel Huentelican, Carmen Cayun, Julio
Chewin, María Isabel Díaz, Carolina Aillapán, Awunwuenu
Aillapán, Sixto Cuyul, Juan Carlos Domihual, Romero family,
Sonia Catepillan, Guido Brevis, Colegio Adenauer in Melipeuco,
Liceo Público Reino de Suecia in Puerto Saavedra, Liceo Galvarino
Riveros Cárdenas in Castro Chiloé, Nicolás Montalva, Marcelo
González, Fernando Pairican, Piergiorgio Di Giminiani, Alejandra
Vidal, Verónica Silva, and Eduardo Barrientos). We thank Sara
Blanco Martínez and Paco Majic for the enriching conversations. We used Grammarly 1.37.2.0 for writing correctness and enhancing
the clarity of the text. The author(s) declared that they were an editorial board
member of Frontiers, at the time of submission. This had no
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invisibility and hyper-visibility under the mestizaje discourse in Latin America. Am. J. Bioeth. 23, 111–112. doi:10.1080/15265161.2023.2207536 Zúñiga, F. (2006). Mapudungun: el habla mapuche: introducción a la lengua
mapuche, con notas comparativas y un CD. Santiago de Chile: Centro de Estudios
Públicos. TallBear, K. (2013). Genomic articulations of indigeneity. Soc. Stud. Sci. 43, 509–533. doi:10.1177/0306312713483893 13 Frontiers in Genetics Frontiers in Genetics 13 frontiersin.org
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Morphological and ecological adaptation of limpet-shaped top shells (Gastropoda: Trochidae: Fossarininae) to wave-swept rock reef habitats
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RESEARCH ARTICLE Morphological and ecological adaptation of
limpet-shaped top shells (Gastropoda:
Trochidae: Fossarininae) to wave-swept rock
reef habitats Luna Yamamori*, Makoto Kato
Graduate School of Human and Environmental Studies, Kyoto University, Sakyo, Kyoto, Japan Luna Yamamori*, Makoto Kato
Graduate School of Human and Environmental Studies, Kyoto University, Sakyo, Kyoto, Japan * strobilation980@gmail.com a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Editor: Geerat J. Vermeij, University of California,
UNITED STATES Received: May 7, 2018
Accepted: July 17, 2018
Published: August 22, 2018
Copyright: © 2018 Yamamori, Kato. 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: © 2018 Yamamori, Kato. 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. OPEN ACCESS Citation: Yamamori L, Kato M (2018)
Morphological and ecological adaptation of limpet-
shaped top shells (Gastropoda: Trochidae:
Fossarininae) to wave-swept rock reef habitats. PLoS ONE 13(8): e0197719. https://doi.org/
10.1371/journal.pone.0197719 Citation: Yamamori L, Kato M (2018)
Morphological and ecological adaptation of limpet-
shaped top shells (Gastropoda: Trochidae:
Fossarininae) to wave-swept rock reef habitats. PLoS ONE 13(8): e0197719. https://doi.org/
10.1371/journal.pone.0197719 Editor: Geerat J. Vermeij, University of California,
UNITED STATES Abstract Flattening of coiled shells has occurred in several gastropod lineages, while the evolutionary
process of shell flattening is little known. The subfamily Fossarininae of the top shell family
(Trochidae) is unique, because it includes four genera at various stages of shell flattening. Broderipia and Roya, have zygomorphic shells that has lost coiling, while the sister genera,
Fossarina and Synaptocochlea, have respectively turbiniform and auriform shells. There-
fore, comparisons of biology, habitats and detailed morphology among these four genera
may help us to detect selection pressure driving shell flattening and loss of coiling. Although
Broderipia has recently been identified as living symbiotically in the pits of sea urchins, the
habitats and biology of the other three Fossarininae species, especially Roya are poorly
known. After an extensive search on rocky shores of the Japanese Archipelago, we found
live Roya eximia snails on intertidal/subtidal rock surfaces exposed to strong waves. Roya
snails crept on the bare rock surface to graze periphyton at low tide, and fled into vacant bar-
nacle shells at high tide. Comparison of the morphology of soft bodies in Fossarininae
revealed that the columellar muscle of flattened species has been drastically elongated and
arranged in posterior semi-outer edge of the flattened shell as observed in true limpets. The
flattering and loss of coiling of the shell in Roya caused acquisition of a zygomorphic flat
body, retraction of coiled visceral mass, and expansion of the foot sole. All of these changes
improved tolerance against strong waves and the ability to cling to rock surfaces, and thus
enabled a lifestyle utilizing both wave-swept rock surfaces and the inside of vacant barnacle
shells. Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fissurellidae, Phenacolepadidae, Hipponicidae, Calyptraeidae, Umbraculidae, Trimusculidae,
Siphonariidae, Ancylidae, some Capulidae, Thyca crystallina (Eulimidae), Amathina (Amathi-
nidae), and a portion of Fossarininae (Trochidae), among other groups [3]. analysis, decision to publish, or preparation of the
manuscript. 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. Because limpet-shape is thought to be not well adapted to intense competition and preda-
tion, it is thought to be originated in refugial habitats, however, there are some advantages of
limpet-shape, depending on their habitats and feeding types [4]. For example, because of the
structurally compact body, limpets potentially have large respiratory surface. This large respi-
ratory surface is advantageous not only for oxygen-poor deep sea, but also for suspension feed-
ing as seen in Calyptraeidae [5]. Other major advantages of the limpet-shaped shells are
hypothesized to be reduction of the risk to be pulled off by strong waves, improvement of
adhering strength, and rapid locomotion, which are enabled by low-conical shell and large
foot [3]. Although limpet-shaped shells show various ecologies, the factors that promote the
evolution of limpet-shaped shells have not yet been identified, because most members of the
aforementioned families have limpet-shaped shells and species in transition from coiled to
non-coiled shells are rare. The top-shell family Trochidae is characterized by conical, coiled shells and an alga-grazing
habit, although some linages contain filter feeders (Umboniinae). In Trochidae, the two sub-
families (Fossarininae and Stomatellinae) contain species with flattened shells. The phyloge-
netic tree of Fossarininae [6] suggests that shell flattening has occurred from a turbiniform
shell to an auriform shell, and subsequently to a cap-shaped shell (Fig 1). Because the four gen-
era of Fossarininae are currently at various stages in the evolutionary process of shell flatten-
ing, comparisons of their biology and habitats will help us to detect selection pressure driving
shell-flattening and loss of coiling. However, only limited information is available about the
ecology of Fossarininae species. Broderipia, which has an extremely flat shell, has recently been
revealed to be symbiotic in the pits of sea urchins, and its flat limpet-shaped shell is apparently
adaptive to life in the narrow open space of the pits [7]. Introduction Funding: This study was supported by a Japan
Ministry of Education, Culture, Science, Sports, and
Technology Grant-in-Aid for Scientific Research
(15H02420; https://www.jsps.go.jp/english/index. html) and The Sasakawa Scientific Research Grant
(29-537; http://www.jss.or.jp/en/). The funders had
no role in study design, data collection and Molluscs exhibit a wide range of shell forms as adaptations to surrounding environmental con-
ditions [1], and for defense against predators [2]. In the history of shell-shape evolution, flat-
tening of the coiled shell is one of the most common strategies; some of these flattened shells
subsequently lost their coiling, forming limpet-shaped shells. Limpet-shaped shells are adopted
in diverse gastropod lineages, e.g., Patellogastropoda, Cocculiniformia, Lepetodriloidea, html) and The Sasakawa Scientific Research Grant
(29-537; http://www.jss.or.jp/en/). The funders had
no role in study design, data collection and 1 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Study sites This study was conducted on rocky shores in the Japanese Archipelago, which are influenced
by the warm Kuroshio Current. Through a preliminary search for the rare limpet-shaped tro-
chid snail R. eximia, five populations were identified on the southern coasts of the Kii Penin-
sula and Shikoku Island (sites A–E in Fig 2). No specific permissions were required for these
locations, and neither endangered nor protected species were involved in this field study. At
all sites, the maximum tidal range during spring tide is around 2.0 m. Because the habitat of R. eximia is constantly exposed to violent waves, accessible sites were rare. The only accessible
coastal sites were sites A (33˚6905100N, 135˚3305800E) and E (32˚46’00"N, 132˚37’18"E). Site A is
a small near-shore island called Toshima, the west coast of which faces the Kii Channel and is
exposed to strong waves. The rock bed is conglomerate mixed with brittle sandstone, and the
surface remains rough due to constant erosion from waves (Fig 3A and 3B). Site E is a rocky
and boulder-filled shore of Kashiwajima Island, which is constantly exposed to strong waves
(Fig 3C and 3D). The large boulders accumulated on the shore are made up of hard and
smooth igneous rock [8]. The habitat and biology of other Fos-
sarininae species, especially Roya are still poorly known. To detect selective pressures acting on shell flattening and the loss of coiling in Fossarini-
nae, we first conducted an extensive search for habitats of the key genus, Roya. Because Roya
snails are found in low intertidal areas of wave-swept rocky reefs, we carried out a field survey
of the macrobenthic and macrophytic communities on various types of rocky reefs surround-
ing Roya snails, and observed the diurnal behavior of the snails. To determine their feeding
biology, radula and gut contents of Roya snails were also examined. By superimposing the Fig 1. The phylogenetic tree of subfamily Fossarininae (Williams et al. 2010, modified). https://doi.org/10.1371/journal.pone.0197719.g001 Fig 1. The phylogenetic tree of subfamily Fossarininae (Williams et al. 2010, modified) Fig 1. The phylogenetic tree of subfamily Fossarininae (Williams et al. 2010, modified). https://doi.org/10.1371/journal.pone.0197719.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 2 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 2. Locations of the study sites. A: Toshima in Shirahama, Wakayama Prefecture, B: Muroto Cape, C:
Goshikihama, D: Chihiro Cape, E: Kashiwajima Island in Kochi Prefecture. https://doi.org/10.1371/journal.pone.0197719.g002 Fig 2. Locations of the study sites. A: Toshima in Shirahama, Wakayama Prefecture, B: Muroto Cape, C:
Goshikihama, D: Chihiro Cape, E: Kashiwajima Island in Kochi Prefecture. https://doi.org/10.1371/journal.pone.0197719.g002 https://doi.org/10.1371/journal.pone.0197719.g002 obtained data on a cladogram of Fossarininae, we discussed the evolution of shell flattening
and loss of coiling in gastropods. obtained data on a cladogram of Fossarininae, we discussed the evolution of shell flattening
and loss of coiling in gastropods. Morphology and diet of Fossarininae The shell, soft body and radula morphologies of the four Fossarininae species were compared. Firstly, the side view of the living snail and side view and aperture view of their shells were
photographed. Secondly, to examine the soft bodies, snails were anesthetized in 8% MgCl2
solution for 1 h, and fixed in 4% formalin solution for about 12 h. After fixation, snails were
removed from the formalin solution, rinsed with flowing fresh water for 30 minutes, and
transferred to 70% Ethanol to examine soft bodies under optical microscope. Radulae were
removed from each snail and examined using an electron microscope. Lastly, to determine the
diet of Fossarininae snails, the stomach and intestinal contents were examined. Fossarininae
snails were collected at site A and immediately fixed in 4% formalin solution for 12 h, and
rinsed with water. The stomach and intestine of each Fossarininae snail were removed and
opened in water; approximately 1/5 of the contents were observed and its organic matters
were counted using an optical microscope. Census on macroalgae and macrobenthos In the lower intertidal zones of sites A and E, two different settings of rock surfaces were cho-
sen, which were exposed to and protected from strong waves. We refer to the former and latter PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 3 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 3. Study sites and habitats of snail species belonging to Fossarininae. a: Exposed reef at site A; arrowhead shows
the tidal level inhabited by R. eximia. b: Protected reef at site A. c: Exposed reef at site E; arrowhead shows the rock
inhabited by R. eximia. d: Protected reef at site E. https://doi.org/10.1371/journal.pone.0197719.g003 Fig 3. Study sites and habitats of snail species belonging to Fossarininae. a: Exposed reef at site A; arrowhead shows
the tidal level inhabited by R. eximia. b: Protected reef at site A. c: Exposed reef at site E; arrowhead shows the rock
inhabited by R. eximia. d: Protected reef at site E. https://doi.org/10.1371/journal.pone.0197719.g003 Fig 3. Study sites and habitats of snail species belonging to Fossarininae. a: Exposed reef at site A; arrowhead shows
the tidal level inhabited by R. eximia. b: Protected reef at site A. c: Exposed reef at site E; arrowhead shows the rock
inhabited by R. eximia. d: Protected reef at site E. https://doi.org/10.1371/journal.pone.0197719.g003 settings as exposed and protected reefs, respectively. At first, we evaluated the intensity of
waves by measuring the wave beat frequency and the average/maximum wave height (i.e., ver-
tical range to which a wave dashes up on rock reef) in a minute by checking the video of waves
at low tides at each site. In both rock surface settings, 10 quadrats (10 × 10 cm) were set, and
all macroalgae and macrobenthos in each quadrat were examined in terms of species, abun-
dance (for macrobenthos) and coverage (for macroalgae) during a spring tide in April 2017. Rock-surface environment and macrobenthic community at each site As the wave intensity, frequencies and the average and maximum heights of waves per min
are shown in Table 1. The wave intensities were higher in exposed than protected rock reef y,
q
g
g
p
are shown in Table 1. The wave intensities were higher in exposed than protected rock reefs. The surfaces of the exposed reefs in the lower intertidal zones of sites A and E were covered
with 13 species of encrusting and branching algae. The proportions of bare surface, i.e., areas
without cover of macroalgae or sessile organisms, of exposed and protected rock surfaces were
8.86% and 47.1% at site A, and 24.3% and 20.8% at site E, respectively. Most rock surfaces
were not covered with sand, although the protected rock surfaces of site A were partly covered
with sand. This low algal coverage of protected reefs may be caused by sedimentation on rock
surfaces, as the growth of branching algae is hindered by sedimentation [9–10]. The most frequent and dominant macroalgae were the encrusting coralline red algae Litho-
phyllum spp. and encrusting non-coralline red alga Hildenbrandia rubra (S1 Table). The
branched coralline algae Amphiroa beauvoisii and Serraticardia maxima were found only at
site A. The assemblages of brown algae differed between the two sites, as well as between
exposed and protected microhabitats. At site A, the rock surfaces exposed to strong waves
were dominated by the large brown algae Sargassum fusiforme and S. patens, while more pro-
tected rock surfaces were often inhabited by the brown alga Palisada intermedia. On the other
hand, at site E, exposed rock surfaces were inhabited by P. intermedia and Ishige okamurae,
while no brown algae were observed on protected rock surfaces. The coverages of macroalgae
and sessile organisms at sites A and E on exposed and protected rock surfaces are shown in Fig
4. The coverage of branching red algae on exposed rock surfaces was greater at site A than site
E (t-test, p = 0.011), whereas the coverage of encrusting red algae on protected rock surfaces
was greater at site E than site A (t-test, p = 0.0047). Coverages of encrusting red algae and
branching brown algae at site A were significantly greater on exposed rock surfaces than on
protected rock surfaces (t-test: p = 0.033 for encrusting red algae; p = 0.047 for branching
brown algae). Diurnal behavior of R. eximia At site A, diurnal changes in the distribution of R. eximia snails were surveyed in the intertidal
area at high tide, the middle of the ebb tide (awash time of their habitat tidal level) and low tide
in the daytime, and at low tide in the nighttime on 15th April 2017. In each census, R. eximia
snails were sought out not only on the rock surface, but also in the interspaces of sessile organ-
isms and inside vacant shells of barnacles; their behavior was observed. 4 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Table 1. The wave intensities at protected and exposed rock reefs in site A and E. frequency (± sd) (beats / min.)
average (± sd) height in a minute (cm)
maximum (± sd) height in a minute (cm)
site A
protected
22.7 ± 5.6
2.3 ± 1.0
5.5 ± 1.1
exposed
21.3 ± 6.1
112.4 ± 12.1
223.9 ± 25.5
site E
protected
35.8 ± 4.2
4.9 ± 1.3
8.7 ± 2.1
exposed
14.4 ±3.3
122.7 ± 21.1
284.9 ± 18.9
https://doi.org/10.1371/journal.pone.0197719.t001 Table 1. The wave intensities at protected and exposed rock reefs in site A and E. (Fig 6A) and inside crevices and vacant shells of barnacles on the exposed reef (Fig 6B and
6C). Synaptocochlea pulchella was found in crevices on rocks in the exposed reef (Fig 6D and
6E). Broderipia iridescens was observed exclusively inside the pits or crevices inhabited by sea
urchins (Fig 6F and 6G). R. eximia was found on bare rock surfaces around barnacle colonies
in exposed area (Fig 6H). The density of R. eximia at site E was significantly greater than at site
A (t-test, p = 0.033). It is important to note that Montfortula picta is a snail in the coil-less family Fissurellidae
(Vetigastropoda), with a shell that bears a remarkable resemblance to that of R. eximia. M. It is important to note that Montfortula picta is a snail in the coil-less family Fissurellidae
(Vetigastropoda), with a shell that bears a remarkable resemblance to that of R. eximia. M. picta was observed only on the exposed reef, and not on the protected reef, at both sites A and (Vetigastropoda), with a shell that bears a remarkable resemblance to that of R. eximia. M. picta was observed only on the exposed reef, and not on the protected reef, at both sites A and
B, as was also observed for R. eximia. The coexistence of morphologically similar, phylogeneti-
cally distant snail species suggests that the limpet-shaped shell morphology is a product of con-
vergence due to adaptation to life on exposed rock reefs. Rock-surface environment and macrobenthic community at each site In addition to these macroalgae, the rock surfaces of the intertidal zones were
covered with sessile organisms, such as barnacles and a sessile vermetid snail, Serpulorbis
imbricatus. At site A, three large barnacle species, Megabalanus volcano, Tetraclita japonica
and T. squamosa were observed on exposed rock surfaces, while no barnacles were found on
protected rock surfaces. At site E, four barnacle species were observed. Two species of small
barnacles, Fistulobalanus albicostatus and Chthamalus challengeri, inhabited the protected rock
surfaces, while three species, including the two large tetraclitid speciesT. japonica and T. squa-
mosa, inhabited exposed rock surfaces (S1 Table). Coverage of sessile organisms on exposed
rock surfaces was greater at site E than site A (t-test, p = 0.00050); at site E, coverage was
greater on exposed rock surfaces than protected rock surfaces (t-test, p = 0.00032). The avail-
ability of plankton is affected by wave action [11], therefore, it is assumed that large barnacles
inhabit exposed rock surfaces where plenty of planktons are provided by strong waves. The composition of mobile fauna was also influenced by wave strength. From the compari-
son of species richness and density between exposed and protected reefs (Fig 5), species rich-
ness on exposed habitats was higher at site A than at site E (t-test, p = 0.018), and species
richness on the exposed reef was higher than on the protected reef at both sites A and E (t-test:
p = 0.000011 for site A, p = 0.00040 for site E). The density of macrobenthos on the exposed
reef was also greater than that on the protected reef (t-test: p = 0.024 for site A, p = 0.006 for
site E). At both sites, four Fossarininae species were observed in four microhabitats: open rock sur-
faces, crevices, sea urchin pits and vacant barnacle shells (Table 2). Fossarina picta was found
on both protected and exposed reefs, specifically on open rock surfaces of the protected reef 5 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Diurnal behavior of Roya eximia Species richness and density of the macrobenthos in 10 × 10 cm quadrats (n = 10) set on exposed and protected
rock surfaces at sites A and E. https://doi org/10 1371/journal pone 0197719 g005 Fig 5. Species richness and density of the macrobenthos in 10 × 10 cm quadrats (n = 10) set on exposed and protected
rock surfaces at sites A and E. https://doi.org/10.1371/journal.pone.0197719.g005 https://doi.org/10.1371/journal.pone.0197719.g005 This behavioral pattern contrasts with many non-homing limpets that follow the wash zone
up and down. This vertical movement is considered to prevent attacks from aquatic predators,
and simultaneously to minimize desiccation stress caused by exposure to air [12–13]. In con-
trast, Roya snails minimize predation pressure by moving over wave-swept rock surfaces at
mid-low tide and hiding in vacant shells of barnacles at high tide, rather than vertically migrat-
ing. Because wave-swept rock surfaces are scarcely inhabited by carnivorous muricid snails,
Roya snails are largely free from predation. Although submerged rock surfaces are potentially
vulnerable to carnivorous fishes at high tide, the vacant shells of barnacles act as refugia from
predatory fishes. Diurnal behavior of Roya eximia Diurnal changes in the number of R. eximia snails found at site A are shown in Fig 7. The habi-
tat of R. eximia was within 50 cm of the ebb tide line. This habitat emerges from the water for
about 1 hour during the spring tide, and is constantly splashed during its emergence. During
the daytime high tide, four R. eximia were found inside vacant shells of the barnacle Megabala-
nus volcano, completely covered with water (Fig 6I), and all four snails had tightly adhered
their bodies to the inner surface of the barnacle shells, and did not move. At mid-ebb tide in
the daytime, on the other hand, the snails swiftly crept over rock surfaces awash with seawater
and grazed. When the tide was low during the daytime, six snails were observed on the wet
surface of emergent rocks. Two snails slowly and intermittently moved over the emergent
zone and grazed, while the other four snails remained motionless, with their bodies tightly
adhered to the rock surface. At the nighttime low tide, three snails were observed remaining
motionless on the wet rock surface. Fig 4. Mean coverage (cm2) of various algae and sessile organisms in 10 × 10 cm quadrats (n = 10) set on exposed
and protected rock surfaces at sites A and E. ER: encrusting Rhodophyta, BR: branching Rhodophyta BO: branching
Ochrophyta. S: sessile invertebrates, bare: bare surface. https://doi.org/10.1371/journal.pone.0197719.g004 Fig 4. Mean coverage (cm2) of various algae and sessile organisms in 10 × 10 cm quadrats (n = 10) set on exposed
and protected rock surfaces at sites A and E. ER: encrusting Rhodophyta, BR: branching Rhodophyta BO: branching
Ochrophyta. S: sessile invertebrates, bare: bare surface. https://doi.org/10.1371/journal.pone.0197719.g004 Fig 4. Mean coverage (cm2) of various algae and sessile organisms in 10 × 10 cm quadrats (n = 10) set on exposed
and protected rock surfaces at sites A and E. ER: encrusting Rhodophyta, BR: branching Rhodophyta BO: branching
Ochrophyta. S: sessile invertebrates, bare: bare surface. https://doi.org/10.1371/journal.pone.0197719.g004 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 6 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 5. Species richness and density of the macrobenthos in 10 × 10 cm quadrats (n = 10) set on exposed and protected
rock surfaces at sites A and E. https://doi org/10 1371/journal pone 0197719 g005 Fig 5. Morphology of the shell and soft body of Fossarininae The side views of a living snail, and side and aperture views of shells of four Fossarinae species
are shown in Fig 8. F. picta has a turbiniform shell and four pairs of epipodial tentacles (Fig
8A, 8E and 8I). S. pulchella has an auriform shell and four pairs of epipodial tentacles (Fig 8B,
8F and 8J). B. iridescens has a depressed limpet-shaped shell and three pairs of epipodial tenta-
cles (Fig 8C, 8G and 8K). R. eximia (Fig 8D, 8H and 8L) has a higher limpet-shaped shell
armed with radial ribs, and three pairs of epipodial tentacles. The shell morphology of Roya is
advantageous for survival in wave-swept habitats for the following reasons. First, limpet-
shaped shells are more tolerant of strong waves than coiled shells [14]. Second, limpet-shaped
shells with large apertures promote the development of a highly contracted soft body with a
large foot sole, which would confer strong clinging ability [15, 16]. Third, the radial ribs of the
shell (Fig 8H) may reinforce structural integrity, defensive capability against carnivores or
light interception. Limpets living in areas exposed to direct sunlight tend to have more ribs
and nodules on the shell than those living in shaded areas, which serve to radiate heat [17],
while shell ornamentation, including spines and ribs, offers protection against drilling carni-
vores [18–19]. The first and second epipodial tentacles of B. iridescens are longer than those of
R. eximia. The lengths of the epipodial tentacles were 2.7, 2.2 and 1.7 mm for B. iridescens (8.2
mm shell length; from anterior to posterior ones), and 1.7, 1.7, and 1.6 mm for R. eximia (9.5
mm shell length). These long tentacles may be useful for monitoring the position of their host Table 2. The numbers of individuals of the Fossarininae species observed in each habitat at low tide (from 10 quadrats in both site A and E, 200cm2 in total). Open rock surface
Crevice
Sea urchin’s pit
Vacant barnacle shell
Total
F. picta
6
2
0
3
11
S. pulchella
0
2
0
0
2
B. iridescens
0
0
39
0
39
R. eximia
23
0
0
0
23
https://doi.org/10.1371/journal.pone.0197719.t002 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 7 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 6. Microhabitats of Fossarininae snails. a−c: F. Morphology of the shell and soft body of Fossarininae picta in rock crevices of protected (a) and exposed (b) rock reefs,
and in vacant shells of the barnacle Megabalanus volcano on exposed reefs (c); sandy sediments are sometimes
accumulated in crevices, as shown in a. d−e: S. pulchella in a rock crevice. f−g: B. iridescens in sea urchin pits. h−i: R. eximia found on wave-swept rock surfaces at low tide (h), and in vacant shells of the barnacle M. volcano at high tide
(i). Fig 6. Microhabitats of Fossarininae snails. a−c: F. picta in rock crevices of protected (a) and exposed (b) rock reefs,
and in vacant shells of the barnacle Megabalanus volcano on exposed reefs (c); sandy sediments are sometimes
accumulated in crevices, as shown in a. d−e: S. pulchella in a rock crevice. f−g: B. iridescens in sea urchin pits. h−i: R. eximia found on wave-swept rock surfaces at low tide (h), and in vacant shells of the barnacle M. volcano at high tide
(i). https://doi.org/10.1371/journal.pone.0197719.g006 https://doi.org/10.1371/journal.pone.0197719.g006 sea urchin. The presence of opercula varied among Fossarinae species: F. picta has an opercu-
lum which can close up the aperture tightly (Fig 8M and 8Q). In S. pulchella, however, the
operculum is vestigial and too small to close up the aperture (Fig 8N and 8R). In B. iridescens
and R. eximia, the opercula are completely absent (Fig 8O and 8P). Most gastropods with lim-
pet-shaped shells or loosely coiled auriform shells invariably live clinging to hard substrates,
and originally or secondarily lack an operculum [20]. Our results suggest that reduction and
loss of the operculum has occurred during the evolution of shell-flattering in Fossarininae. g
g
In Trochidae, Similar depression of shells are seen in Stomatellinae; basal clade Calliotro-
chus has turbiniform shells, while derived clade Stomatella has depressed auriform shells [21]. However, there are no species with limpet-shaped shells in Stomatellinae. Stomatella snails
having strongly flattened shells inhabit undersides of boulders, and their soft bodies are too
large to draw them into the shells. These data suggest that the shell flattering in Stomatella has Fig 7. Diurnal changes of tidal level (wavy line) and observed number of R. eximia snails (solid columns). The
habitat of the snail in reference to the tidal level is illustrated as a gray band. Roya snails were observed on wet rock
surfaces at low tide, while they were found inside vacant barnacle shells on submerged rock surfaces at high tide. PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Morphology of the shell and soft body of Fossarininae https://doi.org/10.1371/journal.pone.0197719.g007 Fig 7. Diurnal changes of tidal level (wavy line) and observed number of R. eximia snails (solid columns). The
habitat of the snail in reference to the tidal level is illustrated as a gray band. Roya snails were observed on wet rock
surfaces at low tide, while they were found inside vacant barnacle shells on submerged rock surfaces at high tide. Fig 7. Diurnal changes of tidal level (wavy line) and observed number of R. eximia snails (solid columns). The
habitat of the snail in reference to the tidal level is illustrated as a gray band. Roya snails were observed on wet rock
surfaces at low tide, while they were found inside vacant barnacle shells on submerged rock surfaces at high tide. https://doi.org/10.1371/journal.pone.0197719.g007 https://doi.org/10.1371/journal.pone.0197719.g007 8 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 8. Side and ventral views of living snails and shells of four Fossarininae species, and opercula of F picta and S. pulchella. F picta (a, e, i, m, q); S. pulchella (b, f, j, n, r); B. iridescens (c, g, k, o); R. eximia (d, h, l, p). Scale bar = 1 mm. https://doi.org/10.1371/journal.pone.0197719.g008 Fig 8. Side and ventral views of living snails and shells of four Fossarininae species, and opercula of F picta and S. pulchella. F picta (a, e, i, m, q); S. pulchella (b, f, j, n, r); B. iridescens (c, g, k, o); R. eximia (d, h, l, p). Scale bar = 1 mm. https://doi.org/10.1371/journal.pone.0197719.g008 https://doi.org/10.1371/journal.pone.0197719.g008 occurred as an adaptation to life beneath boulders, and that loss of coiling was not necessary in
such protected interstitial habitats. The soft bodies of Fossarininae snails corresponded to the shell morphology. In F. picta, the
body is coiled and its anterior is covered by black mantle (Fig 9A and 9E), while anterior parts
of the bodies of the other species are whitish and scarcely protruded from the shells. F. picta
has a short, coiled columellar muscle attaching to the columella (Fig 9I). In S. pulchella, the
coiling of the soft body was greatly reduced, and the body is only slightly twisted (Fig 9B). The
columellar muscle of S. pulchella was elongated, horseshoe-shaped and arranged in the poste-
rior part of the body (Fig 9F). In B. iridescens and R. Morphology of the shell and soft body of Fossarininae eximia, the bodies were vertically con-
tracted, and had completely lost coiling (Fig 9C and 9D), the visceral mass is retracted into the
flattened body, and the long, horseshoe-shaped, zygomorphic columellar muscle was situated
along the inner margin of the posterior part of the shell. (Fig 9G and 9H). This horseshoe-
shaped muscle is suggested to function to appress their shells tightly to the hard substrates. PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Radula morphology and diet of Fossarininae Irrespective of shell and soft body morphology differences among the four Fossarininae spe-
cies, they have largely similar rhipidoglossate radulae. The central and lateral teeth of F. picta
clearly differ from those of the other three species, whereas the marginal teeth were very simi-
lar in all four species. The formula of F. picta radula is (30−40)−4−1−4−(30−40) (Fig 10A). The
central tooth has no triangular edge and lies flat along the radula, with the cusp curled slightly
upward. The teeth become much narrower in the basal region (Fig 10B). The lateral teeth on
each side are hidden by the central tooth or the adjacent lateral tooth. The size and shape of
the lateral teeth are similar to those of the central tooth, but the lateral teeth are slightly asym-
metric with the outer side being wider than the inner side. The marginal teeth are oar-shaped,
with 4−6 serrations on each side (Fig 10C). The formula of S. pulchella radula is (30−40)−5−1
−5−(30−40) (Fig 10D). The central tooth has a sharp triangular edge with 2−3 serrations on PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 9 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 9. Dorsal views and schematic drawings of soft bodies of four Fossarininae species. F. picta (a, e, i); S. pulchella
(b, f); B. iridescens (c, g); R. eximia (d, h). Columellar muscles in schematic drawings were colored in yellow. cm
columellar muscle, ct cephalic tentacle, ept epipodial tentacle, e eye, ft foot, g gill, h heart, ki kidney, nl neck lobe, ov
ovary, sn snout, st stomach. Scale bar = 1 mm. https://doi.org/10.1371/journal.pone.0197719.g009 Fig 9. Dorsal views and schematic drawings of soft bodies of four Fossarininae species. F. picta (a, e, i); S. pulchella
(b, f); B. iridescens (c, g); R. eximia (d, h). Columellar muscles in schematic drawings were colored in yellow. cm
columellar muscle, ct cephalic tentacle, ept epipodial tentacle, e eye, ft foot, g gill, h heart, ki kidney, nl neck lobe, ov
ovary, sn snout, st stomach. Scale bar = 1 mm. Fig 9. Dorsal views and schematic drawings of soft bodies of four Fossarininae species. F. picta (a, e, i); S. pulchella
(b, f); B. iridescens (c, g); R. eximia (d, h). Columellar muscles in schematic drawings were colored in yellow. Radula morphology and diet of Fossarininae cm
columellar muscle, ct cephalic tentacle, ept epipodial tentacle, e eye, ft foot, g gill, h heart, ki kidney, nl neck lobe, ov
ovary, sn snout, st stomach. Scale bar = 1 mm. https://doi.org/10.1371/journal.pone.0197719.g009 https://doi.org/10.1371/journal.pone.0197719.g009 https://doi.org/10.1371/journal.pone.0197719.g009 each side (Fig 10E). The lateral teeth on each side are similar in size and shape to the central
teeth, and bent toward the center of the radula. The marginal teeth are oar-shaped with serra-
tions (Fig 10F). The formula of B. iridescens radula is (30−40)−5−1−5−(30−40) (Fig 10G). The
central tooth has a shovel-shaped triangular edge with 4−6 serrations on each side (Fig 10H). The lateral teeth on each side are similar in size and shape to the central teeth, and are bent
toward the center of the radula. The marginal teeth are oar-shaped and serrations are present
on all teeth (Fig 10I). The formula of R. eximia radula is (30−40)−7−1−7−(30−40) (Fig 10J). The shapes and sizes of all teeth of R. eximia are very similar to those of B. iridescens, but the
cutting edges of the teeth are slightly sharper (Fig 10K and 10L). As a result of diet examination, diatoms were the primary component of the gastric con-
tents of all four Fossarininae species (Table 3). Fragments of red algae were also observed in
small amounts in all snail species, while nematodes and sponge ossicles were rarely observed. The similarity of radulae and diet among Fossarininae species suggest that the differing shell
morphologies were not influenced by diet or foraging habits. General discussion By superimposing the obtained information on morphology and ecology of Fossarininae snails
into their cladogram, we can discuss the evolutionary trend accompanying shell-flattering (Fig PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 10 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats Fig 10. Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l). Scale bar = 30 m. https://doi.org/10.1371/journal.pone.0197719.g010
Table 3. Organic matter seen in the gastric contents of each Fossarininae species. F. picta
S. pulchella
B. iridescens
R. eximia
Pennales diatom
158
19
49
135
red alga
5
2
3
2
Nematoda
0
0
0
1
ossicle of sponge
3
0
2
1
Total
163
21
52
138
https://doi.org/10.1371/journal.pone.0197719.t003
Fig 11. A cladogram of subfamily Fossarininae with the information acquired from this study. Fig 10. Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l). Scale bar = 30 m. Fig 10. Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l). Scale bar = 30 m. Fig 10. Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l). Scale bar = 30 m. https://doi.org/10.1371/journal.pone.0197719.g010
Table 3. Organic matter seen in the gastric contents of each Fossarininae species. F. picta
S. pulchella
B. iridescens
R. eximia
Pennales diatom
158
19
49
135
red alga
5
2
3
2
Nematoda
0
0
0
1
ossicle of sponge
3
0
2
1
Total
163
21
52
138
https://doi.org/10.1371/journal.pone.0197719.t003
Fig 11. A cladogram of subfamily Fossarininae with the information acquired from this study. https://doi.org/10.1371/journal.pone.0197719.g011 Fig 10. Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l)
Scale bar = 30 m. Fig 10. PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Supporting information S1 Table. Species found in quadrats and degree of coverage of each macroalgal species
(n = 10). SW strong wave, GW gentle wave, CB calcareous branched, CE calcareous encrusting,
B branched, E encrusting. (DOCX) Project administration: Luna Yamamori, Makoto Kato. Resources: Luna Yamamori. Supervision: Makoto Kato. Supervision: Makoto Kato. Visualization: Luna Yamamori, Makoto Kato. Writing – original draft: Luna Yamamori, Makoto Kato. Acknowledgments We are grateful to all the staff of the Seto Marine Biological Laboratory and Shirahama Aquar-
ium for supporting our survey; and Y. Henmi and K. Kondo of Kyoto University for field
assistance. General discussion Views of the whole radulae (left column) and close-up views of the central and marginal teeth (middle
and right columns) of four Fossarininae species. F. picta (a–c); S. pulchella (d–f); B. iridescens (g–i); R. eximia (j–l). Scale bar = 30 m. https://doi.org/10.1371/journal.pone.0197719.g010 Table 3. Organic matter seen in the gastric contents of each Fossarininae species. F. picta
S. pulchella
B. iridescens
R. eximia
Pennales diatom
158
19
49
135
red alga
5
2
3
2
Nematoda
0
0
0
1
ossicle of sponge
3
0
2
1
Total
163
21
52
138
https://doi.org/10.1371/journal.pone.0197719.t003 Table 3. Organic matter seen in the gastric contents of each Fossarininae species. Fig 11. A cladogram of subfamily Fossarininae with the information acquired from this study. https://doi.org/10.1371/journal.pone.0197719.g011 Fig 11. A cladogram of subfamily Fossarininae with the information acquired from this study. Fig 11. A cladogram of subfamily Fossarininae with the information acquired from this study. https://doi.org/10.1371/journal.pone.0197719.g011 11 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats 11). The basal lineage of the subfamily Fossarininae, Fossarina, has a small coiled shell and uti-
lizes narrow refugia in intertidal rock reefs. In S. pulchella, the coiling of the shell is reduced,
aperture is enlarged, and the shell is flattened auriform. S. pulchella lives in crevices in exposed
rock reefs, suggesting that their flat shell with large aperture is adaptive to both the narrow
spaces and the wave-swept environment. In the clade comprising Broderipia and Roya, evolu-
tion of a completely zygomorphic limpet-shaped shell has occurred, although selective pres-
sures may differ between the two genera. In Broderipia, the extremely flattened limpet-shaped
shell is presumed to be an adaptation to the narrow free space offered by the pit of its host sea
urchin [7]. In Roya, the non-flat limpet-shaped shell with radial ribs is considered to be an
adaptation to life moving between wave-swept rock surfaces and refugia of vacant barnacle
shells. Our results show that the evolution of limpet-shaped shells occurs under various selec-
tive pressures in coiled snail lineages. One intriguing topic for future research is determining
the gene whose mutation has contributed to the evolution of limpet-shaped shells in multiple
lineages and various marine environments. Author Contributions Conceptualization: Luna Yamamori, Makoto Kato. Formal analysis: Luna Yamamori. Funding acquisition: Luna Yamamori, Makoto Kato. Funding acquisition: Luna Yamamori, Makoto Kato. Investigation: Luna Yamamori. Methodology: Luna Yamamori, Makoto Kato. Methodology: Luna Yamamori, Makoto Kato. Project administration: Luna Yamamori, Makoto Kato. References 1. Eagar RMC. Shape and function of shell—Comparison of some living and fossil bivalve molluscs. Bio-
logical Reviews of the Cambridge Philosophical Society. 1978; 53(2):169–210. https://doi.org/10.1111/
j.1469-185X.1978.tb01436.x PubMed PMID: WOS:A1978FC64800001. PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 12 / 13 Morphological and ecological adaptation of limpet-shaped top shells to wave-swept rock reef habitats 2. Palmer AR. Fish predation and the evolution of gastropod shell sculpture–experimental and geological
evidence. Evolution. 1979; 33(2):697–713. https://doi.org/10.1111/j.1558-5646.1979.tb04722.x
PubMed PMID: WOS:A1979HE57800016. PMID: 28563927 3. Branch GM. Limpets: evolution and adaptation. The Mollusca. 1985; 10:187–220. 4. Vermeij GJ. The limpet form in gastropods: evolution, distribution, and implications for the comparative
study of history. Biological Journal of the Linnean Society. 2017; 120(1):22–37. PubMed PMID:
WOS:000400943400002. 5. Collin R. The utility of morphological characters in gastropod phylogenetics: an example from the Calyp-
traeidae. Biological Journal of the Linnean Society. 2003; 78(4):541–93. https://doi.org/10.1046/j.0024-
4066.2002.00166.x PubMed PMID: WOS:000182544500010. 6. Williams ST, Donald KM, Spencer HG, Nakano T. Molecular systematics of the marine gastropod fami-
lies Trochidae and Calliostomatidae (Mollusca: Superfamily Trochoidea). Molecular Phylogenetics and
Evolution. 2010; 54(3):783–809. https://doi.org/10.1016/j.ympev.2009.11.008 PubMed PMID:
WOS:000275176500010. PMID: 19919851 7. Yamamori L, Kato M. The macrobenthic community in intertidal sea urchin pits and an obligate inquilin-
ism of a limpet-shaped trochid gastropod in the pits. Marine Biology. 2017; 164(3). https://doi.org/10. 1007/s00227-017-3081-5 PubMed PMID: WOS:000395180300024. 8. National Institute of Advanced Industrial Science and Technology. 2011 [cited 2018 Apr 22]. Available
from: https://gbank.gsj.jp/seamless/index_en.html 9. Airoldi L. Roles of disturbance, sediment stress, and substratum retention on spatial dominance in algal
turf. Ecology. 1998; 79(8):2759–70. https://doi.org/10.1890/0012-9658(1998)079[2759:rodssa]2.0. co;2. PubMed PMID: WOS:000077501000014. 10. Airoldi L, Cinelli F. Effects of sedimentation on subtidal macroalgal assemblages: An experimental
study from a Mediterranean rocky shore. Journal of Experimental Marine Biology and Ecology. 1997;
215(2):269–88. https://doi.org/10.1016/s0022-0981(96)02770-0 PubMed PMID: WOS:
A1997XJ16400007. 11. Akester RJ, Martel AL. Shell shape, dysodont tooth morphology, and hinge-ligament thickness in the
bay mussel Mytilus trossulus correlate with wave exposure. Canadian Journal of Zoology-Revue Cana-
dienne De Zoologie. 2000; 78(2):240–53. https://doi.org/10.1139/cjz-78-2-240 PubMed PMID:
WOS:000085820200010. 12. Davies MS, Edwards M, Williams GA. Movement patterns of the limpet Cellana grata (Gould) observed
over a continuous period through a changing tidal regime. Marine Biology. 2006; 149(4):775–87. https://
doi.org/10.1007/s00227-006-0258-8 PubMed PMID: WOS:000238683900007. 13. Iwasaki K. Factors affecting individual variation resting site fidelity in the Patellid limpet, Cellana tor-
euma (Reeve). Ecological Research. 1992; 7(3):305–31. https://doi.org/10.1007/bf02347099 PubMed
PMID: WOS:A1992KM64100011. 14. Denny M. PLOS ONE | https://doi.org/10.1371/journal.pone.0197719
August 22, 2018 References Biology and the mechanics of the wave-swept environment: Princeton University Press;
2014. 15. Branch GM. The biology of limpets: physical factors, energy flow, and ecological interactions. 1981. 16. Vermeij GJ. A natural history of shells: Princeton University Press; 1995. 17. Vermeij GJ. Morphological patterns in high-intertidal gastropods–adaptive strategies and their limita-
tions. Marine Biology. 1973; 20(4):319–46. https://doi.org/10.1007/bf00354275 PubMed PMID: WOS:
A1973Q477700006. 18. Alexander RR, Dietl GP. The fossil record of shell-breaking predation on marine bivalves and gastro-
pods. Predator—Prey Interactions in the Fossil Record: Springer; 2003. p. 141–76. 19. Vermeij GJ. Biogeography and adaptation: patterns of marine life: Harvard University Press; 1978. 20. Checa AG, Jimenez-Jimenez AP. Constructional morphology, origin, and evolution of the gastropod
operculum. Paleobiology. 1998; 24(1):109–32. PubMed PMID: WOS:000072055800008. 21. Uribe JE, Williams ST, Templado J, Buge B, Zardoya R. Phylogenetic relationships of Mediterranean
and North-East Atlantic Cantharidinae and notes on Stomatellinae (Vetigastropoda: Trochidae). Molec-
ular Phylogenetics and Evolution. 2017; 107:64–79. https://doi.org/10.1016/j.ympev.2016.10.009
PubMed PMID: WOS:000394200500008. PMID: 27746316 13 / 13
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https://www.nature.com/articles/s41598-022-16597-2.pdf
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English
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Fractional quantum oscillator and disorder in the vibrational spectra
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Scientific reports
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cc-by
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OPEN We study the role of disorder in the vibration spectra of molecules and atoms in solids. This disorder
may be described phenomenologically by a fractional generalization of ordinary quantum-mechanical
oscillator problem. To be specific, this is accomplished by the introduction of a so-called fractional
Laplacian (Riesz fractional derivative) to the Scrödinger equation with three-dimensional (3D)
quadratic potential. To solve the obtained 3D spectral problem, we pass to the momentum space,
where the problem simplifies greatly as fractional Laplacian becomes simply kµ , k is a modulus of
the momentum vector and µ is Lévy index, characterizing the degree of disorder. In this case, µ →0
corresponds to the strongest disorder, while µ →2 to the weakest so that the case µ = 2 corresponds
to “ordinary” (i.e. that without fractional derivatives) 3D quantum harmonic oscillator. Combining
analytical (variational) and numerical methods, we have shown that in the fractional (disordered)
3D oscillator problem, the famous orbital momentum degeneracy is lifted so that its energy starts
to depend on orbital quantum number l. These features can have a strong impact on the physical
properties of many solids, ranging from multiferroics to oxide heterostructures, which, in turn, are
usable in modern microelectronic devices. Although disorder (especially strong like substance amorphization) in a solid is usually considered to be a trouble
for its possible device applications, its constructive properties have become increasingly clear in recent years
as they give an additional possibility to fine tune their physical properties. Specifically, by varying the type and
concentration of different imperfections (like point or extended defects), we can customize the characteristics
of such material to meet specific requirements, needed, for instance, in electronics. Disordered semiconductors
and dielectrics like organometallic halide perovskites1,2 are widely used in photovoltaic cells, light-emitting
devices, and nanolasers3,4. The above disorder influences phonon and electron spectra of a substance, leading
to the distribution of the internal magnetic, electric and elastic fields. This is the case for so-called multiferro-
ics, where ferroelectric and magnetic orders coexist5. It is well-known (see, e.g.6,7) that strong disorder is well
described by Non-Gaussian probability distributions, having so-called long tails. In other words, these distri-
butions decay at infinities (sometimes much) slower, that Gaussian one. The most prominent example here is
so-called Lévy flights8–13, which are Markovian random processes whose probability density functions (pdf) are
Lévy stable laws, characterized by the Lévy index 0 < µ ≤2 . www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2022) 12:12540 OPEN In the infinite space, it is profitable to define the
corresponding pdf in terms of its characteristic function, i.e. Fourier transform. The pdf of a typical Lévy flight
is usually determined by the fractional Fokker–Planck (FP) Eq. (8). In dimensionless units (diffusion coefficient
and particle mass are set to unity) it reads (1)
∂tf (r, t) = −||µ/2f (r, t) + ∇
∇U(r)f (r, t) (1) where ||µ/2 is an n-dimensional fractional Laplacian (Riesz fractional derivative6,7) (2)
−||µ/2f (x) = An,µ
f (u) −f (x)
|u −x|µ+n dnu, (2) 1Institute of Physics, University of Opole, ul. Oleska 48, 45‑052 Opole, Poland. 2Department of Physics and
Medical Engineering, Rzeszów University of Technology, al. Powstańców Warszawy 6, 35‑959 Rzeszów,
Poland. 3Department of Mathematics, Universidad de Las Palmas de Gran Canaria, Campus de Tafira Baja,
C.P. 35017 Las Palmas, Spain. *email: stef@uni.opole.pl | https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 www.nature.com/scientificreports/ An,µ =
2µŴ
µ+n
2
πn/2|Ŵ(−µ/2)|, (3) which at µ = 2 yields the ordinary one6,7. Here Ŵ(x) is Ŵ-function14, ∇ is (also n- dimensional) gradient operator
and U(r) is an external potential, in which the anomalous diffusion occurs15. The operator (Eq. 2) is spatially
nonlocal, which is a source of memory effects in strongly disordered systems. f
It had been shown by Laskin, that the substitution of the Gaussian measure by the Lévy one in the Feyn-
man path integrals generates so-called fractional quantum mechanics16,17, where an ordinary Laplacian in the
Schrödinger equation is substituted with fractional one (Eq. 2). In context of the above disordered solids, it is
important to consider the influence of disorder onto the spectra of their collective atomic vibrations, which con-
stitute well-known phonons in an ordered substance. As the latter vibrations are described by the quantum har-
monic oscillator model, it is reasonable to consider the fractional analog of real 3D quantum oscillator problem.i g
q
p
In the present paper we shall find the spectrum of 3D fractional oscillator for arbitrary index 0 < µ ≤2 . As
this problem resides on the whole 3D space, we shall solve it using Fourier transformation to the momentum
space. In latter space the problem becomes local as the Fourier image of the operator (Eq. 2) is simply kµ ( k ≡|k| ,
where k is the momentum vector), while the oscillator potential gives the ordinary Laplacian in the momentum
space. OPEN In other words, the initial fractional Schrödinger equation gives ordinary one in k space. The only differ-
ence is that the potential in this new equation will be kµ . This implies that to solve our problem in momentum
space, we can use well developed numerical and variational techniques. The spectral problem for fractional quantum harmonic oscillator
In the units, where ℏ= m = ω = 1 (m and ω are the mass and frequency of oscillating particle respectively), the
spectral problem for 3D fractional oscillator reads The spectral problem for fractional quantum harmonic oscillator The spectral problem for fractional quantum harmonic oscillator
In the units, where ℏ= m = ω = 1 (m and ω are the mass and frequency of oscillating particle respectively), the
spectral problem for 3D fractional oscillator reads (4)
−||µ/2ψnlmµ(r) + (x2 + y2 + z2)ψnlmµ(r) = 2Enlµψnlmµ(r), (4) where the operator ||µ/2 is defined by the expression (2) and ψnlmµ(x) is the eigenfunction of a fractional
quantum harmonic oscillator having the eigenenergy Enlµ for any specific µ value. In general 3D case, as it is
typical for the quantum-mechanical problems in central force potentials, the eigenfunction ψ and eigenenergy E
of the problem (4) depend on three quantum numbers n, l, m which are principal, orbital and magnetic quantum
numbers respectively18,19.i p
y
As we discussed above, the most profitable method to solve this problem is to pass to the momentum space,
which permits to reduce the integral equation (4) to the differential one. Namely, as it is well-known that the
combinations x2ψ(x, y, z) , y2ψ(x, y, z) and z2ψ(x, y, z) (here we suppress the indices nlmµ for brevity) in
momentum space render as second derivatives ∂2
∂k2x ψ(kx, ky, kz) , ∂2
∂k2y ψ(kx, ky, kz) and ∂2
∂k2z ψ(kx, ky, kz) , the potential
term in the equation (4) renders simply as an ordinary Laplacian k ≡∂2
∂k2x + ∂2
∂k2y + ∂2
∂k2z in momentum space. At the same time, the fractional Laplacian in momentum space becomes simply kµ , where k ≡=
k2x + k2y + k2z
is a vector k modulus. Latter definition immediately implies that 0 ≤k < ∞ . This means that in momentum
space, the equation (4) renders as (5)
Hkψnlmµ(k) = Enlµψnlmµ(k), Hk = −k + kµ, (5) where Hk is the system Hamiltonian in momentum space. OPEN One note is in place here. Namely, the equation
(5) shows that at µ < 2 , the famous orbital 3D oscillator degeneracy (see Ref.18 for details) is lifted so that the
eigenenergy E starts to depend on the orbital quantum number l. At the same time, as in the fractional case of
µ < 2 , the time-reversal symmetry remains (it is lifted, for instance, in the external magnetic field18), we still
have degeneracy with respect to the quantum number m. Namely, the spectrum is invariant as m ↔−m . That is
why, in equation (5), we put index m explicitly in the wave functions, which are different for different m, although
the energy E does not depend on m. gy
p
As for any central potential the wave functions are invariant with respect to rotation around the origin18,19,
this is also the case for our 3D fractional oscillator. This implies that the wave functions ψnlmµ(k) admit the
separation of angular and radial (in k space) variables in the form (6)
ψnlmµ(k) = Rnlmµ(k)Ylm(θ, ϕ), (6) where Ylm(θ, ϕ) = AlmP|m|
l
(cos θ)eimϕ are spherical harmonics14,18. Here P|m|
l
(cos θ) are associate Legendre poly-
nomials of the first kind and Alm is the corresponding normalization coefficient, which is obtained from the
following normalization condition14,18 (7)
Y∗
lm(θ, ϕ)Ylm(θ, ϕ)d = 1, (7) where d = sin θdθdϕ. ϕ
It is well-known from “ordinary” quantum mechanics18,19 that 3D quantum oscillator problem for µ = 2
admits the factorization of the wave function ψ(x, y, z) = ψx(x)ψy(y)ψz(z) (here we also suppress the lower
indices for a moment), which permits to reduce the problem to the three equations for 1D oscillator, containing https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. Potential in the Schrödinger equation (9) at l = 0 (a) and l = 1 (b). Lévy indices µ are coded by colors
(legend in (a)). Mind the different vertical scales in (a,b). Figure 1. Potential in the Schrödinger equation (9) at l = 0 (a) and l = 1 (b). Lévy indices µ are coded by colors
(legend in (a)). Mind the different vertical scales in (a,b). three different energies, say Ex , Ey and Ez . In this case, the initial energy E = Ex + Ey + Ez . OPEN After problem being
in such a way factorized, the eigenenergy can be derived in the well-known form18,19 three different energies, say Ex , Ey and Ez . In this case, the initial energy E = Ex + Ey + Ez . After problem being
in such a way factorized, the eigenenergy can be derived in the well-known form18,19 (8)
Eµ=2 = n + 3
2, (8) where n = nx + ny + nz with nx,y,z being the quantum numbers, corresponding to Ex,y,z respectively. Such fac-
torization in the “ordinary” case µ = 2 reduces the problem of the 3D oscillator to the combinatorial problem
with respect to its 1D “components”. In other words, the quantum numbers nlm of the resulting 3D problem
comprise different combinations (obeying certain combinatorial rules, see Refs.18,19 for details) of the initial nx ,
ny and nz numbers. y
It had been shown in19, that the possibility of such factorization at µ = 2 is based on additivity of both
Laplacian operator (kinetic energy) and the potential ∼(x2 + y2 + z2) . At the same time, in r space (Eq.4), the
fractional Laplacian (Eq. 2) is not additive. That is to say, it does not consist of a sum of the terms, containing
separately x, y and z variables. This fact is “transferred” to k space, where the potential kµ ≡(k2
x + k2
y + k2
z)µ/2
is factorable for µ = 2 (ordinary case) only.hifh y
y
This signifies the difference between fractional µ < 2 and ordinary µ = 2 3D oscillator problems. This dif-
ference implies that for our fractional case we should proceed directly in 3D case. This, however, does not give
an essential complication as problem still reduces to 1D one. Namely, after the decomposition (Eq. 6), we obtain
following fractional 1D Scrödinger equation for the radial part Rnlmµ(k) (9)
d2R
dk2 + 2
k
dR
dk +
2E −l(l + 1)
k2
−kµ
R = 0. (9) Here we also suppress the indices nlmµ in the functions R and energy E for a moment. In the quantum mechanics
of the central force systems, it is also customary (see, e.g.18,19) to pass to the function Here we also suppress the indices nlmµ in the functions R and energy E for a moment. OPEN In the quantum mechanics
of the central force systems, it is also customary (see, e.g.18,19) to pass to the function (10)
χ(k) = kR(k) (10) for which the Eq. (9) assumes particularly simple form for which the Eq. (9) assumes particularly simple form (11)
d2χ
dk2 +
2E −l(l + 1)
k2
−kµ
χ = 0, (11) which resembles that for 1D system. This form will be used below to construct trial functions for variational
method as well as for numerical calculations, where the form (Eq. 11) permits to avoid divergencies at k = 0 . We note here, that if for the states with l = 0 , the function R(k) has a maximum at k = 0 , the corresponding
function χ is zero by obvious reason. As we mentioned above, the Eq. (11) can be readily solved numerically. On the other hand, even approximate
analytical solution like variational one is much more desired as it can represent the useful orthogonal set, which
can be further employed for the solutions of the problems, not obligatory dealing with fractional quantum
mechanics. For instance, it could be well used to look for the solutions of the fractional FP equation (1) in the
from of the expansion over the infinite sets of orthogonal functions. That is why we will solve the radial equation
(11) variationally and confirm our results by direct numerical solution.hf
2h i
The Eqs. (9), (11) represent Schrödinger equation with the effective 1D potential |k|µ + l(l + 1)/k2 . The plots
of this potential at different µ and l are shown in Fig.1. It is seen from Fig.1a that for l = 0 the problem is identical Scientific Reports | (2022) 12:12540 | https://doi.org/10.1038/s41598-022-16597-2 www.nature.com/scientificreports/ to that for 1D fractional oscillator20, while for l = 0 (Fig.1b), the centrifugal force drives it outwards. The only
difference with the case of 1D oscillator is that now the problem is defined on positive semi-axis 0 < k < ∞
as k is now the modulus of a momentum vector. As it is seen from Fig.1b, the centrifugal term in the potential
l(l + 1)/k2 is dominant at k →0 , while at k →∞ the main contribution comes from kµ . This means that the
whole spectrum of 3D fractional oscillator remains to be discrete similar to the “ordinary” case µ = 2 . Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h It is seen that for all 0 < µ ≤2
the asymptotics (Eq. 12) decays sufficiently fast for corresponding integrals to be convergent. Namely, in worst
case of k = 0 ψ(k →∞) ∼e−k
√
2 , i.e. decays exponentially. Good localization of the wave functions in k space
yields their localization in coordinate space by Riemann–Lebesgue lemma, see e.g.22. Our analysis show that at
small k the functions R(k) have the same asymptotics R ∼kl (and accordingly χ ∼kl+1 ) as in ordinary case,
corresponding to µ = 218. p
g
µ
To classify the states of the 3D fractional oscillator according to the quantum numbers nlm, we notice that
although the Eq. (9) resembles that for the ordinary 3D oscillator, it is not equivalent to it as we have the term
kµ instead of k2 in the potential. The former term “spoils” the neat classification18,19 of the states of 3D quantum
mechanical oscillator so that in the fractional case µ < 2 there is no obvious way to introduce the principal
quantum number n. We recollect that for ordinary 3D oscillator n = 2nr + l (see, e.g.19), where nr is so-called
radial quantum number, defining the number of nodes of the radial function for a given l. That is why to classify
the states of the oscillator in our 3D fractional case we begin with general consideration of a quantum particle,
moving in a central force field. Namely, to apply the oscillation theorem to the radial part χ(k) in Eq. (11), we
arrange the eigenenergies corresponding to a given l in ascending order. It had been shown18,19, that the low-
est eigenenergy for a given l corresponds to a nodeless function so that we assign nr = 0 to this state. The next
(excited) state for the same l has one node, i.e. nr = 1 etc. This means that we may classify the states of our
fractional oscillator by essentially two quantum numbers - nr and l. To be specific, for l = 0 (s - state; here we
use the common notations of the states with the given l, see, e.g.18) we have the whole sequence nr = 0, 1, 2, ... ;
the same is true for l = 1, 2, 3, .. . Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h Variational solution. Classification of the states of 3D fractional oscillator
It is well-known that the variational principle of quantum mechanics18 permits to find the approximate ana-
lytical expressions for the wave functions and eigenenergies of corresponding Schrödinger equations. This is
especially true for the states of discrete spectrum, which are spatially localized. As usually, the “correct” (i.e. that
which minimizes corresponding energy functional with minimal number of variational parameters) set of trial
functions should be obtained on the class of functions, having the asymptotics, dictated by the corresponding
differential equation.fi f
q
Note that for the above variational principle to work, it is sufficient even to use the trial functions obeying
the correct boundary conditions rather than have the “prescribed” asymptotics. In our case, this means that
the trial functions have to be zero at k →∞ . Such “simple” trial functions can be constructed on the base of
the Gaussian one, inherent in an “ordinary” (i.e. that at µ = 2 ) 3D oscillator. In this case, the whole variational
spectrum can be thought of in the form of “Hermite polynomials with unknown coefficients”, where the latter
coefficients are to be found from the orthogonality conditions, see below. In the next section, we shall compare
the relative errors of the variational approaches, based on “fractional” (i.e. with predefined asymptotics) and
“Gaussian” trial functions. To construct the “fractional” trial functions, we should analyze the large k asymptotics of the χ(k) , given by
the radial (in k space) Schrödinger equation (11). For that we observe that at large k we can neglect all the terms
in the square brackets in Eq. (11) except kµ . This yields the equation for large k in the form d2χ(k)/dk2 = kµχ . The spatially decaying solution to this equation is proportional to k1/2Kν(u) , where ν = 1/(µ + 2) and
u = 2
√
2|k|1+µ/2/(µ + 2)21. Here Kν(x) is so-called MacDonald function with the following large x asymp-
totics Kν(x →∞) ≈(π/(2x))1/2e−x14. Substitution of latter asymptotics into the above expression generates
following wave function asymptotics at all admissible µ’s (12)
χ(k →∞) ∼exp
−2
√
2
µ + 2k1+µ/2
. (12) Here we once more suppressed indices nlm. In the case of µ = 2 (ordinary quantum oscillator) the asymptotics
(Eq. 12) reproduces well known result for “ordinary” 3D quantum oscillator18. OPEN Note that
at small µ = 0.2 the potential begins to grow at very large k, while at µ = 0 the potential goes to 1 at k →∞ . The same situation at l = 0 gives constant value one for µ = 0 , see Fig. 1a. Our numerical analysis shows that
in 3D case despite the contribution of centrifugal term, at µ = 0 , the whole oscillator spectrum collapses into
one value, see below. This property is similar to that in 1D case20. Note that at l = 0 and µ < 1 the potential at
k →0 the potential has nonanalytical behavior with infinite first derivative. At l = 0 this asymptotics is “killed”
by the centrifugal term. Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h Introducing the principal quantum number n = nr + 1 , we obtain following
explicit classification of the states of the fractional quantum oscillator: 1s ( nr = 0 , hence n = 1 , l = 0 ), 1p ( n = 1 ,
l = 1 ), 1d ( n = 1 , l = 2),... 2s, 2p, 2d,... etc. In this case, the commonly known degeneracy of the states 1d and 2s,
1f and 2p etc, inherent in “ordinary” 3D oscillator, is lifted so that all states with different nr and l have different
energies. This classification will be used below to construct the trial functions. ghi
To construct the above functions, we need the asymptotics at small and large k as well as the information
bout the number of nodes, i.e. the numbers nr and l. Specifically, in terms of functions χ(k) , we have https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | www.nature.com/scientificreports/ (13)
χ1s = A1ske−a1sk1+µ/2, χ2s = A2sk(a1k + b1)
× e−a2sk1+µ/2, χ3s = A3sk(a2k2 + b2k + c2)
× e−a3sk1+µ/2, ... (13) (14)
χ1p = A1pk2e−a1pk1+µ/2, χ2p = A2pk(a3k + b3)
× e−a2pk1+µ/2, χ3p = A3pk(a4k2 + b4k + c4)
× e−a3pk1+µ/2, ... (14) (15)
χ1d = A1dk3e−a1dk1+µ/2, ... χ1d = A1dk3e−a1dk1+µ/2, ... (15) Here, Anl are normalization constants, found from the “1D-like” conditions Here, Anl are normalization constants, found from the “1D-like” conditions Here, Anl are normalization constants, found from the “1D-like” conditions (16)
< χ2(k) >= 1, < ... >=
∞
0
...dk. (16) Also, anl are variational parameters, while the constants ai , bi and ci (here i = 1 −4 ) are found from the orthogo-
nality conditions (17) (17)
< χnlχn′l′ >= δnn′δll′, < χnlχn′l′ >= δnn′δll′, where δjj′ is Cronecker delta. We note that the trial functions χnl for different l (for instance χ1p and χ2d ) are
orthogonal automatically because of orthogonality of spherical harmonics14,18,19. That’s why the integration in
Eqs. (16) and (17) runs over k only. This implies, that only the functions with different n′s (and the same l) should
be orthogonalized. Namely, in the particular case of the above trial functions we have explicitly (18)
< χ1sχ2s > =< χ1sχ3s >=< χ2sχ3s >= 0,
< χ1pχ2p >=< χ1pχ3p >=< χ2pχ3p >= 0. (18) The orthogonalization procedures Eqs. p
g
y
Orthogonality condition < χ1sχ2s >= 0 yields Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h (17), (18) along with normalization of the functions χnl determine
niquely the coefficients ai through variational parameters anl. W h
li i l q
yfi
We have explicitly (19a)
A1s = (2a1s)
3
µ+2 √µ + 2
2Ŵ
6
µ+2
, (19a) (19b)
A2s =
1
√I2s
, I2s = 2(2a2s)−10
µ+2
µ + 2
a2
1Ŵ
10
µ + 2
+
+ b2
1(2a2s)
4
µ+2 Ŵ
6
µ + 2
+
+ 2a1b1(2a2s)
2
µ+2 Ŵ
8
µ + 2
, (19b) (19c)
A1p = (2a1p)
5
µ+2 √µ + 2
2Ŵ
10
µ+2
, (19c) (19d)
A2p =
1
I2p
, I2p = 2(2a2p)−14
µ+2
µ + 2
a2
3Ŵ
14
µ + 2
+
+ b2
3(2a2p)
4
µ+2 Ŵ
10
µ + 2
+
+ 2a3b3(2a2p)
2
µ+2 Ŵ
12
µ + 2
, ... (19d) Here Ŵ(x) is the Ŵ-function14. The other normalization coefficients can be calculated, but their explicit expres-
sions become progressively more cumbersome. Here Ŵ(x) is the Ŵ-function14. The other normalization coefficients can be calculated, but their explicit expres-
sions become progressively more cumbersome. g
y
Orthogonality condition < χ1sχ2s >= 0 yields https://doi.org/10.1038/s41598-022-16597-2 https://doi.org/10.1038/s41598-022-16597-2 https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | www.nature.com/scientificreports/ (20)
b1 = −a1, =
Ŵ
8
µ+2
Ŵ
6
µ+2
(a1s + a2s)−
2
2+µ . (20) Substitution of the expression (20) into the normalization coefficient A2s Eq. (19b) generates following explicit
expression for the function χ2s (21)
χ2s = k(k −)
√κ2s
e−a2sk1+µ/2, (21) where is determined by the expression (20) and where is determined by the expression (20) and (22)
κ2s =
2
µ + 2
(2a2s)−10
µ+2 Ŵ
10
µ + 2
−2(2a2s)−
8
µ+2
× Ŵ
8
µ + 2
+ 2(2a2s)−
6
µ+2 Ŵ
6
µ + 2
. (22) Now, after variational determination of the parameter a1s (see below), the parameter (20) starts to depend on the
single parameter a2s , which can also be determined variationally. Having determined the parameters a1s and a2s ,
we then use the orthogonality condition < χ1sχ3s >= 0 to express both c2 and b2 through a2 . After substitution
of the above found a1s and a2s into the corresponding normalization coefficient, the function χ3s starts to depend
on a3s only. Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h Such “chain rule” can be applied to determine uniquely all higher order functions, corresponding to
l = 0 (s-state), l = 1 (p-state) and for any arbitrary n and l.hh The expressions (13)–(15) show the algorithm of construction of trial functions. This algorithm is essentially
the same as that for “ordinary” case of µ = 2 . Namely, the arbitrary trial function χnl is the product of the fac-
tors kl+1 (small k asymptotics), e−anlk1+µ/2 (large k asymptotics) and a polynomial of degree nr = n −1 with
unknown coefficients. These coefficients, in turn, are determined from the orthogonality conditions (17) by the
above “chain rule”. As usually, the variational solution of the Schrödinger equations should minimize the energies (23)
Wnlµ =
ψ∗
nlmµ(k) Hkψnlmµ(k)d3k, (23) where Hk is the Hamiltonian (5) and Wnlµ are the variational approximations of the eigenenergies Enlµ . Normally
Wnlµ ≥Enlµ . As the radial parts Rnlmµ(k) of the wave functions (6) are well localized (see asymptotics (12)), the
expression (23) could be rendered (by the integration by parts) to the more convenient form where Hk is the Hamiltonian (5) and Wnlµ are the variational approximations of the eigenenergies Enlµ . Normally
Wnlµ ≥Enlµ . As the radial parts Rnlmµ(k) of the wave functions (6) are well localized (see asymptotics (12)), the
expression (23) could be rendered (by the integration by parts) to the more convenient form (24)
Wnlµ = 1
2
∞
0
kR′
nlmµ
2
+
kµ+2 + l(l + 1)
R2
nlmµ
dk, (24) where R′ = dR/dk . After substitution of the trial functions (13), (14) and (15) into the integral (24), with respect
to the above “chain rule”, we find the variational parameters anl from its minimization. Such a procedure can be
done for all wave functions of higher excited states, giving the approximate spectrum of the operator (5). Note
that the substitution of found a1s into W1sµ (24) gives the approximate value of the ground state energy for all µ ,
the same with, say, a2p gives the energy of the excited state W2pµ and so on for higher eigenenergies. Although
the expressions for higher excited states become extremely cumbersome (see above), the variational method
permits to obtain the approximate analytical expressions for the eigenvalues and eigenfunctions of the operator
(Eq. 5) for all admissible 0 < µ ≤2. Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h q
)
µ
Substitution of the trial function χ1s into the integral (Eq. 24) with subsequent minimization over a1s yields (25)
(a1s)min =
√2µ
2 + µ, (25) which is similar to the expression for 1D fractional oscillator20. Further substitution of this value to the expres-
sion (24) generates the approximate value of the ground state energy for arbitrary µ which is similar to the expression for 1D fractional oscillator20. Further substitution of this value to the expres-
sion (24) generates the approximate value of the ground state energy for arbitrary µ (26)
(W1sµ)min ≈E1sµ = 1
2
µ + 4
µ + 2
2 + µ
2√2µ
2µ
2+µ Ŵ
2
2+µ
Ŵ
6
2+µ
. (26) It is seen that (W1sµ)min gives correct value 3/2 of the ground state energy for µ = 2 , corresponding to the ordi-
nary quantum oscillator with the spectrum En = n + 3/2 in our units. Below we shall see, that for the case µ = 0
all the spectrum shrinks into a single value E0 = 1/2 , which is also obtained correctly from the expression (26). The dependence (Eq. 26) will be plotted below and compared with the numerical solution.hh It is seen that (W1sµ)min gives correct value 3/2 of the ground state energy for µ = 2 , corresponding to the ordi-
nary quantum oscillator with the spectrum En = n + 3/2 in our units. Below we shall see, that for the case µ = 0
all the spectrum shrinks into a single value E0 = 1/2 , which is also obtained correctly from the expression (26). The dependence (Eq. 26) will be plotted below and compared with the numerical solution.hh h
p
q
p
p
The same procedure with χ1pµ gives that (a1pµ)min = (a1sµ)min , which is given by Ex. (25). The variational
expression for the energy of the 1p state reads https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | www.nature.com/scientificreports/ (27)
(W1pµ)min ≈E1pµ = 3
2
8 + µ
2 + µ
Ŵ
6
2+µ
Ŵ
10
2+µ
2 + µ
2√2µ
2µ
2+µ
. (27) The expression (27) shows that at µ = 2 we obtain the correct answer 5/2. We recollect here that the energy of
“ordinary” 3D quantum oscillator is determined by the expression (8), where n = 2nr + l , see above. Numerical analysish 24) with its subsequent minimi-
zation over σ generates following minimizing wave function width Substitution of Eq. 28 with respect to Eq. 29 into the expression for energy (Eq. 24) with its subsequent minimi-
zation over σ generates following minimizing wave function width (30)
σmin =
3
2
√π
µŴ
3+µ
2
1
µ+2
. (30) Further substitution of the ground state wave function (28), with respect to Eqs. 29 and 30, into the energy
functional (24), yields the Gaussian analog of the variational ground state energy (Eq. 26) Further substitution of the ground state wave function (28), with respect to Eqs. 29 and 30, into the energy
functional (24), yields the Gaussian analog of the variational ground state energy (Eq. 26) (31)
(WG1sµ)min =
1
√π Ŵ
3 + µ
2
σ µ
min + 3
4(σmin)−2, (31) where σmin is determined by Eq. (30). At µ = 2 , the energy (WG1sµ)min also gives correct value 3/2 of the oscillator
ground state energy. The same is valid for µ = 0 , where (WG1sµ=0)min = Ŵ(3/2)/√π = 1/2 . Here we also have a
removable divergency of the type limµ→0(µ−µ/2) = limµ→0 exp(−(µ/2) ln µ) = 1 in the first term of Eq. (31). µ
µi
Having both “Gaussian” (31) and “fractional” (26) and (27) expressions for variational energy levels of our
3D oscillator, we are now in a position to compare them with corresponding numerical values. Such compari-
son is reported in Fig. 2a,c. As is the case for the variational method, in both panels the variational curves lie
higher than numerical ones as variational energy should be larger than its exact (in our case numerical) value18. It is seen that the agreement is a little worse for the 2s state, which has one node. For the nodeless states with
n = 1 , the variational and numerical curves are indistinguishable in the scale of the plots. The quantitative error
analysis for 1s state is reported in Fig. 2c. It shows that as both “Gaussian” and “Fractional” trial functions give
exact results at µ = 0 and µ = 2 , the relative error should be maximal somewhere inside this interval. The inset
in Fig. 2c shows that the maximal relative error occurs at µ ≈0.5 and does not exceed 0.6%. Latter error occurs
for “Gaussian” trial function. Variational solution. Classification of the states of 3D fractional oscillator
ll k
h
h
l
l
f
h
18
fi d h As for 1p
state we have nr = 0 (no nodes) and l = 1 so that n = 1 and the energy E1p(µ = 2) = 1 + 3/2 = 5/2 . At the same
time, at µ →0 we have removable divergence limµ→0(2µ−µ/2) = limµ→0 exp(−µ ln(2µ)) = 1 , while the rest
of the expression (27) gives E1p,µ=0 = 6Ŵ(3)/Ŵ(5) = 1/2 , i.e. once more the correct answer. The dependence
(27) will also be plotted below and compared with numerical results. We will see that the expressions (26) and
(27) give very good approximate expressions for corresponding energies of a 3D fractional quantum oscilla-
tor for all admissible µ . Within the suggested variational approach, the energy of any desired level Enlµ can be
evaluated analytically, although the calculations for higher excited states become very cumbersome, see above. Numerical analysish y
The easiest way to solve our problem numerically is to use the Eq. (11) for the function χ(k) , which has only
one divergency (in the centrifugal term l(l + 1)/k2) ) at k = 0 . The numerical solution of the Eq. (11) should be
augmented by the boundary conditions χ(0) = χ(∞) = 0 . As usually for boundary value problems, our Eq. (11) can be solved numerically by its reduction to the eigenproblem for the corresponding finite-dimensional
matrix. In this case, the energies E are the eigenvalues of the above matrix and the eigenvectors of the latter
comprise the wave functions of the problem in momentum space. The transition to the usual coordinate space
is accomplished by 3D inverse Fourier transformation. We note that the satisfactory accuracy of the numerical
solution is achieved for typical matrix dimensions 10000 × 10000, which makes the task quite computer intensive. As we can reproduce numerically the spectrum of the problem for arbitrary µ , we are now in a position to
compare the results of variational and numerical treatments. We begin with comparison of different classes of
trial functions (see above), namely aforementioned “fractional” (13)–(15) and “Gaussian”, which we are going
to construct below. As the consideration of a ground (1s in our case) state wave functions give the lower limit of
the relative errors, here we consider just this function for “Gaussian” case. In terms of χ functions (10), we have (28)
χG1s = Ake−k2
2σ2 , (28) where “G” in lower index stands for “Gaussian”, A is normalization coefficient and σ is variational parameter. We
note that at µ = 2 the function χG1s is equivalent to χ1s (see (13)) with a1s = 1/(2σ 2). The normalization of (28) with the help of condition (16) yields where “G” in lower index stands for “Gaussian”, A is normalization coefficient and σ is variational parameter. We
note that at µ = 2 the function χG1s is equivalent to χ1s (see (13)) with a1s = 1/(2σ 2). The normalization of (28) with the help of condition (16) yields µ
χ
q
χ
The normalization of (28) with the help of condition (16) yields (29)
A = 2π−1/4σ −3/2. (29) Substitution of Eq. 28 with respect to Eq. 29 into the expression for energy (Eq. Numerical analysish (d) Portrays the comparison between variational (both types of the functions, shown in the legend)
and numerical 1s wave functions for the same µ values, as in (b). Insets report the relative errors for µ = 1.4
and 0.4 as the wave function for µ = 2 is exact. Black curves correspond to “Gaussian”—numerical and red
ones to “fractional”—numerical relative errors as the functions of momentum k. Figures near curves in (b,d)
correspond to Lévy indices µ. and numerical 1s wave functions become visible. Panel (b) of Fig. 2 shows that functions for different µ have
different decay rates, which are dictated by the asymptotics (Eq. 12). For instance, the 2s function for µ = 0.4
at k = 5 is not yet achieved its final part (compare to that for µ = 1.4 ), which occurs at k ≈15 . For smaller µ ,
the spatial extension of the wave functions in k space increases drastically. The functions for µ →0 in k space
are almost delocalized, which means that in coordinate space they are Dirac δ-function-like. This behavior
is qualitatively similar to that of 1D fractional quantum oscillator20 as well as for 2D23,24 and 3D25 fractional
hydrogenic problems. and numerical 1s wave functions become visible. Panel (b) of Fig. 2 shows that functions for different µ have
different decay rates, which are dictated by the asymptotics (Eq. 12). For instance, the 2s function for µ = 0.4
at k = 5 is not yet achieved its final part (compare to that for µ = 1.4 ), which occurs at k ≈15 . For smaller µ ,
the spatial extension of the wave functions in k space increases drastically. The functions for µ →0 in k space
are almost delocalized, which means that in coordinate space they are Dirac δ-function-like. This behavior
is qualitatively similar to that of 1D fractional quantum oscillator20 as well as for 2D23,24 and 3D25 fractional
hydrogenic problems.h The same tendency is seen in Fig. 2d. Here, the “Gaussian” trial function has stronger deviation from the
numerical curve, while the “fractional” one goes closer to it. This difference is more visible at µ = 0.4 , which
is close to the above value µ ≈0.5 , where the relative error in the energy is maximal. Numerical analysish This is because the latter function does not take into account the actual asymptotics
(Eq. 12) of the wave functions.hf The selected numerical wave functions in k-space are reported in Fig. 2b,d for different values of µ . It can be
checked that functions are normalized, i.e. they obey condition (16). Note that corresponding “fractional” wave
functions (13) are almost indistinguishable from numerical ones in the scale of the plot in Fig. 2b. At the same
time, in the Fig. 2d, we choose the vertical scale so that the (minute) differences between “fractional” (variational) Scientific Reports | (2022) 12:12540 | https://doi.org/10.1038/s41598-022-16597-2 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 2. (a) Reports the lowest state eigenenergies (indicated near the curves) as functions of Lévy index
µ , calculated numerically (solid lines) and variationally (dashed lines, “fractional” functions (13)–(15)). (b)
Displays wave functions of the lowest states, shown in the legend. The numerical and variational plots in (b)
are similar in the scale of the plot. (c) The 1s state energies, calculated variationally (expressions (26) and
(31)) as well as numerically. The curves are indistinguishable in the scale of the plot. Inset in (c) reports the
“Gaussian” - numerical (black curve) and “fractional”—numerical (red curve) relative errors in the entire µ
domain. (d) Portrays the comparison between variational (both types of the functions, shown in the legend)
and numerical 1s wave functions for the same µ values, as in (b). Insets report the relative errors for µ = 1.4
and 0.4 as the wave function for µ = 2 is exact. Black curves correspond to “Gaussian”—numerical and red
ones to “fractional”—numerical relative errors as the functions of momentum k. Figures near curves in (b,d)
correspond to Lévy indices µ. Figure 2. (a) Reports the lowest state eigenenergies (indicated near the curves) as functions of Lévy index
µ , calculated numerically (solid lines) and variationally (dashed lines, “fractional” functions (13)–(15)). (b)
Displays wave functions of the lowest states, shown in the legend. The numerical and variational plots in (b)
are similar in the scale of the plot. (c) The 1s state energies, calculated variationally (expressions (26) and
(31)) as well as numerically. The curves are indistinguishable in the scale of the plot. Inset in (c) reports the
“Gaussian” - numerical (black curve) and “fractional”—numerical (red curve) relative errors in the entire µ
domain. Scientific Reports | (2022) 12:12540 | Numerical analysish That said, we can safely assert that (in the intermediate
range of momenta k, where the error can be calculated reliably, see above) with the accuracy not higher than 3%
the analytical expressions (13)–(15) approximate the corresponding numerical curves. One more observation is in place here. Namely, the eigenenergies in fractional case µ < 2 are smaller than
those for “ordinary” case µ = 2 . This means that in the system, where the substitution of conventional Laplacian
by the fractional one in Schrödinger equation is admissible (like in strongly disordered solids like amorphous
ones, see, e.g.23 for discussion), it is energetically favorable for an oscillator to “become fractional”. g
g
y
As we have discussed above, the wave functions in the coordinate space can be obtained by the inverse Fourier
transform. They are reported in the Fig. 3 for 1s (panel (a)) and 2s (panel (b)) states. It is seen from the Figure,
that the curves are qualitatively similar to those in the momentum space. The regularities here are similar to
those for 1D case20, i.e. the slowest decay have the functions for µ →2 (“ordinary” quantum oscillator), while
the fastest (like Dirac δ , see above) have the functions for µ →0 ( µ = 0.4 in Fig. 3), corresponding physically
to the strongest disorder. This may be one more signature of the famous Anderson localization26 phenomenon. Numerical analysish As numerical and vari-
ational curves are identical for µ = 2 (the corresponding trial functions are exact), the relative error is reported
for µ = 1.4 and 0.4 only. The behavior of relative error reflects the well-known fact that different classes of trial
functions can give a very good accuracy for the energy, while the approximation of the numerical wave function
can be much worse. We note here that the values of relative error at both k →0 and k →∞ are not that reliable
as in this case we are dealing with the difference of small (in the sense of machine precision) numbers, divided
by those (small) numbers. That’s why we limit ourselves by k ≈3 as for k > 3 because of latter effect, the error
grows to infinity. It is seen from the insets in Fig. 2d, that in the intermediate region of k values, the maximal
relative error of the “Gaussian” trial function is around 10%, while that for “fractional” one is less than 1%. Our
analysis shows that for the “fractional” trial functions with nodes (including 2s and higher) the average error
is 2–3%, the larger error around 3% occurs for the higher excited states with many nodes. This shows that the Scientific Reports | (2022) 12:12540 | https://doi.org/10.1038/s41598-022-16597-2 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 3. Wave functions of 1s (a) and 2s (b) states in the coordinate space. The values of µ are encoded by
colors (legend in (a)). Figure 3. Wave functions of 1s (a) and 2s (b) states in the coordinate space. The values of µ are encoded by
colors (legend in (a)). variational expressions like (13)–(15) (with respect, of course, to (19a)–(19d)) can be regarded as pretty good
wave functions in k space. Such good variational approximation by the functions, having only one parameter may
be because the energies are monotonous functions of µ . That said, we can safely assert that (in the intermediate
range of momenta k, where the error can be calculated reliably, see above) with the accuracy not higher than 3%
the analytical expressions (13)–(15) approximate the corresponding numerical curves. variational expressions like (13)–(15) (with respect, of course, to (19a)–(19d)) can be regarded as pretty good
wave functions in k space. Such good variational approximation by the functions, having only one parameter may
be because the energies are monotonous functions of µ . Possible experimental applications. Outlookh 33a–33c) with respect to numerically calculated R00 and R11 wave func-
tions into the expression (32), generates the Lévy index dependence of oscillator strength components fi ≡fi,1s−1p
( i = x, y, z ), which is reported in Fig. 4. It is seen that the oscillator strength goes to zero in the case of strongest
disorder, corresponding to µ = 0 , see Ref.23 for details. We observe (see above) that as µ →0 , both E1p and
E1s go to the same value (as, actually, the whole spectrum) 1/2. This means that for µ = 0 , the denominator of
the expression (32) becomes zero. Despite that, the whole expression (32) tends to zero because of much faster
decay of dipole matrix elements (33a)–(33c) in this case. The origin of this stems from coordinate space, where
the wave functions of all states look very much like Dirac δ-functions. This means that the probability of optical
transitions is much higher in relatively ordered regions, where µ > 1 . This fact may be useful in the theoretical
description of the experimental data either in polymers, where chains can vibrate, or in disordered solids. Namely,
the developed formalism can be well applied to the calculations of the properties of real physical systems, where
disorder (like lattice imperfections and/or impurities) influences phonon and electron spectra of a substance,
leading to non-Gaussian distribution of the internal electric, magnetic and elastic fields. A compelling example
is the properties of the above multiferroics5. The non-Gaussian statistics due to disorder and frustration plays
an important role in these substances28–30 and it is challenging to apply the above formalism to explain their dis-
order (in phonon and magnon subsystems) phenomenologically in terms of introduction fractional derivatives
to the corresponding Schrödinger equations. The dynamics of such “disordered phonons and magnons” can be
described in terms of the above FP equation. Here, essentially the same variational approach can be used as there
exist a mapping between FP and Schrödinger equation in terms of so-called Lévy–Schrödinger semigroup31,32. Of course, direct numerical solutions are always possible. In this context, we also mention one more interesting physical problem regarding the onset of chaos33 in
the systems (like semiconductors1,2 and trapped cold atomic gases34) with the joint effect of the Lorentz force,
Zeeman splitting, and spin-orbit coupling35,36. This suggests one more generalization of our 3D fractional quan-
tum-mechanical oscillator problem. Possible experimental applications. Outlookh The obtained spectrum of the fractional quantum 3D oscillator can be used for the calculation of arbitrary
observable characteristic of real physical systems. As an illustration, here we consider the so-called oscillator
strength or dipole matrix element (the matrix element of a dipole moment operator d = er ) for the transition
between the energy levels with different orbital quantum numbers l and l′ = l ± 1 . The latter relation stems from
the selection rule, which gives zero (because of angular integration) for any combination of orbital quantum
numbers, other than the latter one. The oscillator strength is important for the evaluation of such experimentally
observable characteristics like the intensities of electric dipole transitions, which are the dominant effects of the
interaction of a charge carrier in solids (electrons or holes) with the external electromagnetic field. One of the
most important matrix elements of this type defines a transition between the states with l = 1 and l = 0 . As here
we are working in momentum space, the formula for the oscillator strength contains the matrix element a|k|b
for the transition between states a and b. In our dimensionless units, the expression for the oscillator strength
reads (see, e.g.19,27) (32)
fab = −2|a|k|b|2
Ea −Eb
, (32) where the transition occurs between states a (like 1p) and b (like 1s) with the eigenenergies Ea and Eb respectively. For the transition between the states 1p and 1s, the explicit expressions for matrix elements assume the form where the transition occurs between states a (like 1p) and b (like 1s) with the eigenenergies Ea and Eb respectively
or the transition between the states 1p and 1s, the explicit expressions for matrix elements assume the form (33a)
1s|kx|1p =
k sin θ cos ϕR00(k)R11(k)×
× Y00Y1,±1(θ, ϕ)d3k, (33a) (33b)
1s|ky|1p =
k sin θ sin ϕR00(k)R11(k)×
× Y00Y1,±1(θ, ϕ)d3k, (33b) https://doi.org/10.1038/s41598-022-16597-2 https://doi.org/10.1038/s41598-022-16597-2 https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | www.nature.com/scientificreports/ p
/
Figure 4. The components (shown near curves) of oscillator strength (dipole matrix element Eq. (32)) for
transition between the states 1s and 1p as functions of Lévy index µ . Both functions are strongly decreasing as
µ →0. Figure 4. The components (shown near curves) of oscillator strength (dipole matrix element Eq. (32)) for
transition between the states 1s and 1p as functions of Lévy index µ . Both functions are strongly decreasing as
µ →0. Possible experimental applications. Outlookh (33c)
1s|kz|1p =
k cos θR00(k)R11(k)×
× Y00Y10(θ, ϕ)d3k. (33c) where ...d3k =
∞
0
...k2dk
π
0
sin θdθ
2π
0
dϕ. ...d3k =
∞
0
...k2dk
π
0
sin θdθ
2π
0
dϕ. Substitution of the matrix elements (Eqs. 33a–33c) with respect to numerically calculated R00 and R11 wave func-
tions into the expression (32), generates the Lévy index dependence of oscillator strength components fi ≡fi,1s−1p
( i = x, y, z ), which is reported in Fig. 4. It is seen that the oscillator strength goes to zero in the case of strongest
disorder, corresponding to µ = 0 , see Ref.23 for details. We observe (see above) that as µ →0 , both E1p and
E1s go to the same value (as, actually, the whole spectrum) 1/2. This means that for µ = 0 , the denominator of
the expression (32) becomes zero. Despite that, the whole expression (32) tends to zero because of much faster
decay of dipole matrix elements (33a)–(33c) in this case. The origin of this stems from coordinate space, where
the wave functions of all states look very much like Dirac δ-functions. This means that the probability of optical
transitions is much higher in relatively ordered regions, where µ > 1 . This fact may be useful in the theoretical
description of the experimental data either in polymers, where chains can vibrate, or in disordered solids. Namely,
the developed formalism can be well applied to the calculations of the properties of real physical systems, where
disorder (like lattice imperfections and/or impurities) influences phonon and electron spectra of a substance,
leading to non-Gaussian distribution of the internal electric, magnetic and elastic fields. A compelling example
is the properties of the above multiferroics5. The non-Gaussian statistics due to disorder and frustration plays
an important role in these substances28–30 and it is challenging to apply the above formalism to explain their dis-
order (in phonon and magnon subsystems) phenomenologically in terms of introduction fractional derivatives
to the corresponding Schrödinger equations. The dynamics of such “disordered phonons and magnons” can be
described in terms of the above FP equation. Here, essentially the same variational approach can be used as there
exist a mapping between FP and Schrödinger equation in terms of so-called Lévy–Schrödinger semigroup31,32. Of course, direct numerical solutions are always possible. Substitution of the matrix elements (Eqs. www.nature.com/scientificreports/ www.nature.com/scientificreports/ energies and wave functions of s-states (i.e. those for l = 0 ) are in a very good agreement with those obtained
from exact solutions in terms of Airy functions. A quantitative comparison is out of the frames of the present
work. Note also, that 1D and 2D problems for the fractional Schrödinger equation in a linear potential had been
considered in the paper41. For 1D case this paper complements both our studies of 1D fractional oscillator20 for
the entire µ domain and those in the paper40 for µ = 1 , where the exact solution in terms of Airy functions had
been presented. The consideration of Cauchy distribution time evolution, made in41 is also complementary to
our study42. y
One more promising approach to non-relativistic quantum problems in central force potentials like rq , is
to suggest an approximation to the spectrum of the problem for arbitrary q. This has been done in the paper43
for the case of ordinary (i.e. non-fractional) laplacians in the Schrödinger equation. Moreover, the author43
was instrumental to generalize the approximation both to the case of logarithmic potential, corresponding to
(drq/dq)q=0 = ln r and negative q like hydrogenic problems with q = −1 . It would be interesting in future to
generalize the approach43 to the case of fractional laplacians in corresponding Schrödinger equations.i Several one-dimensional problems (like fractional quantum harmonic oscillator and infinite quantum well
as a limiting case of the potentials |x|p as p →∞ ) had been considered in Ref.44. There, the corresponding time-
dependent Schrödinger equation had been solved by the matrix method. Different nonlocal operators, based on
fractional Riesz derivatives had been discussed at length. Numerical and variational solutions had been presented. The variational solution of 1D fractional quantum oscillator problem had been reported in terms of Hermite and
Laguerre polynomial type functions. This approach is complementary to ours in the sense that here we consid-
ered the “Gaussian” trial functions for comparison. The approach of the paper44 is also complementary to our
1D case, considered in Ref.20. The consideration of the infinite potential well problem is complementary to our
work45, where the same problem have been solved by the explicit matrix method. Note that the matrix method
had been applied in our numerical solutions of 3D (present consideration) and 1D fractional oscillators problems. Methods
Th d
l The details of our theoretical methodology and those of working with fractional derivatives and fractional Lapla-
cians, in particular, have been described in the sections “The spectral problem for fractional quantum harmonic
oscillator” and “Variational solution. Classification of the states of 3D fractional oscillator”. The numerical solu-
tions of boundary value problems for partial differential equation (11) have been conducted using the commercial
Mathematica software package. www.nature.com/scientificreports/ I
h
di d h
l
bl
f
3D f
i
l
h
i
ill
i h In summary, we have studied the spectral problem for a 3D fractional quantum harmonic oscillator with
arbitrary Lévy index 0 < µ ≤2 . Our main supposition here is that Laskin’s construction of path integrals with
Lévy measure is equivalent to “extraction” of probability density function from stochastic fractional Langevin
equation and, in turn, to the assumptions made in seminal Anderson paper26. This permits us to assert that
fractional Schrödinger equation accounts for disorder phenomenologically with Lévy index µ being the measure
of the degree of disorder. The presence of potential in the system “tames” the initial Lévy distribution, making
it decay faster than that in a corresponding free problem. In other words, here once more we have an interplay
between the width of disorder distribution and system potential, which makes the square of the modulus of the
corresponding wave function decay faster in space. This makes the problem of a fractional 3D oscillator resem-
blant to Anderson localization26 in disordered systems. Data availabilityh y
The datasets used and/or analysed during the current study available from the corresponding author on reason-
able request. Received: 23 February 2022; Accepted: 12 July 2022 Possible experimental applications. Outlookh Namely, the spin-orbit interaction term can be added to the fractional
Schrödinger equation(4). In this case, the solution will be more sophisticated as the wave function will be spinor
now (see, e.g.37) although the problem can be solved in the momentum space similar to the present case. This
problem turns out to be very important for amorphous semiconductors with atomic vibrations1,2,38, where chaos
can adversely influence possible optoelectronic, spintronic, and/or photovoltaic devices functionality. h
l
bl
b
d
d
h
f
h
ll
f h
l
d
h l
Many physical problems can be reduced to that of a quantum harmonic oscillator. One of them is related to the
theoretical studies of quark-antiquark bound states (so-called quarkonium, see, e.g. Ref.39), which had been a hot
topic several decades ago. In the context of 1D fractional quantum oscillator, the problem had been introduced
by Laskin17, where the 1D potentials of the form |x|γ , 1 < γ ≤2 had been considered instead of quadratic one. At the same time, as the consideration was phenomenological by its nature, the linear potential had also been
applied for that problem39. As it is well-known18,19, such potential in the 1D Schrödinger equation admits exact
solution in terms of Airy functions14. In our context, such problem arises in Eq. (11) for l = 0 and µ = 1 . This
problem had been considered by us earlier40 in the context of Lévy flights confinement by linear potential. The https://doi.org/10.1038/s41598-022-16597-2 Scientific Reports | (2022) 12:12540 | References 1. Snaith, H. J. Perovskites: The emergence of a new era for low-cost, high-efficiency solar cells. J. Phys. Chem. Lett. 4, 3623 (2013). 2. Stranks, S. D. & Snaith, H. J. Metal-halideperovskites for photovoltaic and light-emitting devices. Nat. Nanotechnol. 10, 391 (2015). 3. Zhu, H. et al. Lead halide perovskite nanowire lasers with low lasing thresholds and high quality factors. Nat. Mater. 14, 636 (2015). 4 Xi
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containing perovskite multiferroics. Phys. Chem. Chem. Phys. 18, 7229 (2016). effect in antiferromagnetic multiferroic Pb(Fe1/2Nb1/2)O3 and its solid solutions with PbTiO3 . Phys. Rev. Author contributions V.S., V.D. and B.L.B. conceived the idea of the article. E.K., V.S., V.D. and J.H.S. wrote the main manuscript text. V.S., V.D. and B.L.B. performed analytical calculations and E.K., J.H.S. numerical ones. E.K. prepared Fig. 1, E.K. and J.H.S. prepared Fig. 2; V.D. and B.L.B. prepared Fig. 3. All authors reviewed the manuscript. References in Lecture Notes in Physics. (Springer
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18. Landau, L. D. & Lifshits, E. M. Quantum Mechanics. Nonrelativistic Theory (Pergamon Press, 1995). Scientific Reports | (2022) 12:12540 | https://doi.org/10.1038/s41598-022-16597-2 Additional information Correspondence and requests for materials should be addressed to V.A.S. Correspondence and requests for materials should be addressed to V.A.S. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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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 Author(s) 2022 Scientific Reports | (2022) 12:12540 | https://doi.org/10.1038/s41598-022-16597-2
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Chinese herbal medicine bi min fang for allergic rhinitis: protocol for a double-blind, double-dummy, randomized controlled trial
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Abstract Background: People with allergic rhinitis (AR) often seek help from Chinese medicine due to dissatisfaction with
conventional treatments. Lung-spleen qi deficiency syndrome (LSQDS) is the most common type of AR, and the
Chinese herbal medicine formula bi min fang (BMF) is commonly prescribed for AR patients with LSQDS. However,
direct evidence supporting its efficacy and safety is not available, and its potential mechanism of action remains
unclear. Methods/design: This paper presents a double-blind, double-dummy, randomized controlled trial. After a 2-week
run-in period, 80 AR patients with LSQDS will be recruited and randomly allocated to the BMF group or the control
group in a 1:1 ratio. The patients in the BMF group will receive BMF and the placebo for levocetirizine Methods/design: This paper presents a double-blind, double-dummy, randomized controlled trial. After a 2-week
run-in period, 80 AR patients with LSQDS will be recruited and randomly allocated to the BMF group or the control
group in a 1:1 ratio. The patients in the BMF group will receive BMF and the placebo for levocetirizine
hydrochloride orally, while the control group participants will receive levocetirizine hydrochloride and the placebo
for BMF orally. All participants will receive 4 weeks of treatment and 12 weeks of follow-up. hydrochloride orally, while the control group participants will receive levocetirizine hydrochloride and the placebo
for BMF orally. All participants will receive 4 weeks of treatment and 12 weeks of follow-up. The primary outcome is a change in the Total Nasal Symptom Score (TNSS). Secondary outcomes include changes
in scores for the standard version of the Rhinoconjunctivitis Quality of Life Questionnaire (RQLQ(S)), and visual
analog scale (VAS); changes in serum levels of the cytokines interleukin-4, interferon-γ, transforming growth factor
β-1, and interleukin-17; and changes in the gut microbiota composition in the stool. The TNSS, RQLQ(S), and VAS
will be recorded at the beginning of, middle of and after the treatment period and at the end of each month in
the 3-month follow-up period. Blood and stool samples will be collected at baseline and the end of the treatment. The aforementioned four cytokines will be detected in the serum using enzyme-linked immunosorbent assays, and
the stool gut microbiota will be detected using 16S ribosomal ribonucleic acid sequencing. Any side effects of the
treatment will be recorded. Discussion: The results of this trial will provide consolidated evidence of the effect of BMF on AR and the potential
mechanism by which BMF acts. STUDY PROTOCOL Chinese herbal medicine bi min fang for
allergic rhinitis: protocol for a double-blind,
double-dummy, randomized controlled trial
Qiulan Luo1,2†, Shiqing Zhou3†, Xiaoshan Li4,5, Qubo Chen6, Wenmin Lin1,2, Liming Lu7, Hua Li1,2, Caifeng Chen1,2,
Wenyong Chen1,2 and Yunying Li1,2* Chinese herbal medicine bi min fang for
allergic rhinitis: protocol for a double-blind,
double-dummy, randomized controlled trial Qiulan Luo1,2†, Shiqing Zhou3†, Xiaoshan Li4,5, Qubo Chen6, Wenmin Lin1,2, Liming Lu7, Hua Li1,2, Caifeng Chen1,2,
Wenyong Chen1,2 and Yunying Li1,2* Luo et al. Trials (2019) 20:66
https://doi.org/10.1186/s13063-018-3151-0 Luo et al. Trials (2019) 20:66
https://doi.org/10.1186/s13063-018-3151-0 Open Access Abstract This study will be the first to explore the mechanism of action of Chinese herbal
medicine on the gut microbiota in AR. Trial registration: Chinese Clinical Trial Registry, ChiCTR-IPR-17010970. Registered on 23 March 201 Keywords: Allergic rhinitis, Chinese herbal medicine, Randomized controlled trial, Cytokines, Gut m * Correspondence: docliyunying@gzucm.edu.cn
† * Correspondence: docliyunying@gzucm.edu.cn
†Qiulan Luo and Shiqing Zhou contributed equally to this work. 1Otorhinolaryngology Department, Second Affiliated Hospital of Guangzhou
University of Chinese Medicine, 111 Dade Road, Yuexiu District, Guangzhou
510120, Guangdong Province, China
2Otorhinolaryngology Department, Guangdong Provincial Hospital of
Chinese Medicine, 111 Dade Road, Yuexiu District, Guangzhou 510120,
Guangdong Province, China
Full list of author information is available at the end of the article * Correspondence: docliyunying@gzucm.edu.cn
†Qiulan Luo and Shiqing Zhou contributed equally to this work. 1Otorhinolaryngology Department, Second Affiliated Hospital of Guangzho
University of Chinese Medicine, 111 Dade Road, Yuexiu District, Guangzhou
510120, Guangdong Province, China
2Otorhinolaryngology Department, Guangdong Provincial Hospital of
Chinese Medicine, 111 Dade Road, Yuexiu District, Guangzhou 510120,
Guangdong Province, China
Full list of author information is available at the end of the article Background g
p
y
p
[ ]
Chinese herbal medicine (CHM) is a well-tolerated
choice for AR patients seeking complementary and al-
ternative therapies to reduce AR symptoms [7]. The
latest Chinese guidelines for the diagnosis and treat-
ment of allergic rhinitis (2015, Tianjin) suggest that
CHM can be applied as an auxiliary method of treat-
ing AR [4]. CHM is an important type of comple-
mentary alternative medicine, and several studies have
focused
on
the
use
of
CHM
to
treat
AR. A
double-blind randomized controlled trial (RCT) with
a design incorporating repeated measures and three
parallel groups showed that CHM is useful for ameli-
orating
symptoms,
enhancing
quality
of
life,
and
strengthening body constitution in patients with AR,
and all participants in this study were subjected to
syndrome
differentiation
[8]. Another
two
RCTs
showed that CHM safely reduces the nasal symptoms
of AR, although the participants in those studies were
included
without
syndrome
differentiation
[9,
10]. One systematic review and meta-analysis of seven
RCTs comparing oral CHM to a placebo showed that
CHM was able to reduce total nasal symptom scores. However, details of the CHM formulas used in the
studies included were not investigated, and the syn-
dromes of the participants were not described. Fur-
thermore, the sample sizes of the RCTs were small,
and all the trials had certain methodological limita-
tions. Thus, the authors could not draw a firm con-
clusion regarding the effects of CHM on AR [11]. Overall, CHM appears to be a promising intervention Existing evidence supports the beneficial effects of two
original TCM formulas on AR [8, 20–22]. Clinical stud-
ies have shown that yu ping feng san can improve symp-
toms [8, 21] and quality of life [8] and decrease the
levels of interleukin-4 (IL-4) and IgE in AR patients [21]. Indeed, a glucosidic extract from yu ping feng san re-
portedly exerts anti-inflammatory and immunoregula-
tory effects by inducing activation of T helper cells and
regulating other subsets of T lymphocytes [22]. Bu zhong
yi qi tang was also found to reduce AR symptoms, with
suppressive effects on the total serum level of IgE and
IL-4-stimulated
production
of
prostaglandin
E2,
leukotriene
C4,
and
COX-2
mRNA
expression
in
IL-4-stimulated
polymorphonuclear
neutrophils
[20]. Thus, it is reasonable to hypothesize that BMF is effect-
ive for the treatment of AR. Background for patients with AR, and more rigorous RCTs with
large sample sizes are needed to further define its
effectiveness. g
Allergic rhinitis (AR) is a symptomatic nasal disorder
caused by an immunoglobulin E (IgE)-mediated im-
munological reaction to allergen exposure [1] and is a
global health problem that affects people of all ages. The
worldwide incidence of AR is 10–20% [2], and the preva-
lence of self-reported AR in China is 11.1–19.1% [3, 4]. Classic symptoms of AR include rhinorrhea, nasal ob-
struction, nasal itching, and sneezing [1], and the dis-
order is classified as intermittent AR or persistent AR
based on the duration of symptoms [1]. AR can lead to
sleep cycle disorders, emotional imbalance, impaired
ability to perform normal daily activities, severely de-
creased quality of life, and significant economic burden
[1, 5]. Moreover, AR also serves as a trigger for other
diseases, such as bronchial asthma [1]. Current conven-
tional management of AR primarily includes allergen
avoidance, pharmacotherapy, immunotherapy, and pa-
tient education [1, 6]. Second-generation H1 antihista-
mines,
nasal
glucocorticosteroids
and
leukotriene
antagonists are recommended as the first-line therapy
[1, 2, 6]. However, due to unsatisfactory results with
conventional treatment, AR patients are increasingly
seeking complementary and alternative therapies [7]. Syndrome differentiation or pattern identification is
the core treatment principle of traditional Chinese medi-
cine (TCM), and an accurate treatment for an AR pa-
tient
must
be
prescribed
according
to
their
body
constitution. Based on our clinical observations, a con-
siderable number of AR sufferers are diagnosed with
lung and spleen qi deficiency syndrome (LSQDS), and
this observation is supported by the results of published
studies [12–16]. Therefore, according to TCM theory,
tonifying lung and spleen qi is the treatment principle
for AR patients with LSQDS. Two classic CHM formulas, bu zhong yi qi tang and
yu ping feng san, are commonly used for allergic diseases
[17]. In our clinical practice, bi min fang (BMF), which
is composed of modified bu zhong yi qi tang and yu ping
feng san, is the most commonly used CHM formula for
AR patients with LSQDS. The composition of BMF is
based on a systematic review of classic reference books,
articles obtained from the PubMed database [8, 17], the
Chinese scientific literature, clinical guidelines [18], and
our clinical experience [19]. © The Author(s). 2019 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. Luo et al. Trials (2019) 20:66 Luo et al. Trials (2019) 20:66 Page 2 of 10 Page 2 of 10 Page 2 of 10 Study design and setting This is a double-blind, double-dummy RCT. In total, 80
participants will be recruited from the Guangdong Pro-
vincial
Hospital
of
Chinese
Medicine
(GDPHCM),
Guangzhou, China. The flow chart and study period are
shown in Figs. 1 and 2, respectively. After obtaining
written informed consent, a 2-week run-in period will be
implemented, and then eligible participants will be ran-
domly assigned to a CHM group or a control group in a
1:1 ratio. Because anther study designed to identify dif-
ferences in the gut microbiota between AR patients and
healthy controls will utilize stool samples from the same
group of AR participants, additional consent provisions
for collection and use of these participants’ data and
stool samples will be explained to the participants. Placeboes have been widely used in the control groups
of previous clinical studies of AR treated with pharma-
cotherapy and immunotherapy, with the placebo control
treatment resulting in over 50% symptom relief [6]. Therefore, in this study, we selected Western medicine
as the positive control instead of a placebo. Levocetiri-
zine, a second-generation antihistamine that acts on per-
ipheral histamine H1 receptors, has a strong anti-allergic
effect without a sedative effect, and it is used for reliev-
ing and preventing not only AR symptoms but also
those of other allergic diseases. After careful consider-
ation of the adverse effects and the desired effect, we
chose levocetirizine as the intervention for the control
group. To blind the participants and the researchers ad-
equately, a placebo for the intervention given to the
other group will be administered to both groups. We de-
signed a double-blind, double-dummy RCT for AR Background Most CHM is administered orally, whereby formula-
tions are ingested, transferred, digested, and absorbed
through the gastrointestinal system. Accordingly, CHM
may influence the gastrointestinal system, including the
intestinal mucosa and gut microbiota, the latter of which
is essential for health and closely linked to diseases [23]. For instance, several studies have demonstrated that low
gut microbiota diversity is associated with a high risk of
allergic diseases [24–28]. Other studies have reported
that the characteristics of seasonal AR include a lower
diversity of intestinal Bifidobacterium [29], with a reduc-
tion of Bifidobacterium, Clostridium, and Bacteroides
[30] and increased populations of Bacteroides fragilis
[31]. A few systematic reviews and studies indicate that Luo et al. Trials (2019) 20:66 Luo et al. Trials (2019) 20:66 Page 3 of 10 patients with LSQDS. The objectives are to assess the ef-
ficacy of BMF for AR patients with LSQDS and to ex-
plore the mechanism of BMF in treating AR with
respect to the immune response and gut microbiota. certain probiotics are beneficial for patients with AR
[32–35]. We hypothesize that components of CHM,
such as glycosides and oligosaccharides [36], may influ-
ence the gut microbiota in the same manner as an oral
probiotic by regulating local intestinal immunological
conditions and thereby, achieving systematic immuno-
modulation [37, 38]. Table 1 Western medicine diagnostic criteria for allergic rhinitis Table 1 Western medicine diagnostic criteria for allergic rhinitis
Symptoms Two or more symptoms such as rhinorrhea, nasal
obstruction, nasal itching, and sneezing, persisting for a
cumulative period greater than 1 h per day. These
symptoms may be accompanied by itchy and red eyes and
tears. Signs
The nasal mucosa is pale and edematous. Nasal secretions
are watery. Allergen
test
At least one type of skin prick test or serum-specific IgE test
is positive. Participants who cannot fully cooperate with the
trial due to mental or behavioral disorders Symptoms Two or more symptoms such as rhinorrhea, nasal
obstruction, nasal itching, and sneezing, persisting for a
cumulative period greater than 1 h per day. These
symptoms may be accompanied by itchy and red eyes and
tears. Participants who frequently change their work place,
resulting in difficulty with follow-up Participants who drive or work high above the ground Signs
The nasal mucosa is pale and edematous. Nasal secretions
are watery. Participants p
Participants will be recruited via a local advertisement
and doctor referrals from otorhinolaryngology clinics at Fig. 1 Trial flow chart Fig. 1 Trial flow chart Page 4 of 10 Luo et al. Trials (2019) 20:66 Fig. 2 Study period Age 18 to 65 years old, with no sex limitation Age 18 to 65 years old, with no sex limitation
Has not taken hormones or antibiotics in the
preceding 3 months and has not consumed yogurt
or prebiotics for 1 month preceding the trial
Participants provided informed written consent and
volunteered to participate in the study. Participants can complete the case report forms
(CRFs) independently, and blood and stool samples
can be collected according to the instructions. GDPHCM. Information about the study, processing, and
scheduling will be carefully explained before enrollment. Participants must meet the Western medicine diagnostic
criteria for AR (Table 1) [4] and the TCM syndrome diag-
nostic criteria for LSQDS (Table 2). Syndrome differenti-
ation will be determined by two independent qualified TCM
otolaryngologists. Participants can complete their case re-
port forms (CRFs) independently, and blood and stool sam-
ples can be collected according to the instructions. Has not taken hormones or antibiotics in the
preceding 3 months and has not consumed yogurt
or prebiotics for 1 month preceding the trial g
Participants provided informed written consent and
volunteered to participate in the study. Participants can complete the case report forms
(CRFs) independently, and blood and stool samples
can be collected according to the instructions. Exclusion criteria: Eligibility criteria Eligibility criteria
Inclusion criteria: Patients with similar nasal diseases such as acute
rhinitis, vasomotor rhinitis, autonomic nervous rhinitis,
eosinophilia nonallergic rhinitis, and allergic sinusitis In accordance with the Western medicine diagnostic
criteria for AR. Presence of persistent AR and meeting
the criteria for lung and spleen qi deficiency in TCM Pregnant women. The trial will be suspended if a
participant becomes pregnant Table 1 Western medicine diagnostic criteria for allergic rhinitis Outcome measurement The primary outcome is a change in the Total Nasal
Symptom Score (TNSS) [40]. Secondary outcome mea-
sures are as follows: (1) changes in the standard version
of the Rhinoconjunctivitis Quality of Life Questionnaire
(RQLQ(S)) score; (2) the frequency of AR episodes and
their severity (visual analog scale, VAS); (3) changes in
the serum levels of cytokines IL-4, interferon-γ (IFN-γ),
transforming
growth
factor
β-1
(TGF-β1),
and
interleukin-17 (IL-17), and changes in the gut micro-
biota composition in stools before and after treatment. In addition, participants will complete a medicine diary
and report any AEs related to the intervention drugs
throughout the trial. This study is a double-blind, double-dummy RCT, and
the medicine used for treatment and the placebo will be
identical in appearance. In addition, the research team
will be instructed not to communicate with the partici-
pants
regarding
their
possible
treatment
group
allocation. Blinding The research team members, with the exception of the
clinical research methodology personnel and eligible par-
ticipants, will be blinded to the treatment allocation. The study code will not be revealed until the end of the
study, unless there is a serious adverse event (AE). Table 2 Diagnostic criteria for TCM differentiation of lung and
spleen qi deficiency syndrome The clinical symptoms are characteristically sudden
and repeated. The main symptoms of AR are nasal
itching, paroxysmal sneezing, watery rhinorrhea, and
nasal congestion. These symptoms may be
accompanied by itchiness of the eyes, pharynx, or soft
palate. Other
laboratory tests
Immunological tests such as a skin prick test and
serum IgE test are helpful in making a diagnosis. AR allergic rhinitis, TCM traditional Chinese medicine AR allergic rhinitis, TCM traditional Chinese medicine PROCPLAN process statements of the SAS statistics
and analysis system (SAS Institute Inc., Cary, NC, USA)
will be used to generate random numbers, which will
then be enclosed in opaque envelopes. Attention will be
paid to the concealment of the randomization. Eligible
participants will be randomly assigned to either the BMF
group or the control group. PROCPLAN process statements of the SAS statistics
and analysis system (SAS Institute Inc., Cary, NC, USA)
will be used to generate random numbers, which will
then be enclosed in opaque envelopes. Attention will be
paid to the concealment of the randomization. Eligible
participants will be randomly assigned to either the BMF
group or the control group. If a participant cannot take the medication for any
particular reason, a record will be made, and the medi-
cine will be conserved and returned to the researchers at
the end of the study. Two follow-up telephone visits will
be performed during the treatment period. Participants
who complete treatment will be followed up three times
over the course of 3 months (Fig. 2). No other treatment
for AR will be allowed for any participant in either group
during the study period. The rescue medication, deslora-
tadine tablets (5 mg orally every night, Hainan Poly
Pharmaceutical Co., Ltd., Chinese State Food and Drug
Administration approval number: H20040972), will be
provided for participants who may experience AR epi-
sodes. Administration of the rescue medication will be
recorded and statistically analyzed as an indicator of a
curative effect. Treatment allocation will be concealed and held by
one member of the research team. To ensure adequate
concealment, the participants will be given sequential
treatment cards by independent researchers. The partici-
pants will receive an opaque envelope and allocated to
one of the two groups according to the serial number
and group name printed on their treatment card. Randomization and allocation concealment Allergen
test
At least one type of skin prick test or serum-specific IgE test
is positive. Randomization will be performed by the Key Unit of
Methodology in Clinical Research of GDPHCM. The Luo et al. Trials (2019) 20:66 Page 5 of 10 Luo et al. Trials (2019) 20:66 Table 2 Diagnostic criteria for TCM differentiation of lung and
spleen qi deficiency syndrome
History
Participants may have a personal or family history of
allergies. Clinical
symptoms
The clinical symptoms are characteristically sudden
and repeated. The main symptoms of AR are nasal
itching, paroxysmal sneezing, watery rhinorrhea, and
nasal congestion. These symptoms may be
accompanied by itchiness of the eyes, pharynx, or soft
palate. Signs
The nasal mucosa is pale gray, pale blue, or red. The
nasal turbinate is congested, and the nasal cavity is
filled with a watery discharge. All these signs are
unapparent when in remission. A light pink tongue
body with a thin white coating or teeth marks on the
sides and a thin and weak pulse are also
characteristic. Other
laboratory tests
Immunological tests such as a skin prick test and
serum IgE test are helpful in making a diagnosis. AR allergic rhinitis, TCM traditional Chinese medicine The ingredients, dosage, and pharmacological action
of BMF are presented in Table 3 [39]. The placebo for
BMF compound granules will be composed of starch
and an edible pigment and will be matched as closely as
possible to the appearance and taste of BMF. The pla-
cebo for the levocetirizine oral solution has the same ap-
pearance and dosage as the levocetirizine oral solution
but lacks the active ingredient. All interventions will be
produced by the manufacturers following good manufac-
turing practices. The CHM compound granules and
CHM placebo will be produced by Jiangyin Tianjiang
Pharmaceutical Co., Ltd. (Jiangyin City, Jiangsu Prov-
ince, China, Good Manufacturing Practice certificate
number: JS20140328, batch number: 1608359). Levoce-
tirizine oral solution and its placebo will be produced by
Chongqing Huapont Pharmaceutical Co., Ltd. (Chong-
qing City, China, production license: CQ20130006, batch
number: 20160801). All interventions meet the require-
ments of the regulatory guidelines issued by the China
Food and Drug Administration. Table 2 Diagnostic criteria for TCM differentiation of lung and
spleen qi deficiency syndrome Interventions The participants in the CHM group will be orally given
BMF compound granules (30 mg twice daily) and a pla-
cebo for levocetirizine (10 ml/5 mg every night) for 4
weeks. The participants in the control group will be or-
ally given levocetirizine (10 ml/5 mg every night) and a
placebo for BMF compound granules (30 mg twice daily)
for 4 weeks. The TNSS evaluates the following four nasal symp-
toms: rhinorrhea, nasal obstruction, nasal itching, and
sneezing. The symptoms are self-assessed and recorded Page 6 of 10 Luo et al. Trials (2019) 20:66 Luo et al. Trials (2019) 20:66 Table 3 Composition and action of bi min fang
Ingredients
Percentage
(%)
g/
sachet
g/
day
Action
Radix astragali (huang qi)
17.6
7.5
15
TCM: 1 Tonifying the spleen and lung qi and increasing yang. 2. Strengthening the
defense qi and securing the exterior. 3. Inducing diuresis and removing edema
Pharmaceutical study: 1. Enhancing the immune effect. 2. Inducing diuresis
Rhizoma atractylodis
macrocephalae (bai zhu)
17.6
7.5
15
TCM: 1 Tonifying the spleen and replenishing qi. 2. Eliminating dampness and inducing
diuresis. 3. Hidroschesis
Pharmaceutical study: 1. Maintaining a strong constitution. 2. Enhancing immunologic
function. 3. Inducing diuresis
Radix saposhnikoviae (fang
feng)
11.8
5
10
TCM: 1. Dispelling wind and releasing the exterior. 2. Dispelling dampness and relieving
pain. 3. Stopping convulsions
Pharmaceutical study: 1. Antimicrobial and anti-inflammatory effects. 2. Analgesic and anti-
convulsive effects
Radix paeoniae alba (bai
shao)
11.8
5
10
TCM: 1. Nourishing blood and constraining yin. 2. Emolliating the liver and relieving pain
Pharmaceutical study: 1. Analgesic effect. 2. Antimicrobial and anti-inflammatory effect. 3. Immunologic effect
Herba ecliptae (mo han lian)
11.8
5
10
TCM: 1. Enriching the yin of the kidney and the liver. 2. Cooling the blood and stopping
bleeding
Pharmaceutical study: 1. Enhancing immunity. 2. Protecting the liver. 3. Antimutagenic
activity
Radix bupleuri (chai hu)
11.8
5
10
TCM: 1. Releasing the exterior and abating fever. 2. Soothing liver-qi stagnation. 3. Increasing yang qi
Pharmaceutical study: 1. Inhibiting the central nervous system. 2. Anti-inflammatory and
antimicrobial effects. 3. Enhancing immunologic function. 4. Protecting the liver
Xanthii fructus (cang er zi)
11.8
5
10
TCM: 1. Dispersing wind and cold. 2. Dispelling dampness. 3. Relieving nasal congestion. 4. Relieving pain
Pharmaceutical study: 1. Relieving nasal symptoms. 2. Antimicrobial activity. 3. Preventing
coughing
Radix et rhizoma glycyrrhizea
(gan cao)
5.9
2.5
5
TCM: 1. Interventions Tonifying the spleen and replenishing qi. 2. Dispelling phlegm and suppressing
coughing. 3. Relaxing tension and relieving pain. 4. Clearing heat and detoxifying. 5. Harmonizing medications
Pharmaceutical study: 1. Protecting the digestive system. 2. Antiallergic and anti-
inflammatory effects Table 3 Composition and action of bi min fang by subjects using a four-point scale (0 = no symptoms, 1
= mild symptoms, 2 = moderate symptoms, and 3 = se-
vere symptoms), with low scores indicating less severe
nasal symptoms [40]. The RQLQ(S) is a disease-specific
questionnaire that can assess quality of life impairment
in AR patients. This questionnaire consists of 28 ques-
tions covering the following seven domains: activities,
sleep, non-nose/eye symptoms, practical problems, nasal
symptoms, eye symptoms and emotional problems [41]. The RQLQ(S) with standardized activities is an updated
version of the original RQLQ [42]. It has been translated
into different languages and has frequently been used in
different countries. The VAS, which ranges from 0 (nasal
symptoms not at all bothersome) to 10 (nasal symptoms
extremely bothersome) was designed to assess the sever-
ity of nasal symptom disturbance and has been validated
for use in the quantitative evaluation of AR severity [43]. The TNSS, RQLQ(S), and frequency and severity of AR
episodes will be evaluated at the beginning of, middle of
and after the treatment period and at the end of each
month during the 3-month follow-up period (Fig. 2). by subjects using a four-point scale (0 = no symptoms, 1
= mild symptoms, 2 = moderate symptoms, and 3 = se-
vere symptoms), with low scores indicating less severe
nasal symptoms [40]. The RQLQ(S) is a disease-specific
questionnaire that can assess quality of life impairment
in AR patients. This questionnaire consists of 28 ques-
tions covering the following seven domains: activities,
sleep, non-nose/eye symptoms, practical problems, nasal
symptoms, eye symptoms and emotional problems [41]. The RQLQ(S) with standardized activities is an updated
version of the original RQLQ [42]. It has been translated
into different languages and has frequently been used in
different countries. The VAS, which ranges from 0 (nasal
symptoms not at all bothersome) to 10 (nasal symptoms
extremely bothersome) was designed to assess the sever-
ity of nasal symptom disturbance and has been validated
for use in the quantitative evaluation of AR severity [43]. Interventions The TNSS, RQLQ(S), and frequency and severity of AR
episodes will be evaluated at the beginning of, middle of
and after the treatment period and at the end of each
month during the 3-month follow-up period (Fig. 2). will be used to detect the serum levels of the cytokines
IFN-γ, IL-4, TGF-β1, and IL-17 using enzyme-linked im-
munosorbent assays (ELISAs). These cytokines are typ-
ical
inflammatory
cytokines
involved
in
immune
disorders and are released by Th1, Th2, T-regulatory,
and Th17 cells [44, 45]. To observe the influence of
BMF on the composition of the gut microbiota, 16S
ribosomal ribonucleic acid (16S rRNA) sequencing will
be used to detect bacterial taxa present in stool samples. A Health and Diet Habits Questionnaire, sampling in-
structions, a cardboard box, a sampling spoonand a fecal
collection tube with cached liquid will be distributed to
each participant before the stool samples need to be col-
lected. All participants will be requested to complete the
Health and Diet Habits Questionnaire, after which they
will be asked to defecate after urinating. The stool will
be collected in the cardboard box. The participants will
use the sampling spoon to collect two spoonfuls of stool
(approximately two grams) without having the sample
contact the urine, sewage and fecal pool, and they will
deposit the sample in the fecal collection tube. They will
then tightly cover the tube and shake it until the sample
has uniformly mixed with the cached liquid. The fecal Blood and stool samples will be collected before and
after the treatment period (Fig. 2). The blood samples Page 7 of 10 Luo et al. Trials (2019) 20:66 Page 7 of 10 Luo et al. Trials (2019) 20:66 collection tube will keep the stool fresh for 48 h at room
temperature. As some participants cannot defecate in a
hospital, they will take the above materials home and
send their stool samples to the researchers by S.F. Ex-
press to arrive within 1 day. All blood samples will be
sent to the Biological Resource Center of the GDPHCM
within 2 h, and the stool samples will be sent within 24
h. All blood and stool samples will be stored at −80 °C. The 16S rRNA sequencing of the gut microbiota will be
performed by BGI Shenzhen Co., Ltd. all the data have been cleaned. Interventions If a participant withdraws
from the trial either during the treatment period or the
follow-up phase, the reasons will be clarified and the
rate of participant withdrawal or loss to follow-up will
be analyzed statistically. The study will be monitored by the Scientific Research
Department and Ethics Committee of GDPHCM, which
is independent of both the investigators and the sponsor. Interim auditing will include off-site surveillance and the
submission of a report about the progress of the study. Personal information will be collected from potential
and enrolled participants by authorized researchers who
will be trained at the beginning of the study. Personal in-
formation will not be shared without the participants’
agreement. Quality assurance and data management To ensure strict adherence to the study protocol and fa-
miliarity with the trial administration process, an inde-
pendent steering committee will be formed by the
principal investigator prior to the beginning of the study. This committee will be composed of one independent
chairman (Dr. Wenyong Chen), Dr. Hua Li, Dr. Caifeng
Chen, and two other independent members, including at
least one patient and a public involvement representa-
tive. The responsibilities of the steering committee will
include approving any amendments to the main study
protocol, monitoring the trial, and approving and com-
menting on project deliverables. The entire research
team will then be provided with a standard operating
manual detailing the procedures and will be required to
undergo training. Sample size calculation This study is mainly focused on determining the efficacy
of BMF for AR patients with LSQDS. The primary out-
come is the TNSS. With reference to data from a previ-
ous study [46] and our clinical observations, the sample
size was calculated using the noninferiority test for two
means with software PASS 2011. We assumed that the
TNSS of the treatment group will be 5.53 ± 2.79 and that
of the control group will be 6.64 ± 3.06. To obtain a sig-
nificance level of 5%, a power of 90%, and a noninferior-
ity margin of 0.92, 74 participants are required. Allowing
for an 8% dropout rate, 80 participants are needed, with
40 in each group. Criteria for stopping treatment A participant may stop treatment and withdraw from
the research project for any reason at any time, and the
reason for the withdrawal will be recorded in their CRF. The participants will be told that they have the right to
withdraw from the trial and that they will be provided
with standardized treatment if they withdraw. The criteria for stopping treatment and withdrawing
from the research project are: All information from CRFs will be carefully recorded. All errors will need to be crossed out and corrected,
after which the correction must be signed and dated by
the participant or researcher. Patient withdrawals or
missed follow-up visits will be recorded in the CRFs. An
independent Data Monitoring Board will be established
at the beginning of the study and will be composed of
four fully independent members: a chairman, an oto-
laryngologist, a biostatistician and a clinical pharmacol-
ogy expert from the GDPHCM. The Data Monitoring
Board will review and oversee all the source documents
and CRFs. The essential information (consent informa-
tion, enrollment, number and proportion of missed
visits, patients lost to follow-up, and AEs) will be moni-
tored and evaluated for completeness and accuracy. The participant has suffered an AE related to taking
the drug, and the investigator believes it is not
appropriate for them to continue taking the drug. The participant is diagnosed with asthma or other
complications of AR during the study. The participant develops another severe disease that
needs to be treated during the study. Poor compliance, such that the actual drug usage is
less than 80% or more than 120% of the prescribed
dose. Use of drugs proscribed for AR during the study. Data analysis Data will be entered using the double-entry method,
and to decrease errors, the data will be checked regularly
by the research assistants and overseen by the monitors. Research assistants will double check the data before
logging them and will promptly notify the research team
if any discrepancies are found. All modifications will be
marked on the CRFs. The database will be locked after All data analyses will be conducted according to the
intention-to-treat principle, and the analysis will be per-
formed in a double-blind manner by qualified statisti-
cians. The EpiData 3.1 software will be used to build the
database, and missing data will be replaced with the
mean or median of the item for the homogeneous Luo et al. Trials (2019) 20:66 Luo et al. Trials (2019) 20:66 Page 8 of 10 participant population according to complete data. Two
similar participants with complete data will be subjected
to repeated review, and a logic check will be performed
to confirm that the data are correct before analysis. To the best of our knowledge, this is the first
double-blind double-dummy RCT aimed at determining
the efficacy of BMF in treating AR patients with LSQDS. This is also the first study to investigate changes in in-
flammatory cytokines as well as changes in the gut
microbiota with CHM-based therapy. The data will be analyzed using the Statistical Package
for the Social Sciences version 17.0 (SPSS 17.0). Mea-
sured data will be expressed as the mean, median, mini-
mum, and maximum values. Comparisons between the
two groups will be analyzed by analysis of variance and
pairwise
comparisons
(univariate
variance
will
be
assessed with the rank-sum test). Count data will be
expressed
as
the
composition
ratio
and
the
rate. Between-group efficacy will be assessed using the χ2 test,
and ranked data will be analyzed with the rank-sum test. A baseline comparison test will be performed at a sig-
nificance level of α = 0.10, and an efficacy analysis will be
performed at a significance level of α = 0.05. py
There are limitations to this study. The first is a lack
of validated outcome measures to evaluate the body
constitution of AR patients with LSQDS. In Chinese
medicine theory, the body constitution of a patient is dy-
namic and may change after the BMF intervention. Abbreviations 16S rRNA: 16S ribosomal ribonucleic acid; AE: Adverse event; AR: Allergic
rhinitis; BMF: Bi min fang; CHM: Chinese herbal medicine; CRF: Case report
form; ELISA: Enzyme-linked immunosorbent assay; GDPHCM: Guangdong
Provincial Hospital of Chinese Medicine; IFN-γ: Interferon-γ;
IgE: Immunoglobulin E; IL-17: Interleukin-17; IL-4: Interleukin-4; LSQDS: Lung
and spleen qi deficiency syndrome; RCT: Randomized controlled trial;
RQLQ(S): Standard version of the Rhinoconjunctivitis Quality of Life
Questionnaire; SPSS 17.0: Statistical Packages for the Social Sciences version
17.0; TCM: Traditional Chinese medicine; TGF-β1: Transforming growth factor
β-1; TNSS: Total Nasal Symptom Score; VAS: Visual analog scale Trial status The first patient in the study was enrolled on 22 Decem-
ber 2016. The trial has already enrolled participants: 76
AR patients have been recruited, and 40 patients had
completed the trial by 7 November 2017. Data analysis The
second limitation is that the sample size calculation was
based on a previous study [46] and our clinical observa-
tions; thus, the sample size of our study may have been
different if more cases had been observed by a prior
rigorous RCT. The last limitation is that this study ex-
plores only the mechanism by which the BMF formula
treats AR and does not address the mechanism at a
component level. Discussion Although treatment for AR has been developed and
standardized, the symptoms of some AR patients are still
not well controlled with current pharmacological therap-
ies [47, 48]. CHM, which may have an effect on AR, has
gradually received increasing attention and has been
adopted for the treatment of AR [8]. Syndrome differen-
tiation or pattern identification is a specific analysis of
individual body constitutions,
symptoms, and
signs
based on TCM physiology and pathology and is per-
formed before arriving at a diagnosis or drawing a con-
clusion [49]. This step must be performed before
prescribing CHM formulas because accurate syndrome
differentiation or pattern identification ensures accurate
therapeutic effects with fewer AEs [8]. BMF is composed
of modified bu zhong yi qi tang and yu ping feng san,
which are typically applied to treat allergic diseases [17]. Based on previous experience with the use of BMF to
treat AR, this study combines syndrome differentiation
and treatment with strict RCT design principles to as-
sess the efficacy and safety of BMF for the treatment of
AR. Regarding the mechanistic study of this formulation,
this study aims to determine whether BMF can modulate
cytokine levels and gut microbiota. Ethical approval Despite its limitations, we believe that this study has
the potential to contribute to the development of an ef-
fective intervention for AR patients with LSQDS. In the
future, a multicenter RCT with a large sample of AR pa-
tients and the implementation of multidimensional com-
prehensive evaluations should be performed. A series of
studies on BMF and its chemical components and the
molecular mechanisms of actions in AR patients with
LSQDS are needed and may provide consolidated evi-
dence regarding the efficacy and safety of BMF for AR
patients with LSQDS (Additional file 1). The study protocol was approved by the Ethics Commit-
tee of GDPHCM (B2016–100-01), and it will be expli-
citly explained to all participants that the trial involves
two types of interventions, with a 2-week run-in period,
4 weeks of treatment and 12 weeks of follow-up. All par-
ticipants will be given sufficient time to decide whether
to sign the informed consent form. Written informed
consent must be obtained from each participant before
they are randomized to a group. Acknowledgements We would like to thank Professor Zhaoxiang Bian from Hong Kong Baptist
University for his comments on this manuscript. Page 9 of 10 Luo et al. Trials (2019) 20:66 Page 9 of 10 Page 9 of 10 Luo et al. Trials (2019) 20:66 Competing interests
h
h
d
l
h 13. Song WJ, Li X, Xie Q. Analysis of traditional Chinese medicine syndrome
differentiation in 300 cases of allergic rhinitis. Chin Comm Doc. 2012;14(8):
219 [Article in Chinese]. 13. Song WJ, Li X, Xie Q. Analysis of traditional Chinese medicine syndrome
differentiation in 300 cases of allergic rhinitis. Chin Comm Doc. 2012;14(8):
219 [Article in Chinese]. Competing interests
The authors declare that they have no competing interests. The authors declare that they have no competing interests. 14. Yang S, Chen H, Lin Y, Chen Y. The exploration of disease pattern, zheng,
for differentiation of allergic rhinitis in traditional Chinese medicine practice. Evid Based Complement Alternat Med. 2012. https://doi.org/10.1155/2012/
521780. 14. Yang S, Chen H, Lin Y, Chen Y. The exploration of disease pattern, zheng,
for differentiation of allergic rhinitis in traditional Chinese medicine practice. Evid Based Complement Alternat Med. 2012. https://doi.org/10.1155/2012/
521780. Authors’ contributions 5. Meltzer EO, Bukstein DA. The economic impact of allergic rhinitis and
current guidelines for treatment. Ann Allergy Asthma Immunol. 2011;
106(Suppl 2):12–6. 5. Meltzer EO, Bukstein DA. The economic impact of allergic rhinitis and
current guidelines for treatment. Ann Allergy Asthma Immunol. 2011;
106(Suppl 2):12–6. QL, WC and YL contributed to the design of the study protocol. LL was
involved in designing the statistical methods used in the study. XL, QC, WL,
HL and CC participated in the project development and collected the
outcome data. QL, SZ and WL prepared the initial draft of the manuscript. XL, SZ and LL will be involved in data management and the statistical
analysis. YL is the project leader. All authors were responsible for drafting the
manuscript and approved the final version. 6. Seidman MD, Gurgel RK, Lin SY, Schwartz SR, Baroody FM, Bonner JR, et al. Clinical Practice Guideline: Allergic Rhinitis. Otolaryngol Head Neck Surg. 2015;152(Suppl 1):1–43. 6. Seidman MD, Gurgel RK, Lin SY, Schwartz SR, Baroody FM, Bonner JR, et al. Clinical Practice Guideline: Allergic Rhinitis. Otolaryngol Head Neck Surg. 2015;152(Suppl 1):1–43. 7. Kern J, Bielory L. Complementary and alternative therapy (CAM) in the
treatment of Allergic Rhinitis. Curr Allergy Asthma Rep. 2014;14(12):479. 7. Kern J, Bielory L. Complementary and alternative therapy (CAM) in the
treatment of Allergic Rhinitis. Curr Allergy Asthma Rep. 2014;14(12):479. 8. Chan RY, Chien WT. The effects of two Chinese herbal medicinal formulae
vs placebo controls for treatment of allergic rhinitis: a randomised
controlled trial. Trials. 2014;15:216. 8. Chan RY, Chien WT. The effects of two Chinese herbal medicinal formulae
vs placebo controls for treatment of allergic rhinitis: a randomised
controlled trial. Trials. 2014;15:216. Availability of data and materials
h
l
bl
h Data sharing is not applicable to this article because no datasets were
generated or analyzed during the study. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 15. Qi W. Distribution investigation of related pathogenic factors and traditional
Chinese medicine clinical syndrome types of allergic rhinitis. Guid J Tradit
Chin Med Pharm. 2013;10(31):125–8 [Article in Chinese]. 15. Qi W. Distribution investigation of related pathogenic factors and traditional
Chinese medicine clinical syndrome types of allergic rhinitis. Guid J Tradit
Chin Med Pharm. 2013;10(31):125–8 [Article in Chinese]. Funding
h
d This study is supported by the Special Scientific Research for Chinese
Medicine of Guangdong Provincial Hospital of Chinese Medicine (Grant
number: YN2015MS18) and National Natural Science Foundation of China
(Grant number: 81603667), and the contact information is as follows:
Scientific Research Department, Guangdong Provincial Hospital of Chinese
Medicine; 111 Dade Road, Yuexiu District, Guangzhou, 510120, China;
kyc30907@126.com. These funding agencies had no role in the development of
the study design, data collection, or preparation of the manuscript for publication. The principal investigator of this study is Professor Yunying Li, a clinical doctor in the
Otorhinolaryngology Department in Guangdong Provincial Hospital of
Chinese Medicine. She has no conflicts of interest with regard to the two
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1 Bousquet PJ, Combescure C, Neukirch F, Klossek J, Mechin H, Daures JP,
et al. Visual analog scales can assess the severity of rhinitis graded
according to ARIA guidelines. Allergy. 2007;62(4):367–72. 44. Bousquet J, Van Cauwenberge P, Khaltaev N, Aria Workshop Group, World
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Exploring the Interface between Inflammatory and Therapeutic Glucocorticoid Induced Bone and Muscle Loss
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International journal of molecular sciences
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Received: 30 October 2019; Accepted: 14 November 2019; Published: 16 November 2019 Abstract: Due to their potent immunomodulatory anti-inflammatory properties, synthetic glucocorticoids
(GCs) are widely utilized in the treatment of chronic inflammatory disease. In this review, we examine
our current understanding of how chronic inflammation and commonly used therapeutic GCs interact
to regulate bone and muscle metabolism. Whilst both inflammation and therapeutic GCs directly
promote systemic osteoporosis and muscle wasting, the mechanisms whereby they achieve this are
distinct. Importantly, their interactions in vivo are greatly complicated secondary to the directly opposing
actions of GCs on a wide array of pro-inflammatory signalling pathways that underpin catabolic and
anti-anabolic metabolism. Several clinical studies have attempted to address the net effects of therapeutic
glucocorticoids on inflammatory bone loss and muscle wasting using a range of approaches. These have
yielded a wide array of results further complicated by the nature of inflammatory disease, underlying the
disease management and regimen of GC therapy. Here, we report the latest findings related to these
pathway interactions and explore the latest insights from murine models of disease aimed at modelling
these processes and delineating the contribution of pre-receptor steroid metabolism. Understanding these
processes remains paramount in the effective management of patients with chronic inflammatory disease. Keywords: glucocorticoid; muscle wasting; osteoporosis Exploring the Interface between Inflammatory and
Therapeutic Glucocorticoid Induced Bone and
Muscle Loss Justine M. Webster 1,2,†, Chloe G. Fenton 1,3,†, Ramon Langen 4 and Rowan S. Har Justine M. Webster 1,2,†, Chloe G. Fenton 1,3,†, Ramon Langen 4 and Rowan S. Hardy 1,3,5,*
1
Institute of Metabolism and Systems Research, University of Birmingham, Birmingham B15 2TT, UK;
JMW801@student.bham.ac.uk (J.M.W.); CXF637@student.bham.ac.uk (C.G.F.)
2
Centre for Endocrinology, Diabetes and Metabolism, Birmingham Health Partners, Birmingham B15 2TT, UK
3
Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK
4
Department of Respiratory Medicine, NUTRIM School of Nutrition and Translational Research in
Metabolism, Faculty of Health, Medicine and Life Sciences, Maastricht University, 6211 LK Maastricht,
The Netherlands; r.langen@maastrichtuniversity.nl 5
MRC Arthritis Research UK Centre for Musculoskeletal Ageing Research, University of Birmingham,
Birmingham B15 2TT, UK 5
MRC Arthritis Research UK Centre for Musculoskeletal Ageing Research, University of Birmingham,
Birmingham B15 2TT, UK *
Correspondence: r.hardy@bham.ac.uk; Tel.: +44-0121-414-3776 †
These authors contributed equally. Int. J. Mol. Sci. 2019, 20, 5768; doi:10.3390/ijms20225768 International Journal of
Molecular Sciences International Journal of
Molecular Sciences 1. Glucocorticoids and Therapeutic Glucocorticoid Excess Synthetic glucocorticoids (GCs), such as dexamethasone, prednisolone and hydrocortisone, are
widely utilized in the treatment of chronic inflammatory diseases such as chronic obstructive pulmonary
disease (COPD), inflammatory bowel disease (IBD) and rheumatoid arthritis (RA), with approximately
1% of the adult population in the U.K. and U.S. receiving this class of drugs. Their mechanisms of
action are diverse, with GCs suppressing a range of pro-inflammatory pathways including p38-mitogen Int. J. Mol. Sci. 2019, 20, 5768; doi:10.3390/ijms20225768 www.mdpi.com/journal/ijms www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2019, 20, 5768 2 of 22 activated protein kinases (p38-MAPK), nuclear factor kappa-light-chain-enhancer (NF-κB) and activator
protein (AP-1), in addition to inducing pro-resolving factors such as glucocorticoid induced leucine
zipper (GILZ) and annexin-1 [1–3]. These significantly reduce leukocyte infiltration at sites of
inflammation, suppress the production of pro-inflammatory cytokines and chemokines and support
resolution of inflammation and tissue remodelling [4,5]. Despite the potent immune-modulatory
anti-inflammatory actions of therapeutic GCs, their clinical application is limited due to severe systemic
side effects. These occur in up to 70% of patients and can include muscle wasting and GC induced
osteoporosis (GIO) [6–10]. The actions of GCs on bone and muscle metabolism are well established,
but themselves complicated in the backdrop of chronic inflammation by separate inflammatory driven
muscle wasting and bone loss. The inflammatory pathways that mediate bone and muscle loss
in chronic inflammation are in turn suppressed by the anti-inflammatory actions of GCs, further
complicating the prediction of their outcome on the musculoskeletal system. Understanding the
complex interactions between GC and inflammatory regulation of bone and muscle metabolism remains
paramount in the effective management of patients with chronic inflammatory disease. In this review,
we explore how inflammatory drivers and therapeutic GCs interact to regulate bone and muscle
metabolism and consider the role of local steroid metabolism in shaping these processes. 2. Glucocorticoid Signalling and Regulation of Inflammation Lipophilic GCs readily diffuse across cell membranes, signalling through the cytoplasmic GC receptor
(GR) superfamily, encoded by the NR3C1 gene. Classically, GC signalling and GR transactivation occur
through ligand binding of the GRα homodimer. In its unbound state, GRα forms a multi-protein
complex with chaperone proteins such as heat shock proteins (HSPs), HSPp-70, HSP90 and FK506
binding protein 52 that block their nuclear localization signal (NLS) and prevent translocation to the
nucleus from the cytoplasm [11]. Upon GC binding, the GRα undergoes a conformational change,
allowing dissociation of chaperone proteins. Homo-dimerization and exposure of the NLS are required
for nuclear translocation of the ligand bound GR, where it can influence gene expression [12] (Figure 1). This is an oversimplified view of GC signalling, as several studies utilizing the GRdim mouse (possessing
a mutation preventing GR dimerization) reveal that the anti-inflammatory properties of therapeutic GCs
are mediated by both homo-dimeric GRα complexes and monomeric GRα to facilitate transactivation
or transrepression of pro-inflammatory genes [5,13–16]. Whilst the mechanisms that underpin GR
signalling have been reviewed extensively elsewhere, several key pathways are prominent in mediating
the anti-inflammatory actions of GCs [17]. These include the direct GRα homodimer transactivation
of anti-inflammatory genes such as secretory leukocyte protease inhibitor (SLPI), MAKP-1, GILZ and
tristetraprolin (TTP), which suppress the NF-kB and p38-MAPK inflammatory pathways, in addition to
the inhibition of pro-inflammatory transcription factors via their tethering to the GC bound GR [18–21]. In particular, GCs act via the GR to suppress the NF-κB and p38-MAPK inflammatory pathways and AP-1
pro-inflammatory pathways, which regulate the transcription of various genes relating to inflammation
such as tumour necrosis factor-alpha (TNF-α) and interleukin-1 (IL-1β) and -6 [22]. Many of these
inflammatory pathways considered are direct contributors to the process of inflammatory bone and
muscle wasting and are themselves opposed by the actions of therapeutic GCs. This review will now
consider how inflammation and GCs influence bone and muscle metabolism, both in isolation and in
concert with one another. 3 of 22 Int. J. Mol. Sci. 2019, 20, 5768
Int. J. Mol. Sci. 2019, 20 . J. Mol. Sci. 2019, 20, 5768
3 o
Int. J. Mol. Sci. 2019, 20, x FOR PEER REVIEW
3 of 22
Figure 1. Overview of glucocorticoid (GC) signalling pathways. The majority of glucocorticoids (GCs)
in the circulation are bound by corticosteroid-binding globulin (CBG), which prevents diffusion
across the membrane. 2. Glucocorticoid Signalling and Regulation of Inflammation Here, the GR
can either dimerise to transactivate anti-inflammatory genes or signal as a monomer to inhibit pro-
inflammatory transcription factors. Cortisol (CORT), nuclear factor of activated T-cells (NFAT),
CCAAT-enhancer-binding proteins (or C/EBPs), nuclear factor kappa-light-chain-enhancer of
activated B cells (NF-κB), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid
induced leucine zipper (GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP),
mitogen-activated protein kinase-1 (MKP-1), activator protein 1 (AP-1), signal transducer and
activator of transcription 5 (STAT5), and response element (RE). 3. Bone Metabolism
B
b li
i
i h l
l
d
h
h
i
b
b
Figure 1. Overview of glucocorticoid (GC) signalling pathways. The majority of glucocorticoids
(GCs) in the circulation are bound by corticosteroid-binding globulin (CBG), which prevents diffusion
across the membrane. However, free GCs can readily enter the cell, where they bind to the GR in the
cytoplasm. This induces a conformational change in the glucocorticoid receptor (GR), which causes
the dissociation of chaperone molecules, such as heat shock proteins (HSPs), to expose the nuclear
localisation signal (NLS) and allow translocation of the GC/GR complex to the nucleus. Here, the
GR can either dimerise to transactivate anti-inflammatory genes or signal as a monomer to inhibit
pro-inflammatory transcription factors. Cortisol (CORT), nuclear factor of activated T-cells (NFAT),
CCAAT-enhancer-binding proteins (or C/EBPs), nuclear factor kappa-light-chain-enhancer of activated
B cells (NF-κB), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid induced leucine
zipper (GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), mitogen-activated
protein kinase-1 (MKP-1), activator protein 1 (AP-1), signal transducer and activator of transcription 5
(STAT5), and response element (RE). 2. Glucocorticoid Signalling and Regulation of Inflammation However, free GCs can readily enter the cell, where they bind to the GR in the
cytoplasm. This induces a conformational change in the glucocorticoid receptor (GR), which causes
the dissociation of chaperone molecules, such as heat shock proteins (HSPs), to expose the nuclear
localisation signal (NLS) and allow translocation of the GC/GR complex to the nucleus. Here, the GR
can either dimerise to transactivate anti-inflammatory genes or signal as a monomer to inhibit pro-
inflammatory transcription factors. Cortisol (CORT), nuclear factor of activated T-cells (NFAT),
CCAAT-enhancer-binding proteins (or C/EBPs), nuclear factor kappa-light-chain-enhancer of
activated B cells (NF-κB), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid
induced leucine zipper (GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP),
mitogen-activated protein kinase-1 (MKP-1), activator protein 1 (AP-1), signal transducer and
activator of transcription 5 (STAT5), and response element (RE). 3. Bone Metabolism
Bone metabolism is a tightly regulated process that ensures homeostasis between bone
Figure 1. Overview of glucocorticoid (GC) signalling pathways. The majority of glucocorticoids
(GCs) in the circulation are bound by corticosteroid-binding globulin (CBG), which prevents diffusion
across the membrane. However, free GCs can readily enter the cell, where they bind to the GR in the
cytoplasm. This induces a conformational change in the glucocorticoid receptor (GR), which causes
the dissociation of chaperone molecules, such as heat shock proteins (HSPs), to expose the nuclear
localisation signal (NLS) and allow translocation of the GC/GR complex to the nucleus. Here, the
GR can either dimerise to transactivate anti-inflammatory genes or signal as a monomer to inhibit
pro-inflammatory transcription factors. Cortisol (CORT), nuclear factor of activated T-cells (NFAT),
CCAAT-enhancer-binding proteins (or C/EBPs), nuclear factor kappa-light-chain-enhancer of activated
B cells (NF-κB), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid induced leucine
zipper (GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), mitogen-activated
protein kinase-1 (MKP-1), activator protein 1 (AP-1), signal transducer and activator of transcription 5
(STAT5), and response element (RE). Figure 1. Overview of glucocorticoid (GC) signalling pathways. The majority of glucocorticoids (GCs)
in the circulation are bound by corticosteroid-binding globulin (CBG), which prevents diffusion
across the membrane. However, free GCs can readily enter the cell, where they bind to the GR in the
cytoplasm. This induces a conformational change in the glucocorticoid receptor (GR), which causes
the dissociation of chaperone molecules, such as heat shock proteins (HSPs), to expose the nuclear
localisation signal (NLS) and allow translocation of the GC/GR complex to the nucleus. 4. Regulation of Bone Metabolism by Inflammation In diseases such as RA, IBD and COPD, ongoing systemic inflammation results in inflammatory
osteoporosis, with localized destruction of bone at sites of inflammation in diseases such as RA [43–47]. Systemic bone loss is characterized by a general decrease in bone mineral density (BMD) at the femoral
neck, hip and spine in patients, resulting in increased fracture rates [47–50]. It is widely accepted that
this inflammatory bone loss results from an imbalance in the bone remodelling cycle, shifting towards
resorption and away from formation [51]. Studies exploring inflammatory bone loss are complicated by
immobility in patients and the impact of concurrent anti-inflammatory drugs that can influence bone
metabolism. However, significant insights have been derived from in vitro studies and clinical studies. A prominent mechanism associated with a shift toward inflammatory bone loss is the interaction
of the activated immune system with bone resorbing osteoclasts. Here, changes in the inflammatory
cytokine profiles in patients with chronic inflammation result in increased levels of pro-osteoclastogenic
mediators and a decrease in anti-osteoclastogenic mediators. Many of the pro-osteoclastogenic
cytokines upregulated in chronic inflammation, including TNF-α, IL-1, IL-6, IL-8 and IL-17, mediate
their actions via an upregulation of RANKL on fibroblasts and osteoblasts, which in turn promotes
osteoclastic bone resorption [52–55]. In particular, combinations of cytokines including TNF-α, IL-1
and IL-6, act synergistically to increase RANKL in inflammation [56]. Activated Th17 and B cells also
upregulate RANKL expression promoting resorptive bone lesions in patients and in vitro in a RANKL
dependent manner [57–59]. A recent study identified a novel cytokine induced in response to TNF-α
in T cells, known as secreted osteoclastogenic factor of activated T cells (SOFAT), which has the ability
to cause osteoclastogenesis in a RANKL independent manner and may have implications in bone loss
induced by chronic inflammatory disease [60]. Of particular interest, TNF-α also has effects on the bone forming ability of osteoblasts in
inflammation. TNF-α treatment of osteoblasts’ precursors inhibits their differentiation by suppressing
the DNA binding ability of RUNX2, leading to inhibition of alkaline phosphatase expression and matrix
deposition [61]. The pro-apoptotic properties of TNF-α on osteoblasts has also been observed [62]. Similarly, IL-6 treatment of osteoblasts leads to reductions in alkaline phosphatase activity and in the
expression of RUNX2 and osteocalcin, with mineralisation dramatically reduced in a dose dependent
manner [63]. Bone met
resorption and
h
t
i
3. Bone Metabolism 2019, 20, 5768 and an increase in factors that induce osteoblast differentiation (such as WNT, TGFβ and insulin-like
growth factor 1 (IGF-1)) promote the formation of osteoblast pre-cursors from mesenchymal derived
progenitors [33–35]. This process is tightly regulated through the master transcriptional regulator
runt-related transcription factor 2 (RUNX2), mediating the expression of osteoblast specific genes
such as osteocalcin, osteopontin and bone sialoprotein [36,37]. As osteoblasts continue to mature,
RANKL levels (which maintain osteoclasts) decrease, whilst osteoprotegerin (OPG) (the dummy
receptor for RANKL that suppresses RANK signalling) increases. Together with increasing TGFβ
signalling, the decrease in RANK/RANKL signalling leads to reduced osteoclast differentiation, activity
and survival [38]. The transition toward the reversal phase is characterised by an increase in mature
osteoblasts at the vacated osteoclast lacunae site of bone resorption. One key cell type that appears to
facilitate this transition appears to be a unique cell population known as reversal cells, which cover
the eroded bone surface. Here, one study has revealed that the disruption of these cells results in a
loss of the initiation of bone resorption, highlighting their importance in this process [39]. Mature
osteoblasts then secrete factors required for osteoid formation including organic matrix rich in type 1
collagen, osteocalcin and bone sialoprotein (BSP) [40]. This is then mineralized via the deposition of
hydroxyapatite crystals, created by the flux of calcium and phosphate ions within vesicles that are
deposited as a mineralized nodule, in a process that has been shown to require the enzyme alkaline
phosphatase to release phosphate ions [41,42]. Ultimately, bone formation ceases as osteoblasts undergo
apoptosis or are incorporated into the osteocyte network. Bone met
resorption and
h
t
i
3. Bone Metabolism homeostasis, as well as allowing constant healthy remodelling to compensate for external loading
stress and damage and requires the close interaction between osteocytes, bone lining cells, bone
forming osteoblasts and bone resorbing osteoclasts [23]. Here, in quiescent bone, osteocytes produce
factors such as transforming growth factor-β (TGF-β), sclerostin and dickkopf WNT signaling
pathway inhibitor 1 (DKK-1), which inhibits osteoclast and osteoblast maturation and differentiation
[24]. Signals such as bone matrix damage or immobilization result in osteocyte apoptosis, leading to
a removal of the inhibitory signals and increases in factors that promote osteoclastogenesis, such as
macrophage colony stimulating factor (M-CSF) and receptor activator of nuclear factor kappa-β
ligand (RANKL) [25–27]. Together, these promote osteoclast differentiation from hematopoietic
precursors and increase receptor activator of nuclear factor kappa-β (RANK) pathway activation,
driving multinuclear polykaryon formation and the formation of mature osteoclasts that express
osteoclast specific genes including tartrate-resistant acid phosphatase (TRAP) and cathepsin K [28–
Bone metabolism is a tightly regulated process that ensures homeostasis between bone resorption
and bone formation. This process maintains a balance in calcium and phosphate mineral homeostasis,
as well as allowing constant healthy remodelling to compensate for external loading stress and damage
and requires the close interaction between osteocytes, bone lining cells, bone forming osteoblasts
and bone resorbing osteoclasts [23]. Here, in quiescent bone, osteocytes produce factors such as
transforming growth factor-β (TGF-β), sclerostin and dickkopf WNT signaling pathway inhibitor 1
(DKK-1), which inhibits osteoclast and osteoblast maturation and differentiation [24]. Signals such
as bone matrix damage or immobilization result in osteocyte apoptosis, leading to a removal of the
inhibitory signals and increases in factors that promote osteoclastogenesis, such as macrophage colony
stimulating factor (M-CSF) and receptor activator of nuclear factor kappa-β ligand (RANKL) [25–27]. Together, these promote osteoclast differentiation from hematopoietic precursors and increase receptor
activator of nuclear factor kappa-β (RANK) pathway activation, driving multinuclear polykaryon
formation and the formation of mature osteoclasts that express osteoclast specific genes including
tartrate-resistant acid phosphatase (TRAP) and cathepsin K [28–30]. Mature osteoclasts form tight
integrin junctions on mineralized bone matrix, forming an acidified resorption compartment that
facilitates the degradation of the inorganic hydroxyapatite component of the bone [31,32]. The organic
component of bone can then be degraded by lysosomal enzymes, such as cathepsin K. In parallel to this
process, a reduction in factors that suppress osteoblast differentiation (such as sclerostin and DKK-1) 4 of 22 Int. J. Mol. Sci. 5. Effects of Glucocorticoids on Bone Metabolism Whilst GCs are widely used in the treatment of chronic inflammation, they are themselves
associated with an increased risk of fractures and osteoporosis at therapeutic doses resulting in GIO. GIO is the most common form of secondary osteoporosis with risk of fracture increasing dramatically
within three to six months of starting GC therapy [65]. Interestingly, these changes are reversed
rapidly upon cessation of GCs, indicating a rapid and acute nature of action at the cellular level. The mechanism that underpins this appears to be primarily mediated by a substantial inhibition of
osteoblastic bone formation [66]. Under physiological conditions, GCs promote osteoblast maturation. However, at higher therapeutic doses, GCs downregulate WNT agonists and upregulate WNT
inhibitors, which induce apoptosis and suppress osteoblast differentiating [67–69]. In one clinical
study examining children receiving exogenous glucocorticoids, serum levels of the WNT signalling
inhibitor DKK-1 were shown to be significantly elevated, suggesting it may play a key role in reduced
bone formation in GIO [70]. In studies using transgenic mice with osteoblast targeted disruption of
glucocorticoid signalling, GC signalling via the GR was shown to mediate reduced bone formation
through the suppression of osteoblast differentiation via the WNT pathway and through inducing
osteoblast apoptosis, with animals with GR signaling disruption being protected from GC induced
bone loss [67,71]. The impact of GCs on osteoclasts is less clear. Studies have reported that GC treatment results in a
decrease in osteoclast number, but an increase in osteoclast longevity, potentially mediated via a GC
induced increase in M-CSF production [66,72,73]. In addition, studies have shown conflicting results
on the expression of osteoclastic genes in response to GCs. One study showed that dexamethasone
treatment of murine calvarial bones resulted in increased mRNA levels of Rank and Rankl, leading to
increased markers of osteoclast activation [74]. Other studies showed that OPG levels are suppressed
or reported no change at all in RANKL and OPG levels [72,75,76]. Some insight comes from one
study in children receiving exogenous GCs, where serum levels of RANKL were elevated and OPG
suppressed [77]. In these patients, spontaneous osteoclastogenesis in vitro was apparent in monocytic
cell precursors. Certainly, one study utilizing a murine model of therapeutic GC delivery revealed that
the targeting of osteoclasts using bisphosphonates was an effective strategy to prevent both cortical
and trabecular bone loss [78]. 5. Effects of Glucocorticoids on Bone Metabolism There is some evidence to indicate that the responsiveness of osteoclasts
to GCs is highly dependent on the stage of cell differentiation, but these findings require further
investigation [79]. The variation in GC dose, the method of administration and the models employed
may explain the variation in the results reported to date, whilst their interactions with inflammatory
mediators in patients with chronic inflammation should also be taken into account when investigating
their bone related effects. 4. Regulation of Bone Metabolism by Inflammation The prominent role of the inflammatory activation of osteoclastogenesis was derived
from murine models using the TNF-tg mouse of chronic polyarthritis and inflammatory bone loss. 5 of 22 Int. J. Mol. Sci. 2019, 20, 5768 Here, blockade of both the TNF-α and the RANKL/RANK signalling pathways using anti-TNF therapy
in combination with anti-osteoclastic (OPG) was able to prevent inflammatory bone erosions [64]. Bone repair was then augmented through the addition of the pro-osteoblastic hormone parathyroid
hormone (PTH). These results highlight the importance of bot inflammatory activation of osteoclasts
and suppression of osteoblasts in mediating systemic and localized bone loss in chronic inflammation. Consequently, these results indicate that repair of bone erosions requires a therapy that simultaneously
controls inflammation while also impacting both osteoclastic bone resorption and osteoblastic bone
formation to shift the balance in bone homeostasis and promote normal repair and recovery of bone. 6. Glucocorticoids, Inflammation and Bone Homeostasis Mol. Sci. 2019, 20, x FOR PEER REVIEW
6 of 22
appears to be prominent in mediating their bone sparing effects in chronic inflammatory joint
destruction, through the direct suppression of osteoclastogenesis and osteoclast activation [80]
(Figure 2). In contrast, their potent suppression of anabolic bone formation by osteoblasts may
synergize with the deleterious actions of inflammation on osteoblasts. Consequently, the net balance
of GCs on bone metabolism in the context of chronic inflammation is less clear. Several clinical studies
shed light on the balance between beneficial and detrimental actions of GCs on bone metabolism in
chronic inflammation. These include a study reporting no differences in BMD loss in RA patients
receiving therapeutic GCs in combination with traditional disease modifying anti-rheumatic drugs
(DMARDS), relative to a matched control cohort [81]. Of particular interest were studies exploring
whether GCs at lower therapeutic doses might promote positive anti-inflammatory actions without
eliciting detrimental bone loss. These studies reported that low dose GC therapy in RA did not
increase the risk of generalized osteoporosis at the spine and hip [82,83]. Another study found that
patients receiving GCs in combination with anti-TNF therapy had a 2.5% increase in BMD at the
femoral neck compared to a 0.7% decrease in BMD in those using anti-TNF alone, suggesting that
GCs may increase bone metabolism in this context [84]. In contrast, two further studies found that
GCs’ use was associated with decreased BMD in RA patients [43,85]. Similarly, in juvenile chronic
arthritis (JCA), two studies found that GC treated patients had significantly less trabecular bone and
higher risk of vertebral collapse than a matched control cohort [86,87]. These studies found strong
links with the dose of steroid applied, but were further complicated by the application of GCs in the
developing skeleton of younger patients, who may be more vulnerable to the anti-anabolic actions of
GCs than adults. The conflicting nature of these results may stem from a variety of issues, including
differences in disease pathophysiology, disease activity, duration and variations in the delivery and
dose of GC therapy. In addition, concomitant use of alternative therapies such as anti-TNF treatments
causes further complications, making it difficult to dissect the contribution of GCs to changes in bone
metabolism in chronic inflammatory disease. Figure 2. Schematic representation of the effects of inflammation and glucocorticoids (GCs) on bone
remodelling. 6. Glucocorticoids, Inflammation and Bone Homeostasis Glucocorticoids directly oppose a wide array of the pathways that drive inflammatory bone loss. Amongst these, their suppression of pro-inflammatory factors such as RANKL, TNF-α and IL-6 appears
to be prominent in mediating their bone sparing effects in chronic inflammatory joint destruction,
through the direct suppression of osteoclastogenesis and osteoclast activation [80] (Figure 2). In contrast,
their potent suppression of anabolic bone formation by osteoblasts may synergize with the deleterious Int. J. Mol. Sci. 2019, 20, 5768 6 of 22 actions of inflammation on osteoblasts. Consequently, the net balance of GCs on bone metabolism
in the context of chronic inflammation is less clear. Several clinical studies shed light on the balance
between beneficial and detrimental actions of GCs on bone metabolism in chronic inflammation. These
include a study reporting no differences in BMD loss in RA patients receiving therapeutic GCs in
combination with traditional disease modifying anti-rheumatic drugs (DMARDS), relative to a matched
control cohort [81]. Of particular interest were studies exploring whether GCs at lower therapeutic
doses might promote positive anti-inflammatory actions without eliciting detrimental bone loss. These
studies reported that low dose GC therapy in RA did not increase the risk of generalized osteoporosis
at the spine and hip [82,83]. Another study found that patients receiving GCs in combination with
anti-TNF therapy had a 2.5% increase in BMD at the femoral neck compared to a 0.7% decrease
in BMD in those using anti-TNF alone, suggesting that GCs may increase bone metabolism in this
context [84]. In contrast, two further studies found that GCs’ use was associated with decreased BMD
in RA patients [43,85]. Similarly, in juvenile chronic arthritis (JCA), two studies found that GC treated
patients had significantly less trabecular bone and higher risk of vertebral collapse than a matched
control cohort [86,87]. These studies found strong links with the dose of steroid applied, but were
further complicated by the application of GCs in the developing skeleton of younger patients, who
may be more vulnerable to the anti-anabolic actions of GCs than adults. The conflicting nature of these
results may stem from a variety of issues, including differences in disease pathophysiology, disease
activity, duration and variations in the delivery and dose of GC therapy. In addition, concomitant use
of alternative therapies such as anti-TNF treatments causes further complications, making it difficult to
dissect the contribution of GCs to changes in bone metabolism in chronic inflammatory disease. Int. J. 6. Glucocorticoids, Inflammation and Bone Homeostasis During inflammation, elevated levels of pro-inflammatory cytokines, such as TNF-α and
IL-6, inhibit the differentiation of bone forming osteoblasts from their precursors. These cytokines,
along with other pro-inflammatory mediators including IL-1, IL-17 and IL-8, also upregulate the
expression of receptor activator of nuclear factor kappa-Β ligand (RANKL), which binds to receptor
activator of nuclear factor kappa-Β (RANK) on pre-osteoclasts and triggers their differentiation into
mature bone resorbing osteoclasts. Overall, bone formation is decreased while bone resorption is
increased, leading to a net loss of bone. Although GCs suppress inflammation via suppression of
Figure 2. Schematic representation of the effects of inflammation and glucocorticoids (GCs) on bone
remodelling. During inflammation, elevated levels of pro-inflammatory cytokines, such as TNF-α and
IL-6, inhibit the differentiation of bone forming osteoblasts from their precursors. These cytokines, along
with other pro-inflammatory mediators including IL-1, IL-17 and IL-8, also upregulate the expression
of receptor activator of nuclear factor kappa-B ligand (RANKL), which binds to receptor activator of
nuclear factor kappa-B (RANK) on pre-osteoclasts and triggers their differentiation into mature bone
resorbing osteoclasts. Overall, bone formation is decreased while bone resorption is increased, leading
to a net loss of bone. Although GCs suppress inflammation via suppression of pro-inflammatory factors
and induction of anti-inflammatory mediators, they can also independently drive bone loss by inhibiting
differentiation and inducing apoptosis of osteoblasts whilst increasing osteoclast differentiation by
stimulating expression of RANKL and decreasing its decoy receptor osteoprotegerin (OPG). Osteoblasts
(OBs), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid-induced leucine zipper
(GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), mitogen-activated protein
kinase-1 (MKP-1), activator protein 1 (AP-1), OC (osteoclast), canonical WNT signalling (WNT), and
nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB). Figure 2. Schematic representation of the effects of inflammation and glucocorticoids (GCs) on bone
remodelling. During inflammation, elevated levels of pro-inflammatory cytokines, such as TNF-α and
IL-6, inhibit the differentiation of bone forming osteoblasts from their precursors. These cytokines,
along with other pro-inflammatory mediators including IL-1, IL-17 and IL-8, also upregulate the
expression of receptor activator of nuclear factor kappa-Β ligand (RANKL), which binds to receptor
activator of nuclear factor kappa-Β (RANK) on pre-osteoclasts and triggers their differentiation into
mature bone resorbing osteoclasts. Overall, bone formation is decreased while bone resorption is
increased, leading to a net loss of bone. Although GCs suppress inflammation via suppression of
Figure 2. Schematic representation of the effects of inflammation and glucocorticoids (GCs) on bone
remodelling. 7. Muscle Mass Related Metabolism Similar to bone, muscle metabolism is tightly regulated to ensure a balance between anabolic and
catabolic processes governing muscle mass. Its regulation is critical not only to facilitate mechanical
locomotion, but also as a key site for whole body energy metabolism and homeostasis [88]. Several
critical anabolic and catabolic signalling pathways determine muscle protein synthesis, muscle
proteolysis and myogenesis as cellular processes in control of muscle mass. IGF-1 has been identified as a critical factor mediating the regulation of anabolic and catabolic
muscle homeostasis in adult myofibers. Produced primarily in the liver, its binding to the IGF-1
receptor (IGF1R) in skeletal muscle allows recruitment of the insulin receptor substrate 1 (IRS-1) and
activation of phosphatidylinositol-3-kinase (PI3K) and phosphorylation of protein kinase B (nnown
as AKT), [89,90]. Together, these result in the activation of the mammalian target of rapamycin
(mTOR) signalling pathway, which results in suppression of proteolysis and activation of muscle
protein synthesis. mTOR activation suppresses proteolytic, forkhead box class O family member
proteins (FOXOs) and glycogen synthase kinase-3 beta (GSK-3β) pathways [91,92]. The activation of
mTOR signalling promotes muscle protein synthesis through the downstream phosphorylation and
inactivation of eIF4E-binding protein 1 (4E-BP1) and activation of the ribosomal protein S6 kinase
beta-1 (p70S6K) [93–95]. When active, 4E-BP1 operates by suppressing the eukaryotic translation
initiation factors (elF), which are a central rate limiting step in the regulation of protein synthesis in
muscle. Here, eIF4F (a complex of initiation factors, eIF4e, eIF4G and eIF4A), promotes the translation
of mRNA coding for muscle proteins by facilitating the cap dependent binding of messenger RNA
to the 40S ribosomal subunit [96]. The repressor protein 4E-BP1 is a powerful negative regulator
of eIF4F mediated protein translation, whilst its phosphorylation causes its dissociation from eIF4E
and enables mRNA translation of anabolic muscle proteins. A second key stage in the regulation of
anabolic protein metabolism in muscle occurs through the regulation of phosphorylated p70S6K by
mTOR, which facilitates ribosomal biogenesis and translation capacity required for muscle protein
anabolism [97]. An additional modulator of skeletal muscle mass downstream of the IGF-1/AKT
pathway is GSK-3β. This protein kinase is a negative regulator of the translation initiation factor eIF2B
and is phosphorylated and inactivated by AKT, allowing initiation of mRNA translation [98–100]. Together, the activation of these pathways by IGF-1 or insulin promote protein synthesis in muscle,
favouring increased muscle mass. 6. Glucocorticoids, Inflammation and Bone Homeostasis During inflammation, elevated levels of pro-inflammatory cytokines, such as TNF-α and
IL-6, inhibit the differentiation of bone forming osteoblasts from their precursors. These cytokines, along
with other pro-inflammatory mediators including IL-1, IL-17 and IL-8, also upregulate the expression
of receptor activator of nuclear factor kappa-B ligand (RANKL), which binds to receptor activator of
nuclear factor kappa-B (RANK) on pre-osteoclasts and triggers their differentiation into mature bone
resorbing osteoclasts. Overall, bone formation is decreased while bone resorption is increased, leading
to a net loss of bone. Although GCs suppress inflammation via suppression of pro-inflammatory factors
and induction of anti-inflammatory mediators, they can also independently drive bone loss by inhibiting
differentiation and inducing apoptosis of osteoblasts whilst increasing osteoclast differentiation by
stimulating expression of RANKL and decreasing its decoy receptor osteoprotegerin (OPG). Osteoblasts
(OBs), p38 mitogen-activated protein kinases (p-38-MAPK), glucocorticoid-induced leucine zipper
(GILZ), secretory leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), mitogen-activated protein
kinase-1 (MKP-1), activator protein 1 (AP-1), OC (osteoclast), canonical WNT signalling (WNT), and
nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB). Int. J. Mol. Sci. 2019, 20, 5768 7 of 22 7. Muscle Mass Related Metabolism The regulation of muscle catabolism shares many of these pathways and involves their inverse
activation state. Proteolysis of skeletal muscle proteins through their targeted degradation by the
ubiquitin-proteasome system (UPS) and autophagy pathways is under stringent control of the PI3K/AKT
and mTOR signalling pathways [101]. Here, a reduction in anabolic factors such as IGF-1 or an increase
in negative regulators such as myostatin, TGFβ or FGF results in a decrease of the PI3K/AKT and
mTOR signalling. As AKT and mTOR kinase activity is responsible for inhibitory phosphorylation
of the FOXOs, including FOXO1, FOXO3 and FOXO4 [102,103], the lack thereof allows their nuclear
translocation. FOXO transcription factors bind to promoter and enhancer regions of target genes such as
the E3 ligases, Atrogin-1 and muscle RING-Finger protein-1 (MURF-1) and the autophagy-related genes
LC3 and Bnip3 [104–107]. In addition to FOXO, increased GSK-3β secondary to reduced IGF-1/AKT
signalling has also been implicated in upregulating Atrogin-1 and MURF-1 [108]. The E3 ligases are the largest family of ubiquitination factors targeting muscle proteins for
degradation by the UPS [109,110] and can be highly upregulated in catabolic conditions. These include
the muscle specific F-box protein Atrogin-1 encoded by the FBXO32 gene and MURF-1 encoded by
the TRIM63 gene [111,112]. Their expression is elevated in a plethora of skeletal muscle atrophy
models, including immobilisation, denervation, cancer, starvation and diabetes [111–113]. Atrogin-1
has been shown to ubiquitinate desmin and vimentin, muscle proteins essential to sarcomere Z-disk
architecture [114]. In addition, Atrogin-1 stimulates the degradation of transcription factor EIF3F, Int. J. Mol. Sci. 2019, 20, 5768 8 of 22 leading to impaired muscle protein synthesis [115]. This E3 ligase has also been shown to play a
pivotal role in repressing myogenesis through the ubiquitination of myoblast determination protein 1
(MYOD) [116]. MURF-1 encodes a protein containing a RING finger domain, which is responsible for its
ubiquitin-ligase activity [112,117]. MURF-1 ubiquitinates and catalyses the degradation of contractile
proteins and thick filaments, such as myosin and troponin I, with the sparing of thin filaments such
as actin [118,119]. Besides a role in the UPS, increased FOXO activation also upregulates protein
degradation and clearance through the autophagy pathways [106]. In muscle, this appears to be
mediated through the direct upregulation of autophagy genes such as LC3, BNIP3 and ATG through
the FOXO pathway during muscular atrophy [120–122]. Postnatal myogenesis is an anabolic process important to the maintenance of muscle mass and
integrity. 7. Muscle Mass Related Metabolism Insulin-like growth factor 1 (IGF-1) has been shown to be a positive driver of myogenesis,
whilst fibroblast growth factor (FGF), transforming growth factor β (TGF- β) and myostatin are
potent inhibitors [123–126]. In addition, various secreted WNT signalling factors positively influence
myogenesis. These are regulated by an array of stimuli, including exercise, nerve innervation and
dietary protein intake, and are mediated through various gene regulatory networks including the
T-box family, tbx6, ripply1 and mesp-ba in mesenchymal stem cell populations [127–129]. Ultimately,
this drives the expression of myogenic regulatory factors (MRFs) such as myogenic differentiation
1 (MYOD), myogenic factor 5 (MYF5) and myogenin (MYOG), this process being in mesenchymal
derived muscle progenitor cells called satellite cells [130–133]. Although some redundancy exists
in their cellular function, MYF5 is mostly implicated in mediating the proliferation of satellite cells
and MYOD in their differentiation into myoblasts, whilst downstream factors, including myogenin,
initiate further differentiation of mature myocytes followed by the fusion and formation of mature
myotubes [130–132] or mostly relevant for adult muscle, fusion with myofibers. y
y
y
Below, we will describe how inflammation and glucocorticoids impact these regulatory processes
of muscle mass metabolism, driving a shift towards anti-anabolic and catabolic protein metabolism,
resulting in muscle wasting. 9. Effects of Glucocorticoids on Muscle Metabolism Extended exposure to therapeutic GCs results in the rapid onset of a GC induced muscle atrophy,
characterised by a decrease in myogenesis and protein synthesis and an increase in proteolysis and
atrophy of muscle fibres [9,154–157]. This leads to a significant decrease in muscle fibre size, with
a greater degree of wasting apparent in fast-twitch or type II muscle fibres [158]. The shift towards
greater catabolic loss of protein and decreased anabolic synthesis in muscle is elicited by GCs through
a number of pathways, including a decrease in IGF-1 signalling and an increase in negative regulators
of the mTOR pathways such as myostatin and the protein regulated in development and DNA
damage response 1 (REDD1) [157,159]. Similarly, as with inflammatory pathway activation, GCs
also activate the UPS and autophagy secondary to upregulation of the FOXO1 pathway [80,154,160]. In particular, the marked increase in degradation of contractile skeletal muscle proteins through the
UPS system is believed to be central in GC induced muscle wasting in vivo. This is supported by
several studies demonstrating the downregulation of the PI3K/AKT/mTOR signalling pathways and
the upregulation of the E3 ligases Atrogin-1 and MURF-1 in response to GCs [112]. Several studies have
also demonstrated a significant increase in 4E-BP1 and suppression of p70S6K in GC induced muscle
atrophy, demonstrating a role for reduced protein synthesis and regeneration [157,159]. Of interest, the
restoration of IGF-1 signalling can rescue GC induced myopathy in mice, demonstrating a crucial role
for this growth factor in the process of GC-induced myopathy [9,154–156]. Glucocorticoid mediated
muscle wasting has also been shown to be rescued through the in vivo deletion of myostatin, indicating
that the negative regulation of the IGF-1 pathway may also be a crucial step in this process [161–163]. 8. Effects of Inflammation of Muscle Metabolism Inflammation is a well established driver of muscle wasting in preclinical models and strongly relates
to poor prognostic outcome and increased morbidity and mortality in patients with chronic inflammatory
diseases [134]. Pro-inflammatory cytokines such as TNFβα, IL-1β and IL-6, which are elevated in
chronic inflammation, are themselves reported to drive proteolysis and autophagy and suppress
myogenesis and protein synthesis in muscle [135–138]. Of these, TNF-α, at the apex of the inflammatory
cytokine cascade in many chronic inflammatory diseases, is critical in regulating inflammatory muscle
wasting. Here, its activation of the NF-kB and p-38 MAPK pathways directly induces muscle wasting
through the increased expression of the E3 ligases, atrogin-1 and MURF-1 and activation of the UPS
system [139–143]. In models of chronic inflammation, TNF-α also downregulates circulating levels of
IGF-1 and the downstream PI3K/AKT/mTOR signalling pathways, whilst upregulating the catabolic
FOXO pathway to suppress protein synthesis and myogenesis in muscle [141,142,144,145]. Another
factor implicated in inflammatory muscle wasting is myostatin. This is also reported to be increased in
chronic inflammation, where it positively correlates with markers of disease severity. Elevated myostatin
downregulates PI3K/AKT/mTOR signalling, promoting muscle atrophy [146,147]. Of interest, several
studies have reported elevated endogenous GC levels as being central mediators of inflammatory muscle
wasting. Here, the inflammatory activation of the hypothalamic/pituitary/adrenal (HPA) axis in response
results in an elevation of circulating cortisol to mediate muscle wasting [148–151]. Of note, the blockade of
endogenous GC production or muscle GR signalling could reverse muscle wasting in some experimental Int. J. Mol. Sci. 2019, 20, 5768 9 of 22 models [152,153]. This indicates that in addition to a direct impact of inflammation on intra-cellular
muscle mass regulatory processes, activation of the HPA axis as an evolutionarily conserved response
to suppress systemic inflammation can result in GC driven muscle wasting as an indirect effect of
inflammation on skeletal muscle. 10. Interaction between Inflammation and Glucocorticoids in Muscle As with bone, many of the central inflammatory pathways that induce muscle wasting, including
the NF-kB and p38-MAPK pathways, are themselves suppressed by GC signalling, suggesting that
therapeutic application may protect against the process of inflammatory muscle wasting. However,
other elements of inflammatory muscle wasting such as the suppression of IGF-1 and induction of
myostatin and FOXO1 pathway activation are common components in both inflammatory and GC
induced muscle wasting (Figure 3). Understanding how these interact in vivo remains paramount in our
understanding of how therapeutic GCs should be applied in the setting of chronic inflammatory disease. Some insights arise from clinical studies exploring these processes in patients with inflammatory
disease receiving GCs. Of note, in inflammatory myopathies arising directly from muscle inflammation,
such as with polymyositis and dermatomyositis, GCs are effective in controlling inflammation and
protecting against inflammatory muscle wasting and associated weakness [164]. Similarly, therapeutic
GCs are effective in preventing muscle wasting in patients with Duchenne muscular dystrophy (DMD),
where progressive muscle necrosis mediates loss of muscle [165–169]. However, in other inflammatory
diseases, where muscle wasting occurs secondarily to inflammation at a non-muscle site, the application
of therapeutic GCs is strongly associated with rapid loss of muscle mass [170,171]. These findings
may suggest that GCs can oppose the process of inflammatory muscle wasting when the active
inflammation is confined to the muscle, but promote muscle wasting when used to manage other
systemic chronic inflammatory diseases such as RA. As with GC induced osteoporosis in patients
with chronic inflammatory disease, the interpretation of these findings in relation to muscle wasting is
complicated by disease severity and duration and by concurrent DMARD therapies. 10 of 22
f 22 Int. J. Mol. Sci. 2019, 20, 5768
Int. J. Mol. Sci. 2019, 20, x F Figure 3. Schematic representation of signalling pathways involved in both inflammatory driven and
GC induced muscle wasting and their interactions. Inflammatory cytokines such as TNF-α and IL-1
inhibit mammalian target of rapamycin (mTOR) signalling, dampening muscle protein synthesis,
whilst simultaneously inducing transcription of E3 ligases, leading to muscle proteolysis. Glucocorticoids (GCs) inhibit inflammatory signalling, including nuclear factor kappa-light-chain-
enhancer of activated B cells (NF-κB) signalling, and therefore decrease inflammatory driven muscle
wasting. Despite this, GCs also drive muscle wasting through several pathways themselves, including
suppression of the IGF-1/AKT/mTOR signalling cascade, leading to decreased protein synthesis and
increased FOXO1 transcription. 10. Interaction between Inflammation and Glucocorticoids in Muscle GR activation and dimerization induce the transcription of myostatin
(MSTN), FOXO1 and other E3 ligases, leading to increased proteolysis and diminished protein
synthesis. Forkhead box protein O1 (FOXO1), mammalian target of rapamycin (mTOR), insulin like
growth factor (IGF-1), (p-38-MAPK), glucocorticoid induced leucine zipper (GILZ), secretory
leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), nuclear factor kappa-light-chain-enhancer
of activated B cells (NF-κB), glucocorticoid receptor (GR), myostatin (MSTN), and IGF-1 receptor
(IGF-1 R). Figure 3. Schematic representation of signalling pathways involved in both inflammatory driven and
GC induced muscle wasting and their interactions. Inflammatory cytokines such as TNF-α and IL-1
inhibit mammalian target of rapamycin (mTOR) signalling, dampening muscle protein synthesis, whilst
simultaneously inducing transcription of E3 ligases, leading to muscle proteolysis. Glucocorticoids
(GCs) inhibit inflammatory signalling, including nuclear factor kappa-light-chain-enhancer of activated
B cells (NF-κB) signalling, and therefore decrease inflammatory driven muscle wasting. Despite this,
GCs also drive muscle wasting through several pathways themselves, including suppression of the
IGF-1/AKT/mTOR signalling cascade, leading to decreased protein synthesis and increased FOXO1
transcription. GR activation and dimerization induce the transcription of myostatin (MSTN), FOXO1
and other E3 ligases, leading to increased proteolysis and diminished protein synthesis. Forkhead
box protein O1 (FOXO1), mammalian target of rapamycin (mTOR), insulin like growth factor (IGF-1),
(p-38-MAPK), glucocorticoid induced leucine zipper (GILZ), secretory leukocyte protease inhibitor
(SLPI), tristetraprolin (TTP), nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB),
glucocorticoid receptor (GR), myostatin (MSTN), and IGF-1 receptor (IGF-1 R). Figure 3. Schematic representation of signalling pathways involved in both inflammatory driven and
GC induced muscle wasting and their interactions. Inflammatory cytokines such as TNF-α and IL-1
inhibit mammalian target of rapamycin (mTOR) signalling, dampening muscle protein synthesis,
whilst simultaneously inducing transcription of E3 ligases, leading to muscle proteolysis. Glucocorticoids (GCs) inhibit inflammatory signalling, including nuclear factor kappa-light-chain-
enhancer of activated B cells (NF-κB) signalling, and therefore decrease inflammatory driven muscle
wasting. Despite this, GCs also drive muscle wasting through several pathways themselves, including
suppression of the IGF-1/AKT/mTOR signalling cascade, leading to decreased protein synthesis and
increased FOXO1 transcription. GR activation and dimerization induce the transcription of myostatin
(MSTN), FOXO1 and other E3 ligases, leading to increased proteolysis and diminished protein
synthesis. 11 Insights from Murine Models of Chronic Inflammation Receiving Therapeutic
Insights from Murine Models of Chronic Inflammation Receiving Therapeutic Glucocorticoids g
g
p
Glucocorticoids
Additional insight has come from murine models of polyarthritis receiving therapeutic GCs. These are able to circumvent issues related to differences in disease activity between patients and
complications arising from the various alternative anti-inflammatory drugs used to manage disease
in patients. In one such study, we examined the role of the GC corticosterone, delivered as a
monotherapy in the TNF-tg murine model of polyarthritis, on net bone and muscle metabolism [80]. This revealed that therapeutic doses of GCs, whilst effective at suppressing disease activity, also
potently suppressed inflammatory osteoporosis and juxta articular bone loss. This confirmed that
their capacity to suppress inflammatory pathways that mediate inflammatory bone loss outweighed
their deleterious effects on bone metabolism. These bone sparing effects of GCs were mediated
through the suppression of pro-inflammatory osteoclasts’ activation, both systemically and at sites
of inflammation. However, whilst these treatments protected from inflammatory bone loss, we still
observed a suppression of anabolic bone formation in all mice receiving GCs, suggesting that long
term administration may still ultimately result in GIO. Additional insight has come from murine models of polyarthritis receiving therapeutic GCs. These are able to circumvent issues related to differences in disease activity between patients and
complications arising from the various alternative anti-inflammatory drugs used to manage disease in
patients. In one such study, we examined the role of the GC corticosterone, delivered as a monotherapy
in the TNF-tg murine model of polyarthritis, on net bone and muscle metabolism [80]. This revealed
that therapeutic doses of GCs, whilst effective at suppressing disease activity, also potently suppressed
inflammatory osteoporosis and juxta articular bone loss. This confirmed that their capacity to suppress
inflammatory pathways that mediate inflammatory bone loss outweighed their deleterious effects
on bone metabolism. These bone sparing effects of GCs were mediated through the suppression of
pro-inflammatory osteoclasts’ activation, both systemically and at sites of inflammation. However,
whilst these treatments protected from inflammatory bone loss, we still observed a suppression of
anabolic bone formation in all mice receiving GCs, suggesting that long term administration may still
ultimately result in GIO. Unlike bone, therapeutic GCs markedly exacerbated muscle wasting in mice with chronic
inflammation. This was characterized by a marked activation of the catabolic FOXO1 and UPS
Unlikebone, therapeuticGCsmarkedlyexacerbatedmusclewastinginmicewithchronicinflammation. This was characterized by a marked activation of the catabolic FOXO1 and UPS pathways [80]. 10. Interaction between Inflammation and Glucocorticoids in Muscle Forkhead box protein O1 (FOXO1), mammalian target of rapamycin (mTOR), insulin like
growth factor (IGF-1), (p-38-MAPK), glucocorticoid induced leucine zipper (GILZ), secretory
leukocyte protease inhibitor (SLPI), tristetraprolin (TTP), nuclear factor kappa-light-chain-enhancer
of activated B cells (NF-κB), glucocorticoid receptor (GR), myostatin (MSTN), and IGF-1 receptor
(IGF-1 R). Figure 3. Schematic representation of signalling pathways involved in both inflammatory driven and
GC induced muscle wasting and their interactions. Inflammatory cytokines such as TNF-α and IL-1
inhibit mammalian target of rapamycin (mTOR) signalling, dampening muscle protein synthesis, whilst
simultaneously inducing transcription of E3 ligases, leading to muscle proteolysis. Glucocorticoids
(GCs) inhibit inflammatory signalling, including nuclear factor kappa-light-chain-enhancer of activated
B cells (NF-κB) signalling, and therefore decrease inflammatory driven muscle wasting. Despite this,
GCs also drive muscle wasting through several pathways themselves, including suppression of the
IGF-1/AKT/mTOR signalling cascade, leading to decreased protein synthesis and increased FOXO1
transcription. GR activation and dimerization induce the transcription of myostatin (MSTN), FOXO1
and other E3 ligases, leading to increased proteolysis and diminished protein synthesis. Forkhead
box protein O1 (FOXO1), mammalian target of rapamycin (mTOR), insulin like growth factor (IGF-1),
(p-38-MAPK), glucocorticoid induced leucine zipper (GILZ), secretory leukocyte protease inhibitor
(SLPI), tristetraprolin (TTP), nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB),
glucocorticoid receptor (GR), myostatin (MSTN), and IGF-1 receptor (IGF-1 R). 11 Insights from Murine Models of Chronic Inflammation Receiving Therapeutic
Insights from Murine Models of Chronic Inflammation Receiving Therapeutic Glucocorticoids Similar
findings had been reported in rats, where dexamethasone exacerbated inflammatory muscle wasting in
models of sepsis [172]. These data indicate that the beneficial effects of inflammatory suppression by GCs
in muscle were not sufficient to outweigh their deleterious actions on muscle metabolism. Whilst further Int. J. Mol. Sci. 2019, 20, 5768 11 of 22 11 of 22 work is required to better elucidate the actions of therapeutic GCs in the context of chronic inflammation,
these data shed light on the potential strengths and weaknesses of their application in muscle and bone. In
particular, they indicate that the management of side effects in muscle may need to be prioritised over
those in bone, in patients with chronic inflammatory diseases receiving therapeutic GCs. 12. Pre-Receptor Regulation of Therapeutic GC Action to Protect against Side Effects The pre-receptor metabolism of GCs by the 11β-hydroxysteroid dehydrogenase (11β-HSD)
enzymes is recognised as a critical step in mediating GC signalling in many peripheral tissues. These
are the 11β-HSD type 1 (11β-HSD1) and type 2 (11β-HSD2). 11β-HSD1 is expressed in many tissues,
including the liver, bone, muscle and fat, where it converts inactive endogenous and therapeutic GCs
(such as corticosterone and prednisone) to their active counterparts (such as cortisol and prednisolone),
leading to a local accumulation and concentration of active GCs [173–175] (Figure 4). In contrast,
11β-HSD2 solely inactivates endogenous and therapeutic GCs within the kidney, providing circulating
inactive GC substrate for the peripheral 11β-HSD1 enzyme and supporting renal clearance of GCs [175]. Several key studies have demonstrated a critical role for the pre-receptor activation of GCs by 11β-HSD1
in mediating the deleterious actions of therapeutic GCs in muscle and bone [176,177]. Here, animals
with transgenic deletion of 11β-HSD1 are resistant to both exogenous GC induced muscle wasting and
osteoporosis. This raises the exciting possibility that therapeutic 11β-HSD1 inhibitors, widely explored
in the management of metabolic disease, may prevent bone loss and muscle wasting in patients
with chronic inflammatory diseases receiving GCs [178,179]. Further studies lend strength to this
concept, showing that 11β-HSD1 is potently upregulated within muscle cells and osteoblasts, where it
is potently upregulated by circulating inflammatory cytokines such as TNF-α and IL-1β [174,180,181]. Despite this, caution should be applied in this context, given that systemic deletion of 11β-HSD1 can
exacerbate disease activity in murine models of inflammation, secondary to a reduction in reactivation
of endogenous GC at sites of inflammation [182,183]. Consequently, further studies are required to
delineate the potential benefits and risks of 11β-HSD1 inhibition in chronic inflammatory disease. Int. J. Mol. Sci. 2019, 20, x FOR PEER REVIEW
12 of 22 Figure 4. Pre-receptor metabolism of GCs by 11β-HSD1. 11β-hydroxysteroid dehydrogenase (11β-
HSD) type 1 is a bidirectional enzyme that predominantly reduces inactive GCs to their active
Figure 4. Pre-receptor metabolism of GCs by 11β-HSD1. 11β-hydroxysteroid dehydrogenase (11β-HSD)
type 1 is a bidirectional enzyme that predominantly reduces inactive GCs to their active counterparts in Figure 4. Pre-receptor metabolism of GCs by 11β-HSD1. 11β-hydroxysteroid dehydrogenase (11β-
HSD) type 1 is a bidirectional enzyme that predominantly reduces inactive GCs to their active
counterparts in an NADPH dependent manner, whilst 11β-HSD type 2 is an NAD+ dependent
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GCs oppose many of the inflammatory pathways that drive bone and muscle wasting, they share
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required to assess their efficacy and safety in this context. Acknowledgments: This review was supported by the Arthritis Research UK grant, Versus Arthritis: 20843. 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 2016, 75, 952–957. [CrossRef] 9. Löfberg, E.; Gutierrez, A.; Wernerman, J.; Anderstam, B.; Mitch, W.E.; Price, S.R.; Bergström, J.; Alvestrand, A. Effects of high doses of glucocorticoids on free amino acids, ribosomes and protein turnover in human
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article distributed under the terms and conditions of the Creative Commons Attribution
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Ethnobotanical study of cowpea (Vigna unguiculata (L.) Walp.) in Senegal
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Ethnobotanical Study of Cowpea (Vigna Unguiculata (L.) Walp.) in
Senegal Senegal
Awa Sarr
(
awa18.sarr@ucad.edu.sn
)
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Amy Bodian
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Mame Codou Gueye
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Badara Gueye
International Institute of Tropical Agriculture (IITA), (BP) Ibadan
Ghislain Kanfani
Centre National de Recherches Agronomiques de Bambey
Cyril Diatta
Centre National de Recherches Agronomiques de Bambey
Ali Lardia Bougma
Université Joseph KI-ZERBO, Ouagadougou 03
Elisabeth A.M.C. Diop
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Ndiaga Cissé
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Diaga Diouf
Université Cheikh Anta Diop (UCAD)
Christian Leclerc
UMR AGAP Institut, Université de Montpellier, CIRAD, INRAE, Institut Agro
Research Article
Keywords: Cowpea, ethnobotanical, local names, farming systems, Senegal
Posted Date: November 16th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-1076968/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Awa Sarr
(
awa18.sarr@ucad.edu.sn
) Ethnobotanical Study of Cowpea (Vigna Unguiculata (L.) Walp.) in
Senegal Ethnobotanical Study of Cowpea (Vigna Unguiculata (L.) Walp.) in
Senegal
Awa Sarr
(
awa18.sarr@ucad.edu.sn
)
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Amy Bodian
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Mame Codou Gueye
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Badara Gueye
International Institute of Tropical Agriculture (IITA), (BP) Ibadan
Ghislain Kanfani
Centre National de Recherches Agronomiques de Bambey
Cyril Diatta
Centre National de Recherches Agronomiques de Bambey
Ali Lardia Bougma
Université Joseph KI-ZERBO, Ouagadougou 03
Elisabeth A.M.C. Diop
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Ndiaga Cissé
Centre d’Etude Régional pour l’Amélioration de l’Adaptation à la Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles
(ISRA)
Diaga Diouf
Université Cheikh Anta Diop (UCAD)
Christian Leclerc
UMR AGAP Institut, Université de Montpellier, CIRAD, INRAE, Institut Agro
Research Article
Keywords: Cowpea, ethnobotanical, local names, farming systems, Senegal
Posted Date: November 16th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-1076968/v1
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 Journal of Ethnobiology and Ethnomedicine on February 5th, 2022. See
published version at https://doi.org/10.1186/s13002-022-00506-y. Introduction Cowpea (Vigna unguiculata (L.) Walp.) is one of the most important leguminous plant grown in tropical savannah zones in Africa [1]. Its
cultivation makes a major contribution to food security for people living in the most marginal areas. Its seeds are rich in lysine and
tryptophan, which are a valuable source of plant protein [2]. In addition, cowpea is an essential source of vitamins and minerals, which
help to prevent birth defects [3,4]. Its capacity to fix atmospheric nitrogen improves soil fertility and helps to reduce the need of chemical
fertiliser [5,6]. Cowpea is one of the legumes most often grown in association with cereals in rural areas. Several studies conducted in
sub-Saharan Africa have shown that pulses, like cowpea, have a positive effect on cereal yield [7–10]. Young leaves and immature pods
are eaten as a vegetable and the haulms are used as livestock fodder [11,12]. Formerly considered as a subsistence crop, it is now grown
as cash crop and has a major socio-economic impact on Sahelian countries, particularly Senegal, where annual production is over that
180 000 tonnes in 2019 [13]. Despite the fact that its social and economic value has been demonstrated, our knowledge of the diversity of the varietal forms grown in
family farming systems remains limited. Historically, local early flowering cowpea varieties were introduced from Nigeria for floodplain
cropping in the Senegal River Valley, in the north of the country. In contrast, some late flowering varieties were introduced from Mali and
grown in association with millet in more humid regions in Senegal [14]. These varieties spread to the rest of the country as a result of
trade and migration. Today, the main cowpea production area is the centre and central north of the country [15]. Despite the key role of cowpea in Senegalese farming systems, little is known about the local management of cowpea. The
ethnobotanical classification of cowpea diversity is essential for improving the conservation (in situ or ex situ) and valorisation of this
legume. It is particularly relevant for breeding programmes, which require the availability of a wide genetic diversity [16]. In this respect,
local cowpea varieties constitute a heritage of major importance. The surveys and/or collections that allowed us to identify cowpea
varieties in the past focused on a limited number of regions. Cowpea collections were established between 1953 and 2003 in
Senegal [14,17,18]. Research Article Keywords: Cowpea, ethnobotanical, local names, farming systems, Senegal DOI: https://doi.org/10.21203/rs.3.rs-1076968/v1 ork is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
Licen Version of Record: A version of this preprint was published at Journal of Ethnobiology and Ethnomedicine on February 5th, 2022. See the
published version at https://doi.org/10.1186/s13002-022-00506-y. Page 1/25 Page 1/25 Abstract Cowpea (Vigna unguiculata) plays a key role in family farming systems in Senegal. It makes an essential contribution to economic,
nutritional and food security. Although it is crucial, little is known about how farmers classify the diversity of local varieties or about the
social practices associated with them. The aim of this study is to characterize the farming practices associated with growing cowpea in
Senegal. Surveys were conducted involving 335 rural farmers living in 37 villages, spread across seven regions that produce cowpea. An
average of ten farmers were randomly selected in each village. The results reveal that cowpea is a key feature of cropping systems in the
studied area. Our findings highlight the high diversity of local cowpea varieties with 59 local names inventoried. In 75% of cases, the
name refers to the seed’s morphology or color. Cowpea production is more diverse in Diourbel and Louga and less diverse in the south. More than half the farmers (57%) acquired their cowpea seeds (early, semi-early and late varieties) outside their village, either from
markets, seed suppliers or NGOs. This new understanding of farmers’ expertise in the management of cowpea and its local variability will
help to valorise local diversity in breeding programmes. Introduction However, these accessions have been partially lost, hence the need for a new assessment. Based on new collections and specific more exhaustive surveys, this study aims to characterize the farming practices associated with
growing cowpea in Senegal for the first time. In particular, it aims to: (i) identify the role that cowpea has in the cropping system, by
describing the range of species that it is associated with; (ii) survey and characterize its diversity in reference to the local nomenclature
and the length of the varieties’ growth cycle; and (iii) identify the farmers’ seed supply. Study areas and sampling strategy The surveys were conducted between September 2015 and March 2016 in the main cowpea producing regions in Senegal (Louga, Thiès,
Fatick, Diourbel, Sédhiou and Saint-Louis). The Kédougou region was also surveyed in order to identify the characteristics of the cowpea
varieties grown there. The villages surveyed were chosen in consultation with agents from the Regional Rural Development Division’s
services (DRDR) to facilitate access to villages that grow cowpea. To optimise the coverage of the main cowpea producing zones, three
departments were visited in each region (Figure 1). The sampling strategy also aimed to provide the best representation of the diversity of
ethnic groups that grow cowpea, based on the assumption that farming practices may vary from one group to another [19]. Thus, we Page 2/25 Page 2/25 selected average sized villages in different communes, located at least 15 km apart and 10 km from the national road and the market. The survey was organized in 37 villages, with from 4 to 6 villages per region (Additional file 1). selected average sized villages in different communes, located at least 15 km apart and 10 km from the national road and the market. The survey was organized in 37 villages, with from 4 to 6 villages per region (Additional file 1). Surveys on cropping diversity The focus groups, which brought together about ten farmers in the public square or at the village chief’s home, made it possible to check
whether the full range of crop diversity in the village had been identified during the individual interviews. The spelling for the local names of the cowpea varieties was harmonized and the synonyms were identified to ensure that only one term
of reference was kept and translated into english. Collecting the cowpea accessions After each individual interview, all the cowpea accessions grown by the farmer were collected. An accession corresponds to the name of a
variety grown by a farmer. In fact, after recording the names of varieties grown by a farmer, a visit to the field and/or storage area was
conducted to collect samples. Ideally, pod samples were taken in the field. Otherwise, seeds were sampled in the granary. The accessions collected were put in envelopes, labelled and kept before being transported to the "Centre d'Etudes Régional pour
l'Amélioration à l'Adaptation à la Sécheresse" (CERAAS) in Senegal for conservation. The villages’ geographic coordinates were recorded on a tablet with the aid of the software Sygic Surveys on cropping diversity In each village surveyed, participatory research methods and tools were applied to find out about cowpea management and the varietal
diversity used by farmers during the winter season in 2015 [20]. The floodplain cultivation system in the Saint-Louis Region was also
considered (October 2015 – February 2016). The survey was conducted with the help of informal and semi-structured interviews, in
addition to focus group discussions. The informal interviews were initially conducted with the village chief to find out about the site’s
socio-cultural and demographic characteristics. The semi-structured interviews were conducted with the help of a questionnaire. This
type of interview involves a discussion between the surveyor and the interviewee, which allows for reminders and interactions [21]. The semi-structured interviews made it possible to identify the range of species associated with cowpea (Additional file 2) describe the
varietal diversity of cowpea using the local names, determine seed origin and the cowpea accession cycles (Additional file 3) (accessions
were collected at the same time). A free listing method was used [22] to identify the diversity of species grown with cowpea, as well as
the diversity of specific cowpea morphotypes or local varieties. Here, the term “variety” corresponds to local names to designate local
morphotypes. Their importance is evaluated in relation with their frequency. Free listing is a technique that is widely used in
ethnobotanical studies. It involves asking farmers to list all the known varieties for a given species [23]. This technique is used to explore
and delimit a field of knowledge. It was used to classify the species and varieties of cowpea grown by farmers during the 2015 winter
season. As Henley Henley (1969) and Borgatti (1999) pointed out, "the order in which elements are listed by individual respondents is not
arbitrary”. A first list of species (or varieties) is proposed by farmers with no hesitation. After a pause, a second complementary list is
proposed, following by a third one, and so on. The aim is to interpret these different series, by taking into account the order in which the
species (or varieties) are listed by each interviewee. The hypothesis is that the most important species (or varieties) tend to be mentioned
first. Data analysis The age, ethnic group and profession were used to characterize the farmers interviewed. The frequency, the average salience and Smith’s
index for each species and variety were calculated with the R AnthroTools package [24]. The frequency with which an element was cited
(species and varieties) reflects its importance and its perceptual distinctive character. Salience is determined by order of citation; an
element is more important when cited at the beginning of the list [25]. Smith’s index is a weighted average of the reverse order for each
element. A correspondence analysis was conducted between these species and the different regions of the study. The number of cowpea morphotypes that farmers identified and named was used to estimate the varietal richness [26]. To further our
understanding of cowpea cultivation, we described the practices associated with each morphotype that was identified, in particular, how
seeds were obtained (place of origin of seeds) and the cropping method (single or multiple cropping). A more detailed analysis of the Page 3/25 Page 3/25 vernacular names used by farmers made it possible to describe the naming process and identify the main categories of cowpea names. The farmers’ responses regarding the sowing and harvest dates allowed to propose a classification system according to the phenology of
the cowpea varieties. The association between the variety types and the regions was checked using a chi-square test. The maps showing
the village locations and the spatial distribution of the accessions were compiled using the software R (version 3.6.0 for Windows). The
software packages Stats and FactoMinR were used for exploratory statistical analyses and to test the hypothesis. The farmers’ responses regarding the sowing and harvest dates allowed to propose a classification system according to the phenology of
the cowpea varieties. The association between the variety types and the regions was checked using a chi-square test. The maps showing
the village locations and the spatial distribution of the accessions were compiled using the software R (version 3.6.0 for Windows). The
software packages Stats and FactoMinR were used for exploratory statistical analyses and to test the hypothesis. Table 2: Characteristics of the farmers interviewed in each region he average age of interviewees was 48 years, with no significant difference between the regions, ex Socio-cultural and demographic characteristics of the interviewees The panel of interviewees comprised 156 women and 179 men, for a total of 335 people. In the different regions, on average about ten
farmers were randomly selected per village – except in the Kédougou Region, where it was only possible to interview four farmers per
village (Table 1). Table 1: Number of villages and farmers surveyed per region Table 1: Number of villages and farmers surveyed per region The average age of interviewees was 48 years, with no significant difference between the regions, except in the Sédhiou region, where the
average age was lower than elsewhere (37 years). Among those interviewed, 50.8% spoke Wolof, which is the language mainly spoken in
the regions of Thiès, Louga, Diourbel and Saint-Louis. The Serer, which represented 17.9% of the interviewees, are found in the Fatick,
Thiès and Diourbel regions. Lastly, the Toucouleur (10.5%) and Moors (3.3%) occupy the Louga and Saint-Louis regions, while the
Mandinka, Jola, Bainuk, Bedick and Manjak live in the Fatick, Kédougou and Sédhiou regions (Table 2). age age was lower than elsewhere (37 years). Among those interviewed, 50.8% spoke Wolof, which of interviewees was 48 years, with no significant difference between the regions, except in the Sédh Table 1: Number of villages and farmers surveyed per region Regions
Number of villages
Average number of farmers
Total number of farmers
Diourbel
6
9.8
59
Fatick
5
9.6
48
Kédougou
5
3.6
18
Louga
6
9.7
58
Saint-Louis
6
10.3
62
Sédhiou
5
10.4
52
Thiès
4
9.5
38
Total
37
9
335 The average age of interviewees was 48 years, with no significant difference between the regions, except in the Sédhiou region, where the
average age was lower than elsewhere (37 years). Among those interviewed, 50.8% spoke Wolof, which is the language mainly spoken in
the regions of Thiès, Louga, Diourbel and Saint-Louis. The Serer, which represented 17.9% of the interviewees, are found in the Fatick,
Thiès and Diourbel regions. Lastly, the Toucouleur (10.5%) and Moors (3.3%) occupy the Louga and Saint-Louis regions, while the
Mandinka, Jola, Bainuk, Bedick and Manjak live in the Fatick, Kédougou and Sédhiou regions (Table 2). Page 4/25 Page 4/25 Page 4/25 Regions Regions
Total
%
Variables
Modalities
Th
Lg
Dl
Fk
Sd
Kg
SL
Age
<25
2
1
0
0
2
1
3
9
2.68
25-50
20
30
19
17
43
8
25
162
48.36
50-75
15
26
36
28
7
9
32
153
45.67
≥75
1
1
4
2
0
0
2
10
2.98
NA
0
0
0
1
0
0
0
1
0.3
Total
38
58
59
48
52
18
62
335
100
Wolof
22
35
40
9
31
0
33
170
50,75
Ethnic group
Mandinka
0
0
0
3
7
10
0
20
5.97
Moor
0
3
0
0
0
0
8
11
3.28
Fulani
0
10
4
2
0
6
1
23
6.86
Serer
15
1
13
31
0
0
0
60
17.91
Toucouleur
1
9
2
3
0
0
20
35
10.45
Other
0
0
0
0
14
2
0
16
4.77
Total
38
58
59
48
52
18
62
335
100 Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis; NA=data not provided Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis; NA=data not provided Cowpea cropping systems Twenty-four (24) different species grown with cowpea were identified in the seven regions studied. The most frequently cited species
grown with cowpea were groundnut and millet, which on average are grown, respectively, by 85% and 71% of the farmers interviewed
(Table 3). However, the proportion of farmers that grow groundnut or millet varies depending on the region. While 98% of farmers grow
groundnut in Diourbel, the figure is only 43% in Saint-Louis. This variation is also observed for millet, which is common in Diourbel and
Louga, but more unusual in Saint-Louis. Other crops are far less common than these two species, such as guinea sorrel, maize,
watermelon, rice and sorghum. Their distribution also varies depending on the region. The least common species grown with cowpea
(only 0.3% of farmers interviewed) are calabash (Kédougou), cucumber and melon (Saint-Louis), turnip (Thiès) and Bambara groundnut
(Diourbel). Table 3: Different species grown and their percentage in each region Page 5/25 Page 5/25 Page 5/25 Species
Latin name
Diourbel
Fatick
Kédougou
Louga
Saint-Louis
Sédhiou
Thiès
Total
Bambara nut
Vigna subterranea
1.7
0
0
0
0
0
0
0.3
Calabash
Lagenaria siceraria
0
0
5.6
0
0
0
0
0.3
Cassava
Manihot esculenta
0
0
27.8
0
8.1
13.5
0
5.1
Chili
Capsicum annuum
0
0
0
1.7
4.8
3.8
0
1.8
Cotton
Gossypium spp. 0
0
33.3
0
0
0
0
1.8
Cowpea
Vigna unguiculata
100
95.8
94.4
100
98.4
100
100
98.8
Cucumber
Cucumis sativus
0
0
0
0
1.6
0
0
0.3
Eggplant
Solanum melongena
1.7
0
33.3
0
3.2
0
5.3
3.3
Fonio
Digitaria exilis
0
0
33.3
0
0
0
0
1.8
Groundnut
Arachis hypogaea
98.3
95.8
100
94.8
43.5
84.6
94.7
84.8
Maize
Zea mays
13.6
29.2
94.4
5.2
22.6
55.8
2.6
25.7
Melon
Cucumis melo
0
0
0
0
1.6
0
0
0.3
Okra
Abelmoschus esculentus
5.1
0
66.7
0
6.5
0
2.6
6
Onion
Allium cepa
0
0
5.6
0
22.6
0
5.3
5.1
Pearl millet
Pennisetum glaucum
100
79.2
44.4
87.9
24.2
69.2
84.2
71.3
Pumpkin
Cucurbita spp. Cowpea cropping systems 5.1
0
33.3
0
6.5
0
0
3.9
Red sorrel
Hibiscus sabdariffa
47.5
35.4
38.9
32.8
35.5
0
21.1
30.1
Rice
Oryza glaberrima
0
16.7
77.8
0
12.9
23.1
0
12.5
Sesame
Sesamum indicum
0
0
0
0
0
28.8
0
4.5
Sorghum
Sorghum bicolor
18.6
12.5
55.6
17.2
1.6
0
2.6
11.6
Sweet potato
Ipomoea batatas
0
0
0
0
12.9
7.7
0
3.6
Tomato
Solanum lycopersicum
0
0
5.6
0
6.5
0
0
1.5
Turnip
Brassica rapa
0
0
0
0
0
0
2.6
0.3
Watermelon
Citrullus lanatus
3.4
8.3
0
20.7
62.9
5.8
10.5
19.1
Other
0
0
0
0
3.2
0
0
0.6 The correspondence analysis shows that the regions of Thiès, Sédhiou, Louga, Fatick and Diourbel have similar cropping profiles: red
sorrel, sesame and sorghum, in addition to cowpea, groundnut and pearl millet. The Saint-Louis region differs, with watermelon (grown by
62.9 % of interviewees) and onion (22.6%), melon, cucumber and tomato, whereas the Kédougou region is characterized by fonio, pearl
millet and cotton, rarely grown elsewhere (Figure 2). The three main species (cowpea, groundnut and pearl millet) are not randomly
distributed between the regions. However, the disparity only concerns Saint-Louis, where quite a high proportion of farmers grow cowpea
compared to what was expected randomly (residual > 3), although this proportion is low for millet (residual > 2.5, X-squared = 26.949, df =
12, p-value = 0.008). The number of species cultivated is structured according to the regions (Figure 3) and varies between three and nine species per farmer in
the Thiès and Kédougou regions, respectively. On average, more than 4 species are grown per farmer in the regions of Kédougou, Saint-
Louis and Sédhiou, whereas the number is between 3.5 and 4 per farmer in the regions of Louga, Diourbel and Fatick. Thiès is the region
where the average number of species per farmer is the lowest (equal to 3.5) (Table 4). Table 5: Frequency, mean citation rank, Smith’s index, Sutrop index and B.score for species grown with cowpea Cowpea cropping systems Table 4: Number of species grown per region and the average ratio per farmer Table 4: Number of species grown per region and the average ratio per farmer Page 6/25 Page 6/25 Regions
Number of species/farmers
Number of farmers
Average number of species/farmer
Diourbel
233
59
3.95
Fatick
182
48
3.79
Kédougou
155
18
8.61
Louga
210
58
3.62
Saint-Louis
254
62
4.10
Sédhiou
208
52
4.00
Thiès
132
38
3.47 Using the free listing method, we established the frequency, Smith’s S index and average salience for each of the species. Groundnut and
millet were the species cited the most often with cowpea. The Smith’s index was higher for these three species, with 0.682 for groundnut,
0.612 for cowpea and 0.559 for millet (Table 5). Cowpea is the third most important species in the zones visited, with a citation rank of
2.5, after groundnut (1.9) and millet (2). As expected [22], the citation rank obtained in the species free list is correlated with species
frequency in a non-linear way (Figure 4). Table 5: Frequency, mean citation rank, Smith’s index, Sutrop index and B.score for species grown with cowpea Page 7/25 Cited Items
N
Frequency
Mean rank
Smith’s index
Sutrop index
B. score
Cowpea
331
0.988
2.532
0.6122
0.3902
0.7209
Groundnut
290
0.866
1.872
0.6825
0.4624
0.7384
Pearl millet
245
0.731
2.012
0.5578
0.3635
0.6122
Red sorrel
102
0.304
4.039
0.1087
0.0754
0.1743
Maize
89
0.266
3.292
0.1487
0.0807
0.1902
Watermelon
59
0.176
3.153
0.0893
0.0559
0.1148
Rice
46
0.137
3.565
0.0788
0.0385
0.0998
Sorghum
42
0.125
4.024
0.0557
0.0312
0.0804
Okra
22
0.066
5.909
0.0223
0.0111
0.0388
Onion
20
0.06
4.6
0.0265
0.013
0.0382
Cassava
18
0.054
5.111
0.0243
0.0105
0.035
Sesame
16
0.048
4.438
0.0189
0.0108
0.0286
Pumpkin
14
0.042
4.571
0.018
0.0091
0.0255
Cotton
13
0.039
5.846
0.0176
0.0066
0.0253
Sweet potato
12
0.036
3.083
0.0248
0.0116
0.0278
Aubergine
11
0.033
6.091
0.0127
0.0054
0.0198
Fonio
8
0.024
6
0.0099
0.004
0.0145
Tomato
6
0.018
6
0.0055
0.003
0.0092
Pepper
6
0.018
5.833
0.0044
0.0031
0.0084
Other
3
0.009
4.333
0.0035
0.0021
0.0041
Melon
2
0.006
4.5
0.0036
0.0013
0.0032
Calabash
1
0.003
5
0.0019
6.00E-04
9.00E-04
Pea
1
0.003
7
0.0014
4.00E-04
6.00E-04
Cucumber
1
0.003
6
0.0013
5.00E-04
6.00E-04
B groundnut
1
0.003
5
6.00E-04
6.00E-04
0
Salad
1
0.003
6
5.00E-04
5.00E-04
0
Turnip
1
0.003
8
4.00E-04
4.00E-04
0 Collection and local nomenclature of cowpea varieties During the survey, 702 cowpea accessions were collected in Thiès (84), Louga (155), Diourbel (158), Fatick (85), Saint-Louis (122), During the survey, 702 cowpea accessions were collected in Thiès (84), Louga (155), Diourbel (158), Fatick (85), Saint-Louis (122),
Kédougou (19) and Sédhiou (79) [27]. One to seven accessions were collected per farmer, with an average of two accessions per farmer
These accessions were identified under 59 different local names. The informal interviews with farmers showed that, irrespective of their
ethnic group, farmers translated "niébé", the French word for cowpea, into the local language to name the species Vigna unguiculata var
unguiculata. In this way, the terms "Niébé" or "Seupe" are used by the Wolof and Halpulaar (Fula and Toucouleur), "Sosso" is used by the
Mandinka, "Niao" by the Serer, "Deulleugane" by the Moors and "Oufithion" by the Manjak. A wide range of reasons is used by the farmers to identify their cowpea varieties. Indeed, 75% of names make reference to morphology
(seed color and size or vegetative cycle), 14% are named after a person (the person who brought the variety to the village, a woman’s Page 8/25 Page 8/25 name if the variety is productive, etc.), 1% refer to the geographic origin (the zone they came from). Lastly, 9% have names that refer to a
specific event (details not provided here) or are arbitrary (Table 6). Table 6: Percentage of name categories for cowpea Region
Morphology %
Person’s name
%
Zone of origin
%
Other
%
Total %
Color
Vegetative Cycle
Color/Size
Thiès
61
5
1
30
3
100
Louga
46
3
6
21
2
22
Diourbel
73
4
16
7
Fatick
62
9
22
7
Sédhiou
96
3
1
Kédougou
95
5
Saint-Louis
47
12
4
10
5
22
% Average
68.57
3.28
3.43
14.28
1
9.43
100 Most of the time, the names of varieties are composed of a generic name for cowpea in the local language plus a second term, which
either refers to simple morphological characteristics (seed color), people’s names or zone of origin. Among the Mandinka, for example,
cowpea is known by the generic name “Sosso”. In order to identify red cowpea, farmers add the suffix “wouléroung” (red) to the name
“Sosso” . In all the regions visited, the names generally referred to morphology, particularly seed color (for example, “niebe bou wekh” or
white cowpea). Collection and local nomenclature of cowpea varieties Sometimes seed size is added (for example, “niebe bou wekh bou didji” or white cowpea with large seeds). Some cowpea
names are associated with the seeds’ geographic origin (Fouta cowpea) or a person (Baye Ngagne, Mame Fama, Marame Penda). In
Senegal, the GOANA agriculture programme, launched in 2008 by the former President of the Republic, Abdoulaye Wade, coincided with
the introduction of a cowpea variety that is now called after the programme. The Goana variety is sometimes called "pea" (because the
shape of the seed is quite round or full) or "nenou naat", which means "guinea fowl’s egg", in reference to the marks on the seed’s
integument (Table 7). After standardising the spelling and identifying the synonyms, 36 names of varieties were kept. Irrespective of the ethnic group, the
cowpea varieties called white cowpea (26% of all the varieties in the collection), red cowpea (25%), black cowpea (15%) and Baye Ngagne
(9%) are the most commonly grown in Senegal. Collection and local nomenclature of cowpea varieties Cowpea production is more diversified in the regions of Diourbel and Louga, followed by Thiès, Saint-Louis and
Sédhiou, respectively (Figure 5). The average number of cowpea varieties per farmer varies between 1 (Kédougou) and 3 (Diourbel and Louga) (Table 8). The Diourbel and
Louga regions are also where there is greater linguistic diversity among interviewed farmers. Therefore, the possible link between cowpea
diversity and the farmers’ cultural diversity cannot be ruled out. Table 8: Number of varieties per farmer for each region Regions
No. farmers
No. var/region
No. var/farmer
Diourbel
59
158
2.678
Fatick
48
85
1.771
Kédougou
18
19
1.056
Louga
58
155
2.672
Saint-Louis
62
122
1.968
Sédhiou
52
79
1.519
Thiès
38
84
2.211
Cropping systems and acquiring seeds
Cropping systems
The majority of the farmers interviewed grow cowpea as a single crop (65%). This method of cultivating cowpea is far more frequent in
four regions in Senegal, namely, Louga, Diourbel, Kédougou and Saint-Louis. Groundnut is the species most commonly associated with
cowpea. This association was described for 28% of the farmers surveyed, especially in the regions of Thiès, Fatick, Sédhiou and Diourbel. Cowpea is also associated with maize (3%) in the Saint-Louis region, millet (0.3%) in the Kédougou region and market gardening (0.85%) Regions
No. farmers
No. var/region
No. var/farmer
Diourbel
59
158
2.678
Fatick
48
85
1.771
Kédougou
18
19
1.056
Louga
58
155
2.672
Saint-Louis
62
122
1.968
Sédhiou
52
79
1.519
Thiès
38
84
2.211 Regions
No. farmers
No. var/region
No. var/farmer
Diourbel
59
158
2.678
Fatick
48
85
1.771
Kédougou
18
19
1.056
Louga
58
155
2.672
Saint-Louis
62
122
1.968
Sédhiou
52
79
1.519
Thiès
38
84
2.211 Regions
No. farmers
No. var/region
No. var/farmer Collection and local nomenclature of cowpea varieties Table 7: Local names, English translation and historical references Page 9/25 Page 9/25 Historical references Historical references Names
g
Baye Ngagne
Baye Ngagne or black
cowpea
A person’s name
Delleugane Labial
White cowpea
The color of the seed’s integument
Delleugane
Leukhmare
Black cowpea
The color of the seed’s integument
Fithionouny oufithial
White cowpea
The color of the seed’s integument
Gouana
Goana
Refer to the agricultural programme GOANA
Hectare
Hectare
The seed’s pleasing appearance
Mame Fama
Mame Fama
A person’s name
Marame Penda
Marame Penda
A person’s name
Melakh
Melakh = Flash
The variety’s early maturing cycle
Mosse kham
Taste to know
The taste
Ndao counda
Ndao counda
A person’s name
Ndiaga aw
Ndiaga aw
A person’s name
Ndiaye wekh
White Ndiaye
The color of the seed’s integument
Ndieussiw
Ndieussiw
The capacity to produce fodder
Nenou Naat
Guinea fowl’s egg
The color of the seed’s integument, which has brown
speckles
Niao balne
Black cowpea
The color of the seed’s integument
Niao ndane
White cowpea
The color of the seed’s integument
Niebe bou wekh
White cowpea
The color of the seed’s integument
Niebe baledjo
Black cowpea
The color of the seed’s integument
Niebe bodedjo
Red cowpea
The color of the seed’s integument Niebe bodedjo-
baledjo
Black-white cowpea
The color of the seed’s integument
Niebe bou khonk
Red cowpea
The color of the seed’s integument
Niebe bou khonk bou
didji
Red cowpea with big
seeds
The seed’s size and color
Niebe bou khonk bou
sew
Red cowpea with small
seeds
The seed’s size and color
Niebe bou nioul
Black cowpea
The color of the seed’s integument
Niebe bou wekh
White cowpea
The color of the seed’s integument
Niebe bou wekh bou
didj
White cowpea with big
seeds
The seed’s size and color
Niebe bou wekh bou
sew
White cowpea with small
seeds
The seed’s size and color
Niebe danedjo
White cowpea
The color of the seed’s integument
Niebe fouta
Fouta cowpea
Originally from Fouta and mainly used for
floodplain cultivation
Niebe Kell
Kell cowpea
Niebe Koudioule
Niebe Mame Diarra
Mame Diarra cowpea
A person’s name
Niebe poude
Greyish cowpea
The seed’s faded color
Niebe poury
Greyish cowpea
The seed’s faded color
Oufithion otopeul
Black cowpea
The color of the seed’s integument
Oufithion oudjankfan
Red cowpea
The color of the seed’s integument
Pakau
Pakau Saneba sosso
White cowpea
The color of the seed’s integument
Seupe bou khonk
Red cowpea
The color of the seed’s integument
Seupe bou wekh
White cowpea
The color of the seed’s integument
Sosso fima
Sosso fing
Black cowpea
The color of the seed’s integument
Sosso Khoyo
Sosso koyma
White cowpea
The color of the seed’s integument
Sosso meunie
White cowpea
The color of the seed’s integument
Sosso meunie
maynama
Late white cowpea
The seed’s size and color
Sosso missew
Sosso resse
mesengo
Sosso wouleroung
Pale red cowpea
The color of the seed’s integument
Tachet
Spotted
The color of the seed’s integument, which is brown
spotted
Tamate awo
First wives’ tomato
The seed’s red color means that less tomato paste
is used to prepare rice-based dishes
Walette
Early
The seed’s early maturity
Walette bou nioul
Black Early
The seed’s early maturity and color
Walette bou wekh
White Early
The seed’s early maturity and color
Yacine
Yacine
Yakhoul tamate
That wastes no tomatoes
The seed’s red color means that less tomato paste
is used to prepare dishes The zone in the north and centre of the groundnut producing area has the greatest diversity (Louga and Diourbel), whereas Kédougou has
the fewest varieties. Cropping systems The majority of the farmers interviewed grow cowpea as a single crop (65%). This method of cultivating cowpea is far more frequent in
four regions in Senegal, namely, Louga, Diourbel, Kédougou and Saint-Louis. Groundnut is the species most commonly associated with
cowpea. This association was described for 28% of the farmers surveyed, especially in the regions of Thiès, Fatick, Sédhiou and Diourbel. Cowpea is also associated with maize (3%) in the Saint-Louis region, millet (0.3%) in the Kédougou region and market gardening (0.85%)
in the regions of Louga, Saint-Louis and Kédougou (Table 9). Table 9: Cowpea crop associations according to region Page 13/25 Page 13/25 Methods
Regions
Total
Percentage%
Th
Lg
Dl
Fk
Sd
Kg
SL
Associated with groundnut
42
6
35
49
55
1
9
197
28
Associated with market gardening
0
3
0
0
0
1
2
6
0.85
Associated with maize
0
0
0
0
0
2
20
22
3
Associated with millet
0
0
0
0
0
2
0
2
0.3
Single crop
35
145
117
32
24
13
91
457
65
Single crop associated with groundnut
7
1
6
4
0
0
0
18
2.6
Total
84
155
158
85
79
19
122
702
100 Methods Regions Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis In the regions of Thiès, Fatick, Diourbel, Kédougou and Sédhiou cowpea is grown in the winter season. In general, sowing is in June and
July (53.42%) and harvesting is in September and October (93.44%). In the Louga region and part of the Saint-Louis and Diourbel regions,
sowing is in August and September (42.60%) and harvesting is in November. Floodplain cultivation of cowpea is only found in the Saint-
Louis region (3.99%). For this type of production, sowing is between November and January and harvesting is between February and
March. There are three groups of cowpea varieties grown in Senegal that can be distinguished according to their development cycle: early
(number of days <70), semi-early (between 70 and 90 days) or late (number of days ≥90). The early varieties represent 81.34% of the
varieties grown. They are found in all regions, except Kédougou. Semi-early varieties (3.84%) are grown in Louga and Diourbel. Lastly, late
varieties (14.67%) are generally grown in the regions of Kédougou, Thiès and Saint-Louis (Table 10). Cropping systems Table 10: Cropping calendar and cycle of accessions in each region Page 14/25 Features
Conditions
Regions
Total
%
Chi-Square
Th
Lg
Dl
Fk
Sd
Kg
SL
Value
df
P-
Value
Sowing
date
June-July
83
34
103
81
63
11
0
375
53.42
455.5a
12
<0.001
Aug-Sept
1
121
55
4
16
8
94
299
42.60
Nov-Jan
0
0
0
0
0
0
28
28
3.99
Total
84
155
158
85
79
19
122
702
100.00
Harvest
date
Sept-Oct
84
155
158
84
79
10
86
656
93.44
302.6a
18
<0.001
Nov
0
0
0
0
0
8
8
16
2.28
Feb-March
0
0
0
0
0
1
28
29
4.13
DNR
0
0
0
1
0
0
0
1
0.14
Total
84
155
158
85
79
19
122
702
100.00
Cycle
<70
45
133
148
81
79
3
82
571
81.34
251.955a
18
<0.001
70-90
0
16
7
2
0
1
1
27
3.84
≥90
39
6
3
1
0
15
39
103
14.67
DNR
0
0
0
1
0
0
0
1
0.14
Total
84
155
158
85
79
19
122
702
100.00 Features
Conditions
Regions The p. value of the chi2 test for the sowing dates, harvest dates and length of cycle is below 0.001. The hypothesis of the independence
between these variables and the regions has been rejected as a result. Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou;
Kg=Kédougou; SL=Saint-Louis; MS=sowing date; MR=harvest date; June-July=June and July; Aug-Sept=August and September; Nov-
Jan=November to January; Sept-Oct=September and October; Feb-March=February and March Discussion Drawing on the new collections and the recent surveys, which were more exhaustive than earlier surveys, the aim of this study was to
characterize the farming practices associated with growing cowpea in Senegal. It focused particularly on the range of species grown in
association with cowpea. The richness and variability of cowpea varieties were established in reference to the farmers’ nomenclature. We
also identified where farmers obtained their seeds. Total h=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis Nature Conditions Conditions Nature Regions How seeds are acquired Most of the interviewees (57%) stated that they obtained their first cowpea seeds at markets or from seed suppliers, NGOs, cooperatives
or farmer organizations outside the village. Forty-two percent (42%) obtained them from relatives or neighbours in the village. How seeds
are acquired varies depending on the region (Table 11). Eighty-one percent (81%) of interviewees stated that they acquired their first seeds
in the last two decades, compared to only 11%, who obtained their seeds more than 25 years ago. More than 6% of interviewees cannot
remember the year when they acquired their seeds. The majority (68%) of seeds from the last season were home-grown (Table 11). Table 11: Where seeds were acquired Page 15/25 Page 15/25 Nature
Conditions
Regions
Total
%
Th
Lg
Dl
Fk
Sd
Kg
SL
Place where first acquired
Outside the village
43
95
68
60
48
0
85
399
57
Village
41
57
86
25
31
18
37
295
42
DNR
0
0
0
0
0
1
0
1
1
Total
84
155
158
85
79
19
122
702
100
Year when first acquired
˂25
66
122
106
73
79
13
115
574
81
˃25
4
13
42
9
0
6
6
80
11.4
DNR
14
20
10
3
0
0
0
47
6.7
Total
84
155
158
85
79
19
122
702
100
Home-produced
N
27
52
35
21
16
5
62
218
31
O
57
103
123
64
63
14
59
483
68
DNR
0
0
0
0
0
0
1
1
0.14
Total
84
155
158
85
79
19
122
702
100
Th=Thiès; Lg=Louga; Dl=Diourbel; Fk=Fatick; Sd=Sédhiou; Kg=Kédougou; SL=Saint-Louis Cowpea’s area of distribution and varietal richness This study helped confirm the area of distribution of cowpea production in Senegal. In fact, in the regions of Diourbel, Louga, Thiès and
Saint-Louis, collecting several varieties from one farmer is common; whereas, in the Sédhiou and Kédougou regions, cowpea is less
common and, on average, there is seldom more than one variety per farmer. The cultivation of this legume is more diversified in Diourbel
and Louga. This reveals the importance and richness of the species in the central north and north, the main cowpea growing areas in
Senegal [31]. The department of Louga, which is in the centre of this region, appears to be the preferred zone for growing cowpea: 21% of
cultivated land is used to grow this species [32]. The analysis of diversity based on the local names for cowpea allowed us to identify 6 appellations for the cowpea species. On a varietal
level, 59 different names were identified. Varieties whose seeds have the same morphological features may have different names
depending on the ethnic group. These names essentially refer to seed color, size or people’s names. Thus, the farmer manages diversity
by recognising perceptible characteristics, especially morphological features [33]. By studying the classification processes, we were able
to determine the biological diversity of cowpea, as perceived by farmers. The diversity of the local names is an indicator of the plant’s
importance in a geographic environment [34]. In Senegal, the fact that the local names that designate cowpea vary depending on locality
or ethnic group was reported a long time ago [35]. This observation suggests that there is a close link between farmers’ cultural diversity
and varietal diversity. In addition, this important diversity could be explained by the fact that Senegal belongs to the second zone of
cowpea domestication [36]. A high level of diversity was also mentioned for fonio, with 52 local names [37], and maize, with 81 local
names [38]. In this study, seed color is the most distinctive element and the most often used by farmers for naming varieties. This naming
process can cause confusion between traditional and improved varieties because the latter’s names are sometimes constructed in the
same way. For example, the improved variety, Yacine, is called “Niebe bou khonk" in Wolof, which means "red cowpea". In Burkina Faso,
names are constructed using eye color (in over 35% of cases) and seed size (almost 45%) [39]. Diversity of species grown with cowpea In all the zones surveyed, cowpea producers also grow groundnut and millet. In Senegalese farming systems, these three species are
complementary. Along with sorghum, cassava, watermelon and red sorrel, they are the main cash crops grown in the centre and north of
the groundnut growing area, which is ideal for growing cowpea. Our findings on the regional distribution of species diversity are similar to
those obtained when the FAO conducted inventories of the agricultural species in rural areas [28], in which Eastern Senegal and the
Casamance appeared to be priority areas for plant breeding resources and crop biodiversity. This can be explained by the abundant rain
in these zones, the diversified traditional farming practices, the ethnic diversity and, lastly, the proximity of the region to neighbouring
countries, which favours exchanges. Although the Sédhiou region has as much rain as South-East Senegal (Kédougou), it has less
species diversity. The Saint-Louis region is still diversified in terms of cultivated species, despite its rainfall deficit. This region’s Page 16/25 Page 16/25 geographical position offers favourable climatic conditions for farming. The potential in terms of irrigable land, estimated at 172 800 ha,
and the abundance of water [29] no doubt contribute to this diversity as well. geographical position offers favourable climatic conditions for farming. The potential in terms of irrigable land, estimated at 172 800 ha,
and the abundance of water [29] no doubt contribute to this diversity as well. Cropping system The majority of farmers surveyed grow cowpea as a single crop. This cropping system is found in the regions of Louga, Diourbel and
Kédougou. In the groundnut growing area, which includes the regions of Diourbel and Louga, there has been a rainfall deficit for decades. However, cowpea is adapted to these conditions. More and more land is being used to grow cowpea. Between 2012-2017, cowpea was
grown on 165 452 ha, on average. This increased to 257 219 ha in 2019 [30]. In these zones, where the harvest is destined for sale,
cowpea is grown in huge fields. In contrast, in other regions, cowpea is considered as a subsistence crop and is associated with other
crops, such as groundnut, maize, millet or even market gardening. Polyculture is practiced by farmers who do not have large areas of
cultivable land. This association with other crops is used as a strategy to reduce the risks of production loss due to climatic hazards. In the regions of Thiès and Louga, young people grow cowpea, which could help reduce immigration. In fact, in this part of the country,
the legume is grown as a cash crop on large areas of land. In the Sédhiou region, young people also grow cowpea, although it is often
neglected in favour of other crops. This could be explained by the fact that varieties from other crops are better adapted to the groundnut
producing zone, such as the Sédhiou region. In Sédhiou, cowpea is traditionally valorized by women. In the regions of Diourbel, Fatick
and Saint-Louis, cowpea is grown by aged farmers, who probably know more about traditional accessions and their cropping practices. Cowpea’s area of distribution and varietal richness According to Ouedraogo et al., color and
texture are only used for less than 10%. However, our findings, which are in line with the studies by Dabat et al. (2012) in Burkina Faso,
show that white varieties appear to be more valued because the majority of seeds used by farmers are white. Page 17/25
Cowpea is mainly grown during the winter season in all the zones surveyed, except the Saint-Louis region, where cowpea is also grown on
the floodplain. Three groups (early, intermediary and late) were identified according to the varieties’ development cycle. According to
Kouakou et al. (2007), on a local level, cowpea diversity is generally due to its phenological adaptability to environmental constraints. The
abundance of early maturing accessions may be due to the adoption of improved varieties that are early. Late varieties are no longer
grown in the main cowpea producing areas because rainfall has been irregular or insufficient for four decades. This may also explain the
high number of early varieties. The earliest varieties were collected in Sédhiou, which has the longest rainy season. However, in this
region, very small areas were cultivated for home-consumption. The variability of rainfall in the different regions could explain the
phenological diversity observed. In fact, more late accessions are grown in the Kédougou region, where rainfall is higher, and in the Saint-
Louis region, where floodplain cropping plays an important role. These types of varieties are valuable because they are dual purpose and Page 17/25 Page 17/25 can be used as seed and fodder. In fact, under favourable conditions, they produce a large amount of seeds and fodder [3]. The late
varieties found in the regions of Thiès, Kédougou and Saint-Louis could constitute an important pool for local and traditional varieties. In
the cereal growing region of Thiès (where 47.2% of land is cultivated with maturing cowpea) [40], late maturing cowpea has a positive
effect on cereal yields in the crop rotation because it produces huge quantities of biomass [41]. can be used as seed and fodder. In fact, under favourable conditions, they produce a large amount of seeds and fodder [3]. The late
varieties found in the regions of Thiès, Kédougou and Saint-Louis could constitute an important pool for local and traditional varieties. Cowpea’s area of distribution and varietal richness In
the cereal growing region of Thiès (where 47.2% of land is cultivated with maturing cowpea) [40], late maturing cowpea has a positive
effect on cereal yields in the crop rotation because it produces huge quantities of biomass [41]. Acknowledgements We thank our interviewees warmly for their time and goodwill, Kodjo Mawuena Gbedevi, Ndeye Yacine Gueye and Mamadou Fall for their
help on the surveys, the staff of “Direction Régional du Développement Rural (DRDR)” who guided and assisted us during the surveys and
collection of the plant materials, and the three anonymous reviewers for their valuable comments. Conclusion Identifying the nomenclature for the local cowpea varieties and their seed management system is essential for optimising local diversity. This study revealed the considerable diversity of local names. This diversity is an indicator of the importance of cowpea in Senegalese
farming systems. The names primarily refer to the seed morphology or color, a feature that facilitates identification. The named diversity
of cowpea is greater in regions where the crop systems are less diversified. In the studied area, more than half the cowpea seeds grown
by farmers are obtained from markets, NGOs, agricultural services and projects and then farmers produce and conserve their own seeds. Cowpea is generally grown as a single crop or associated with groundnut or maize. The length of the growing cycle is rarely used by
farmers to identify their varieties. However, we classified varieties in terms of development cycles because of the difference observed
between sowing and harvesting dates. This study made it possible to characterize the diversity of cowpea grown in Senegal. Undoubtedly, the diversity of farming practices and cowpea cropping systems is closely linked to the diversity of the biological types
grown in the country and vice versa. Undoubtedly, the diversity of farming practices and cowpea cropping systems is closely linked to the diversity of the biological types
grown in the country and vice versa. The seed supply In the last two decades, most of the seeds in the farmers’ possession were purchased at the market or obtained from agricultural services,
NGOs, farmers’ organisations and cooperatives. These types of structure are common to several villages. Consequently, the same variety
can be found in different villages or regions, even if it has different names. Thus, the pleasing appearance of seeds of one cowpea variety
can encourage people to buy it at a market, even if they are unaware of its germination performance and agricultural value. Many of the people surveyed obtained their first seeds in the village, either through donations or by trading with relatives, friends or
neighbours. Similarly, married women obtain their first seeds from their husband or parents-in-law, along with plots of land, after leaving
their place of birth to go to their husband’s place of residence. Thus, women rarely take seeds from their home or continue to obtain seeds
from their relatives, especially if they live in different villages. The majority of seeds from the season preceding this study were home-grown. In fact, farmers keep a share of their previous harvest for
seed. Consequently, farmers only purchase or obtain seeds at the market or from relatives or neighbours the year after a poor harvest or a
food shortage. Authors’ Contributions Awa Sarr, Amy Bodian and Mame Codou Gueye carried out the surveys and collected the plant material; Awa Sarr, Christian
Leclerc, Ghislain Kanfani and Cyril Diatta analyzed the data; Awa Sarr, Christian Leclerc and Amy Bodian drafted the paper; Awa Sarr, Amy
BODIAN, Mame Codou Gueye, Badara Gueye, Ghislain Kanfani, Cyril Diatta, Ali Lardia Bougma, Elisabeth A.M.C. Diop, Ndiaga Cissé,
Diaga Diouf, Christian Leclerc edited and provided critical review of the manuscript. All authors read and approved the final manuscript. Funding Funding d like to thank the West African Agricultural Productivity Program (WAAPP) for the financial suppor he authors would like to thank the West African Agricultural Productivity Program (WAAPP) for the Availability of data and materials Availability of data and materials Competing interests The authors declare that they have no competing interests. The authors declare that they have no competing interests. References Ehlers JD, Hall AE. Cowpea (Vigna unguiculata L. Walp.). Field Crops Research. 1997;53:187–204. 2. Pungulani LL, Millner JP, Williams WM, Banda M. Improvement of leaf wilting scoring system in cowpea ('Vigna unguiculata’(L)
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Senegal based on SSR markers. Genetics and Molecular Research. 2012;11:292–304. 36. Ba FS, Pasquet RS, Gepts P. References Numéro spécial Fertilité du maïs – Janvier 2013. Bénin; 2013;58–68. 42. Affokpon A, Djénontin PAJ, Zoffoun GA, Allagbé MC, Akondé TP, Aïhou K, et al. Effets des variétés de niébé à buts multiples comme
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du Bénin. Numéro spécial Fertilité du maïs – Janvier 2013. Bénin; 2013;58–68. Page 20/25 Page 20/25 Figures Figure 1
Location of villages surveyed. The size of the dots is proportional to the number of people surveyed Figure 5 Average number of cowpea varieties by region Figure 1 Figure 1 Location of villages surveyed. The size of the dots is proportional to the number of people surveyed Location of villages surveyed. The size of the dots is proportional to the number of people surveyed Location of villages surveyed. The size of the dots is proportional to the number of people surveyed Page 21/25 Page 21/25 Figure 2
Factor map of correspondence analysis. Association of species as a function of regions surveyed Figure 2 Factor map of correspondence analysis. Association of species as a function of regions surveyed Factor map of correspondence analysis. Association of species as a function of regions surveyed Page 22/25 Figure 3
Average number of species grown per region Figure 3 Figure 3 Average number of species grown per region Average number of species grown per region Page 23/25 Page 23/25 Figure 4
Average citation rank as a function of frequency of citation Figure 4 Average citation rank as a function of frequency of citation Page 24/25 Figure 5 Figure 5 Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Additionalfile1.csv Additionalfile2.csv Additionalfile3.csv Page 25/25
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Triply Coupled Bending-Bending-Torsion Vibrational Analysis of Rotating Beams Using Fem and Dynamic Finite Element Formulation
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Ann Arbor, Ml 48106-1346 Author’s Declaration: I hereby declare that I am the sole author of this thesis. I authorize Ryerson University to lend this thesis to other institutions or
individuals for the purpose of scholarly research. I further authorize Ryerson University to reproduce this thesis by photocopying
or by other means, in total or in part, at the request of other institutions or
individuals for the purpose of scholarly research. 11 ABSTRACT This research presents the numerical analysis of the triply coupled flap-wise,
cord-wise and torsional vibrations of flexible rotating blades. Euler-Bemoulli bending
and St. Venant torsion beam theories are considered to derive the governing differential
equations of motion. Based on Finite Element Methodology (FEM), the cubic “Hermite”
shape functions are implemented where the solution of the equations results in a linear
eigenproblem. Then, the Dynamic (frequency dependent) Trigonometric Shape Functions
(DTSF’s) for beam’s uncoupled displacements are derived. The application of the
Dynamic Finite Element (DFE) approach to the solution of the governing equations is
then presented. The DFE formulation, based on the weighted residual method and the
DTSF’s, results in a nonlinear eigenproblem representing eigenvalues and eigenmodes of
the system. The applicability of the DFE method is then demonstrated by illustrative
examples, where a Wittrick-Williams root counting technique is used to find the system’s
natural fi'equencies. The DFE approach, an intermediate method between FEM and
“Exact” formulation, is characterized by higher convergence rates, and can be
advantageously used when multiple natural frequencies and/or higher modes of beam-like
structures are to be evaluated. IV Borrower’s page Ryerson University requires the signatures of all persons using or photocopying this
thesis. Please sign below, and give address and date. I ll Dedicated to my life.... Dedicated to my life.... My wife, Famaz VI VI Acknowledgements I wish to express my gratitude to my supervisor Dr. Seyed M. Hashemi for his significant
guidance and valuable advice during my graduate studies at Ryerson University. Dr. Hashemi has helped me to have the right direction in my research and to get a better
understanding about numerical analysis of mechanical systems in general and vibration
analysis in particular. I also would like to acknowledge the scholarship awarded by Ryerson University and the
support provided by Natural Science and Engineering Research Council of Canada
(NSERC). 4.5.2.1. Non-rotating Beam
............................................................................................. 35
4.5.2.2. Axially Loaded Beam
....................................................................................... 38
4.5.2.3. Non-rotating Pre-T\visted Beam
.................................................................... 41
4.5.3. Coupled Bending-Bending Vibrations
....................................................................... 42
4.5.4. Coupled Bending-Bending-Torsion Vibrations
......................................................... 49
4.5.4.1. Vibrations of Non-rotating Uncoupled Beam
.................................................. 49
4.5.4.2. Vibrations of Non-rotating Coupled Beam
..................................................... 50
4.5.4.3. Vibrations of Rotating Triply Coupled Beam
................................................. 52 g
4.5.3. Coupled Bending-Bending Vibrations
....................................................................... 42
4.5.4. Coupled Bending-Bending-Torsion Vibrations
......................................................... 49
4.5.4.1. Vibrations of Non-rotating Uncoupled Beam
.................................................. 49
4.5.4.2. Vibrations of Non-rotating Coupled Beam
..................................................... 50
4.5.4.3. Vibrations of Rotating Triply Coupled Beam
................................................. 52
CHAPTER 5:
DYNAMIC FINITE ELEMENT METHOD
...................................................... 56
5.1. Introduction
............................................................................................................................... 56
5.2. Frequency Dependent Approximation Functions
................................................................... 56
5.3. Derivation of System Eigenproblem
........................................................................................ 62
5.4. Refined Dynamic Finite Element (RDFE)
............................................................................... 65
5.5. Numerical results
................................................................................................................... 67
5.5.1. Uncoupled Bending Vibrations of Beam
................................................................... 68
5.5.2. Coupled Bending-Torsion Vibrations
.......................................................................... 70
5.5.2.1. Non-rotating Beam
............................................................................................. 70
5.5.2.2. Axially Loaded Coupled Beam
....................................................................... 75
5.5.3. Coupled Bending-Bending Vibrations
....................................................................... 78
5.5.3.1. Axially Loaded Beam
....................................................................................... 79
5.5.3.2. Coupled Bending-Bending Rotating Beam
..................................................... 81
5.5.3.3. Rotating Beam with Variable Cross Section
.................................................... 86
5.5.4. Triply Coupled Bending-Bending-Torsion Vibrations
............................................. 87
5.5.4.1. Uncoupled Beam Vibrations
.......................................................................... 87
5.5.4.2. Coupled Vibrations of Non-rotating Beam
........................................................ 88
5.5.4.3. Vibrations of Rotating Triply Coupled Beam
................................................. 93
CHAPTER 6:
CONCLUSION
...................................................................................................... 99
6.1. Concluding Remarks
............................................................................................................ 99
6.2. Comparison Between DFE and FEM
................................................................................... 101
5.3. Future Work
............................................................................................................................ 103
APPENDIX A:
ANALYTICAL SOLUTION FOR BEAMS UNCOUPLED VIBRATIONS ... 104
A. 1. Pure Bending Vibrations of a Clamed-Free Beam
............................................................... 104
A.2. Torsional Vibrations of a Cantilever Beam
......................................................................... 107
APPENDIX B:
COMPUTER PROGRAM, ALGORITHMS AND FUNCTIONS
................. 110
B.l. FEM Program and Algorithm
................................................................................................. 110
B.2. DFE Program and Algorithm
................................................................................................. 113
REFERENCES
............................................................................................................................................. 118 VIll Table of Contents: Author’s Declaration ................................................................................................................................. ii
Borrower’s Page
....................................................................................................................................... iii
Abstract
...................................................................................................................................................... iv
Acknowledgements
.................................................................................................................................. v
Dedication
.................................................................................................................................................. vi
Tables of Contents
................................................................................................................................... vii
List of Tables
............................................................................................................................................. ix
List of Illustrations
................................................................................................................................... xi
Nomenclature ............................................................................................................................................. xiii
CHAPTER 1:
INTRODUCTION
...................................................................................................... 1
1.1. Introduction
.............................................................................................................................. 1
1.2. Objective
................................................................................................................................. 4
1.3. Thesis Organization
............................................................................................................... 5
CHAPTER 2:
EQUATIONS OF MOTION GOVERNING COUPLED VIBRATIONS OF ... 7
ROTATING BEAMS
2.1. Introduction
.............................................................................................................................. 7
2.2. Model
...................................................................................................................................... 7
2.3. Assumptions
.......................................................................................................................... 8
2.4. Governing Differential Equations of Motion
......................................................................... 8
2.5. Boundary Conditions
............................................................................................................... 10
2.6. Equations of Motion for Dually Coupled Vibrations
.............................................................. 11
2.6.1. Coupled Bending-Bending Vibrations
......................................................................... 11
2.6.2. Coupled Bending-Torsion Vibrations
............................................................................ 12
CHAPTER 3:
SOLUTION OF EIGENPROBLEMS
................................................................... 14
3.1. Introduction
.............................................................................................................................. 14
3.2. Wittrick-Williams Method
...................................................................................................... 15
3.2.1. Theory
............................................................................................................................. 15
3.2.2. Application to the Beam Vibrations
............................................................................ 17
3.3. Solution of the Eigenproblem
................................................................................................ 20
CHAPTER 4:
FINITE ELEMENT METHOD
.............................................................................. 22
4.1. Introduction
............................................................................................................................... 22
4.2. Galerkin Method
..................................................................................................................... 22
4.3. Approximation Functions
....................................................................................................... 26
4.4. Derivation of System Eigenproblem
....................................................................................... 28
4.5. Numerical results
..................................................................................................................... 32
4.5.1. Pure Bending Vibrations of Uncoupled Beam
............................................................. 32
4.5.2. Coupled Bending-Torsion Vibrations
............................................................................ 34 Author’s Declaration ................................................................................................................................. ii
Borrower’s Page
....................................................................................................................................... iii
Abstract
...................................................................................................................................................... iv
Acknowledgements
.................................................................................................................................. v
Dedication
.................................................................................................................................................. vi
Tables of Contents
................................................................................................................................... vii
List of Tables
............................................................................................................................................. ix
List of Illustrations
................................................................................................................................... xi
Nomenclature ............................................................................................................................................. xiii List of Illustrations
................................................................................................................................... xi
Nomenclature ............................................................................................................................................. xiii
CHAPTER 1:
INTRODUCTION
...................................................................................................... 1
1.1. Introduction
.............................................................................................................................. 1
1.2. Objective
................................................................................................................................. 4
1.3. Thesis Organization
............................................................................................................... 5
CHAPTER 2:
EQUATIONS OF MOTION GOVERNING COUPLED VIBRATIONS OF ... 7
ROTATING BEAMS
2.1. Introduction
.............................................................................................................................. 7
2.2. Model
...................................................................................................................................... 7
2.3. Assumptions
.......................................................................................................................... 8
2.4. Governing Differential Equations of Motion
......................................................................... 8
2.5. Boundary Conditions
............................................................................................................... 10
2.6. Equations of Motion for Dually Coupled Vibrations
.............................................................. 11
2.6.1. Coupled Bending-Bending Vibrations
......................................................................... 11
2.6.2. Coupled Bending-Torsion Vibrations
............................................................................ 12
CHAPTER 3:
SOLUTION OF EIGENPROBLEMS
................................................................... 14
3 1
Introduction
14 4.1. Introduction
............................................................................................................................... 22
4.2. Galerkin Method
..................................................................................................................... 22
4.3. Approximation Functions
....................................................................................................... 26
4.4. Derivation of System Eigenproblem
....................................................................................... 28
4.5. Numerical results
..................................................................................................................... 32
4.5.1. Pure Bending Vibrations of Uncoupled Beam
............................................................. 32
4.5.2. Coupled Bending-Torsion Vibrations
............................................................................ Table of Contents: 34 Vll List of Tables: Table 4.1 :
The first five natural frequencies of out-of-plane vibration of a cantilever beam
33
Table 4.2:
The first six natural frequencies of coupled bending-torsion vibrations of a cantilever
36
beam
Table 4.3:
The mechanical and geometrical parameters of the three-beam wing
36
Table 4.4:
The first five natural frequencies of the three-beam aircraft wing
37
Table 4.5:
The bending-torsion natural frequencies of the cantilever beam (no axial load {T = 0))
40
Table 4.6:
The bending-torsion natural frequencies of the axially loaded cantilever beam
41
(r=-1790)
Table 4.7:
The bending-torsion natural frequencies of the pre-twisted clamped-free beam
42
Table 4.8:
The properties of the scaled propeller blade model WADC S-5, with hub radius ej = 6
44
(in) and blade length L = 18 (in)
Table 4.9:
The natural frequencies (Hz) of the first three modes of vibrations of propeller blade
45
WADC S-5
Table 4.10: The uncoupled bending, bending and torsion natural frequencies of the clamped-free
49
beam
Table 4.11: The coupled bending-bending-torsion natural frequencies of the pre-twisted cantilever
51
beam
Table 4.12: The bending-bending-torsion natural frequencies of the pre-twisted cantilever rotating
53
blade, 0 = 0 (rpm)
Table 4.13: The bending-bending-torsion natural frequencies of the pre-twisted cantilever rotating
53
blade, 0 =360 (rpm)
Table 5.1:
The first five natural frequencies of out-of-plane vibration of a cantilever beam
69
calculated by DFE
Table 5.2:
The first six natural frequencies of coupled bending-torsion vibrations of a cantilever
71
beam
Table 5.3:
The first five natural frequencies of the three-beam aircraft wing obtained by DFE
72
Table 5.4:
The bending-torsion coupled natural frequencies of the clamped-free beam
73
Table 5.5:
The bending-torsion natural frequencies of the cantilever beam (no axial load (7= 0))
77
Table 5.6:
The bending-torsion natural frequencies of the axially loaded cantilever beam
77
(7=-1790 N)
Table 5.7:
The uncoupled in- and out-of-plane bending natural frequencies of the cantilever
80
beam IX Table 5.8:
The coupled bending-bending natural frequencies of a rotating cantilever beam,
82
ft = 5 (rad/s)
Table 5.9:
The coupled bending-bending natural frequencies of the rotating beam
84
Table 5.10: The first three natural frequencies (Hz) of vibrations of propeller blade WADC S~5
86
(DFE method)
Table 5.11: The triply coupled bending-bending-torsion natural frequencies of the pre-twisted
90
clamped-free beam
Table 5.12: The triply coupled bending-bending-torsion natural frequencies of the pre-twisted
94
rotating beam, ft = 360 (rpm)
Table 5.13: The triply coupled bending-bending-torsion natural frequencies of the twisted
96
rotating blade , ft =360 (rpm)
Table 5.14: The triply coupled bending-bending-torsion natural frequencies of the piecewise
97
uniform twisted rotating blade, ft = 360 (rpm)
Table A. Table of Contents: 1 :
The weighted and normalized natural frequencies, ctfJL and co„, for a cantilever beam
106
obtained by analytical solution List of Figures: Figure 2.1 :
The beam configuration and geometrical parameters
8
Figure 3.1:
The determinant of stiffness matrix versus frequency
18
Figure 3.2:
The sign count of stiffness matrix versus frequency
19
Figure 3.3 :
The variation o f v e r s u s frequency
19
Figure 4.1:
The element’s nodal variables
25
Figure 4.2:
The transformation from physical coordinate to reference element coordinate
27
Figure 4.3:
The first three modes of out-of-plane vibrations of a cantilever beam based on FEM
34
method
Figure 4.4:
The three-beam airplane wing with coordinate system and geometry
37
Figure 4.5:
The FEM convergence results for three-beam wing
38
Figure 4.6:
The dually coupled bending-torsion coupled beam cross-sectional geometry
40
Figure 4.7:
The first eight modes of the WADC S-5 propeller blade for 12 = 0
46
Figure 4.8:
The first eight mode shapes of the WADC S-5 propeller blade for 12 = 1567 rpm
47
Figure 4.9:
The first eight mode shapes of the WADC S-5 propeller blade for 12 = 5884 rpm
48
Figure 4.10: The FEM convergence results for non-rotating triply coupled beam
51
Figure 4.11: The effect of rotary speed on frequencies and modes of triply coupled rotating blade
54
Figure 5.1:
The beam bending shape functions calculated at its first four natural frequencies
61
Figure 5.2:
The first three out-of-plane modes of vibrations for a cantilever beam based on DFE
69
method
Figure 5.3:
The DFE method convergence results for coupled bending-torsion vibrations
73
Figure 5.4:
The comparison between the DFE and FEM convergence for coupled bending-torsion
74
free vibrations XI Figure 5.5:
The DFE results for the first five modes of coupled bending-torsion vibrations for a
cantilever beam; flap (bending) displacements
74
Figure 5.6:
The DFE results for the first five modes of coupled bending-torsion vibrations for a
cantilever beam; torsional displacements
75
Figure 5.7:
The DFE convergence results for axially loaded cantilever coupled beam
(T = -1790N)
78
Figure 5.8:
The effect of axial force on natural frequencies of a clamped-free beam bending-
bending vibrations
81
Figure 5.9:
The DFE convergence results for bending-bending vibrations of a rotating beam
82
Figure 5.10:
The effect of rotating speed on natural frequencies for clamped-free beam bending-
bending vibrations
83
Figure 5.11:
The first eight mode shapes of bending-bending vibrations of a clamped-free rotating
beam
85
Figure 5.12:
The comparison between the DFE and FEM convergence for non-rotating triply
coupled beam
91
Figure 5.13:
The first three modes of vibrations of non-rotating triply coupled beam
92
Figure 5.14:
The DFE convergence results for rotating triply coupled beam
94
Figure 5.15:
The modes of vibrations for a triply coupled rotating beam
95
Figure 5.16:
The model for piecewise uniform beam
97
Figure B.l:
The Algorithm of main program of FEM method for calculation of natural frequencies
111
Figure B.2:
The Algorithm of the program which calculates the mode shapes, used for the FEM
method
112
Figure B.3:
The main DFE fimction bisection algorithm
114
Figure B.4:
The algorithm of calculation ofJ(j(a)
116 XII NOMENCLATURE: W , {Ov}, {at}
Non-nodal parameters
^<fh
Constant parameters in uncoupled stijfness matrix
Dfw> Dfv
Denominators of element stijfness matrices
DEV
Deviator matrix
e
Off set beam root
ei
Eccentricity between elastic center and center o f mass
E
Modulus o f elasticity
{F}
Perturbed force
GJ
Torsion rigidity
I y > -^z > ^ xy ’ ^a
Mass moments o f inertia
j> jOt jm> jh jf
Parameters used in Wittrick-Williams method
J
Jacobian
r^e ire jre jre
A. } A | ,
j A j
Element stiffness matrices
K
Beam stiffness matrix
W
Dynamic (frequency dependent) stiffness matrix
L
Length o f beam
l e ,l
Element length
m
Mass per unit length
M"
Element mass matrix
M
Beam mass matrix
Mx
Torque along x axis
M ^M x
Bending moments
Ns-. Shape function for bending in z direction
Fg-v
Shape function for bending in y direction
Shape function for torsion along x axis
<P(ÿ>f, <P(ÿ>t
Vectors of basis functions for flexural and torsional di:
s { K m
Sign count o f matrix K(w)
T, T(x)
Axial load / Centrifugal force
{«}
Nodal displacement
{Un}
Element nodal displacement
V
Cord-wise displacement (in y direction)
Vy,V,
Shear forces Xlll Xlll w
Flap-wise displacement (in z direction)
W
Total virtual work
Wint
Virtual work done by internal forces (stresses)
Wext
Virtual work done by external forces
Wf.w, fVfv,
Virtual work of flexural and torsion displacements
X
Physical coordinate
Kmi, Hm2. Km
Radius o f gyration
ÔU, ÔW, ÔV, Ô4>
Virtual displacements
a, P
Element frequency dependent parameters for bending vibrations
4>
Torsion displacement
6
Pre-twisting angle
T
Element frequency dependent parameter for torsional vibrations
CO, CO/., w*
Natural frequencies
CO *
Trial natural frequency
CO/. Lower natural frequency
co„
Upper natural frequency
Q
Angular (rotating) velocity of beam
^
Element coordinate w
Flap-wise displacement (in z direction)
W
Total virtual work
Wint
Virtual work done by internal forces (stresses)
Wext
Virtual work done by external forces
Wf.w, fVfv,
Virtual work of flexural and torsion displacements
X
Physical coordinate
Kmi, Hm2. Km
Radius o f gyration
ÔU, ÔW, ÔV, Ô4>
Virtual displacements
a, P
Element frequency dependent parameters for bending vibrations
4>
Torsion displacement
6
Pre-twisting angle
T
Element frequency dependent parameter for torsional vibrations
CO, CO/., w*
Natural frequencies
CO *
Trial natural frequency
CO/. Lower natural frequency
co„
Upper natural frequency
Q
Angular (rotating) velocity of beam
^
Element coordinate XIV 1.1.
Introduction The study of the dynamic behaviour of flexible structures is an intrinsic part of
design of such systems. The determination of dynamic characteristics of structures is very
important in many terrestrial engineering applications, such as automotive industries,
industrial robots design and automations, buildings and bridges, and aerospace structural
problems such as fixed and rotary aircraft wings and structures, control surfaces, satellite
antenna and solar and many more simple or complicated systems. In many cases, when
there is a source of vibration with variable frequency, the vibration behaviour of a system
is studied to avoid resonance in transient response, where design engineer is to find the
frequency spectrum of the system and check the interference of working frequencies and
the system natural frequencies. Besides, in many structural problems, the system modal analysis is also important,
especially when the design is subject to geometric considerations. For example, the nodes
locations in the natural modes could be used to define the supports. Also, the changes in
the boundary conditions can considerably affect the system’s natural frequencies. Beams vibration analysis plays a significant role in the investigation of the
dynamic behaviour of flexible structures, since many systems can be simply represented
by a beam model. Bridges, slender propellers blades, airplane wings and satellite
antennas are modeled, at least for the first few natural frequencies, as beam structures. Therefore, many research works have been carried out on the new analytical and
numerical methods for beam vibrations with different mechanical and geometrical
characteristics [1-13,15-25,27-30]. Beams exhibit different vibrational behaviours depending on their mechanical and
geometrical properties. A beam can undergo single or multiple bending (lateral)
vibrations, torsional vibrations, longitudinal vibrations and/or a combination of some or
all displacements. For the coupled systems, the differential equations governing the
structural vibrations are coupled. The coupled equations are widely used in modeling and
analysis of aeronautical systems, namely the aircraft wings and stator and rotary 1 compressor and turbine blades, etc. exhibiting coupled bending-bending, bending-torsion
or bending-bending-torsion vibrations. Houbolt and brooks (1956) [1] investigated the beam coupled vibrations by
formulating a rotating beam model with coupling between flap-wise bending, cord-wise
bending and torsion, where the beam has variable cross-sectional properties, twist angle
and is subjected to external aerodynamic lift and drag forces. The Euler-Bemoulli
bending and St. Venant torsion beam theories were considered where the shear
deformation and rotary inertia effects are neglected. 1.1.
Introduction Computers opened a new horizon to engineering problems and many researchers
then focused their efforts to develop numerical methods where the exact analytical
solutions to the system’s governing equations are not known. Murthy (1976) [2] used the
Transmission Matrix Method (TMM) to solve the triply coupled differential equations
governing the vibrations of twisted non-uniform blades. The state vector (satisfying the
differential equations) and backward transmission matrix were employed to form the
system’s eigenproblem. The eigenproblem was then solved to obtain natural frequencies
and mode shapes of the blade. In another attempt, Murthy used the Integrating Matrix
Method (IMM) to solve the bending-torsion coupled equations of rotating beams [3,4],
where equations are written in matrix form and are integrated to develop the system
eigenproblem. Lang and Nemat-Nasser (1979) [5] proposed a new quotient method to investigate
the out-of-plane, in-plane and torsional vibrations of pre-twisted non-uniform blades. This method is based on a variational statement of equations and can be used to find the
blade’s natural frequencies and mode shapes. Magari et al. (1987) [6] introduced a Finite Element Method (FEM) and the
Hermite bending shape functions were employed to solve the equations of motion for
triply coupled beam vibrations. The resulting equations were then solved using
MSC/NASTRAN program. The development of numerical methods was continued by
Surace et al. [16,17] and they investigated the bending-bending-torsion coupled beam
vibrations using the integral formulation based on Green functions (structural influence
functions). Besides the numerical approaches, there have also been some attempts to find the
analytical solutions of the differential equations governing the coupled beam dynamics. Based on the Dynamic Stiffness Matrix (DSM) method, Baneijee introduced the exact
solutions for different coupled bending-torsion beam vibrations [7-13] where the
Wittrick-Williams (W-W) root counting algorithm [14,15] was used to find the system’s
natural fi-equencies. The exact DSM solution is limited to simple problems and it cannot
be used to solve the complex beam geometries and configurations. Furthermore, many researches have also been focused on more advanced beam
theories to incorporate the effect of warping, shear deformation and rotary inertia, etc. Arpaci et al. [18] introduced an exact solution method for thin-walled open cross section
beams considering warping and rotary inertia effects. Subrahmanyam et al. [19]
presented an approach for beam vibrations analysis including the shear deformation,
rotary inertia, warping and thermal effects. 1.1.
Introduction This model can be used for turbine blades
where the beam does not satisfy Euler-Bemoulli assumptions and the thermal effects
must be taken into account [19]. The effect of warping on the axially loaded coupled
bending-torsion beam was investigated by Jun et al. [20]. As shown in this research,
ignoring the warping effect causes decrements in natural frequencies. Also, for higher
modes, the warping effect is more pronounced. The Dynamic Finite Element (DFE) method, first introduced by Hashemi (and his
coauthors) [21-25], represents an intermediate method between analytical exact DSM and
numerical FEM methods. In this approach, the Dynamic (frequency dependent)
Trigonometric Shape Functions (DTSF’s), employed as approximation functions, are
formulated based on the solution of beam uncoupled governing differential equations. Similar to the DSM method, the DFE produces a non-linear eigenvalue problem and the
Wittrick-Williams algorithm [14,15,26] can therefore be used to extract the natural
frequencies of the system. The DFE has been applied to the uncoupled flexural and
bending-torsion vibrations of uniform and non-uniform beams where the equations of
motion are geometrically and/or materially coupled, resulting in excellent convergence
rates [21-25]. It has been proven that the DFE combines the advantages of the FEM and DSM
methods and results in an accurate, flexible, and systematic method to determine the natural frequencies of beams and beam-like structures. The DFE can be advantageously
used for preliminary design of mechanical systems made of flexible beam assemblies,
where designer needs to portrait the general dynamic behaviour of the system with
acceptable accuracy before starting the detailed analysis and design. Complete modeling
of complex systems takes relatively long time and is expensive, and employing the DFE
especially for systems with repeated sub-structures can provides a versatile tool to depict
the dynamic characteristics of the system. 1.2.
Objective The objective of this thesis is to develop and validate a new DFE formulation for
triply coupled bending-bending-torsion vibrations of rotating and non-rotating beams. A
classical FEM approach is also presented and the two methods are compared. Both DFE
and FEM formulations are developed based on Galerkin-type weighted residual method
(WRM). Due to the nature of the DFE method, the resulting eigenproblem is nonlinear. A
dedicated Wittrick-Williams root counting algorithm [14,15,26] which provides a
powerful tool to evaluate the natural frequencies of nonlinear eigenproblems is
introduced. The method can then be implemented to investigate the natural frequencies
and corresponding modes of free vibrations of dually and triply coupled beams. The
method presented in this research is able to calculate the
eigenvalue (natural
frequency) of the resulting nonlinear eigenproblem. This research also investigates the coupled vibrations of flexible beams and the
effect of various geometric and dynamic parameters on the system behaviour. The
dynamic coupling (caused by rotating speed and/or constant axial load) and geometrical
coupling (caused by pre-twist angle and/or distance between mass and elastic center) are
studied by several illustrative examples and the natural frequencies and modes of free
vibrations of beams and rotating blades are evaluated. These examples provide a general
understanding and a better insight to the free vibrations of beams and blades. The DFE and FEM formulations presented in this research can be used to evaluate
the fundamental natural frequencies and the corresponding modes of a beam structure. In many engineering design problems, the designer needs to get a general idea about the
dynamic behaviour of the system even before a detailed and rigorous FEM analysis starts. In such cases, having a reliable, simple and accurate simulation tool is helpful. 1.3.
Thesis Organization In order to construct an accurate DFE formulation for the free vibration analysis
of blades, a progressive procedure is adopted. The modeling starts with the well-known
classic FEM method for beam's pure bending vibration and finally comes to an end with
a DFE model for coupled bending-bending-torsion vibrations of rotating blades. In Chapter 1, the importance of mechanical vibrations and the vibration analysis
of flexible structures, in general, and the coupled beam vibrations, in particular, are
briefly discussed. Some of the numerical methods used in analysis of rotating and non
rotating beams are reviewed, and the DFE as a bridge between exact solution method
(DSM) and finite element method (FEM) is outlined. In Chapter 2, the equations of motions for the coupled flap-wise, cord-wise and
torsional vibrations of rotating beams along with the boundary conditions are presented. The Euler-Bemoulli bending and St. Venant torsion beam theories are considered where
the shear deformation, rotary inertia and warping are neglected. The equations are
coupled due to the geometrical and mechanical properties and the dynamics of the beam. Then equations of motion and the boundary conditions for coupled bending-torsion and
bending-bending vibrations are extracted from the triply coupled equations. In Chapter 3, a dedicated Wittrick-Williams root counting algorithm for
calculation of natural frequencies of a flexible structure is discussed. The solution
methodology is explained for the non-linear eigenvalue problems resulting from the
frequency dependent element dynamic stiffness matrices. As it is then briefly discussed,
the corresponding modes of coupled vibration can be extracted using a perturbation
technique. In Chapter 4, the Galerkin based finite element methodology is described and the
coupled equations of motion along with static Hermite polynomial shape functions are used to derive the FEM method. The FEM approach then is applied to the triply coupled
beams as well as coupled bending-torsion and bending-bending beams to verify the
solution method. In Chapter 5, the Dynamie Finite Element (DFE) formulation is introduced. The
Dynamic Trigonometric Shape Functions (DTSF’s) are used to form the frequency
dependent stiffness matrix. The Wittrick-Williams root counting method is then
employed to find the natural fi-equencies. Some illustrative examples of dually and triply
coupled beams are then discussed to prove the validity of the method. In concluding Chapter 6, the formulations introduced in this research work are
reviewed. A comparative study between DFE and FEM methods is then provided, where
the advantages of each method are highlighted. 1.3.
Thesis Organization At the end, the direction and future of the
research is stated. In appendix A, the solutions of uncoupled bending and torsion vibrations of a
cantilever beam are derived. The solutions are used to develop Dynamic Trigonometric
Shape Functions for DFE method. Appendix B introduces the program logic and the algorithm for FEM and DFE
methods, and explains the differences between two programs. Also the functions which
have been developed and used in the FEM and DEF programs are discussed. 2.1.
Introduction The governing differential equations of motion for coupled vibrations of rotating
beams incorporating different levels of complexity bave been introduced in several
occasions [1,16,22,23,25]. The proposed models bave been developed using different
methods and consist of one or more geometric/dynamic parameters leading the coupling
between equations of motion. Regardless of the derivation method, the resulting general
equations can be easily reduced to special cases such as constant twisting angle, non
rotating beam with constant tension, rotating beam without eccentricity, coupled bending-
torsion [2,16], bending-bending [2,16,27] and the simple case of uncoupled bending and
torsion vibrations of a beam [34]. 2.2.
Model A cantilever rotating beam (Figure 2.1) with length L, and an offset ej from
rotating axis (i.e. bub radius), distance e between mass centroid and elastic (shear) center
and rigid cross-section is the basis of the model. All rigidities are assumed to be constant,
or piecewise constant, along x-axis. The rigidities are; flexural rigidities EI^, Ely, Ely,
and Torsional rigidity GJ. The rigidities can be determined experimentally or
theoretically. The beam has a pre-twist angle 6. 2.3.
Assumptions The Euler-Bemoulli bending and St. Venant shear beam theories are exploited. The shear deformation, the rotary inertia effect, warping and thermal effects are
neglected. The small linear displacements are considered, the axial displacements are
neglected and the bending slope is set equal to the derivative of bending displacement
with respect to spatial variable x. (a) (a)
C.E. c .a
(b)
(c)
Figure 2.1: The beam configuration and geometrical parameters. C.E. c .a
(b) (c) (b) (a) (b) Figure 2.1: The beam configuration and geometrical parameters. The beam undergoes three displacements: rv and v are out-of-plane and in-plane
displacements, respectively, associated with bending vibrations in two directions and ^ is
the rotational displacement associated with torsion. 2.4.
Governing Differential Equations of Motion There have been many studies to derive the differential equations governing the
free vibrations of rotating blades. Houbolt and Brooks [1] followed the stress-strain
analysis in which the longitudinal strains are expressed in terms of two perpendicular
bending displacements and torsional displacement. The stress is then integrated over the beam cross sectional area to evaluate the flap-wise, cord-wise and torsion moments at any
section of the beam. The resulting internal and external moments and forces are used in
Newton’s second law to relate the forces with accelerations. The Newton’s second law
results in the final differential equations of motion. Magari et al. [6] employed the
Hamilton’s principle in which the action function is minimized in the time interval, and
the internal potential energy and kinetic energy are calculated in terms of displacements. Using any of these two methods, the displacements are functions of time (t) and .v and
final differential equations of motion consist of time and spatial partial derivatives. Using
separation of variables technique and based on the simple harmonic motion assumption,
one can get the final spatial differential equations, governing the free vibrations of
rotating beams as follow: (Ely
+ El y
y - (Twy - [çyem(x + e, )<t> cos 0]'
- aym(w+e(j) cos 0) = 0
2.1 2.1 (Ely + El y
” - (Tv')' + [Q^em(x + e, )f)sin 0]'
+ Çy em(j) sin 0 - y m(v-e(j)S\n 9 ) -Ç y m v = 0
2.2 (Ely + El y
” - (Tv')' + [Q^em(x + e, )f)sin 0]'
+ Çy em(j) sin 0 - y m(v-e(j)S\n 9 ) -Ç y m v = 0
2.2 2.2 - (GJ<j)'y - Q^em(x + e^ )(v' sin 0 - w ' cos 0)
+ Cyemvsin0 + Q^m(Kl2 -K"2,)^cos2^
2.3
-û)^7«/£r^^ + <y^effj(vsin^-vvcos^) = 0 2.3 where “ ' ” represents the differentiation with respect to x, 0^ is a result of two times
differentiation with respect to time, ft is the angular (rotating) velocity of the beam about
z-axis, m is the mass per unit length of the beam and T, the tensile axial force acting on
the beam, is the centrifugal force and is calculated at any point of beam from: T(x)= ^ Q^m(x + e, )dx
2.4 2.4 One can see that the differential equations (2.1) to (2.3) are coupled due to the geometric
parameters e and 9, and the dynamic parameters fl. 2.6.
Equations of Motion for Dually Coupled Vibrations As already stated, the triply coupled differential equations of beam vibrations
(2.1) to (2.3) and the boundary conditions (2.5) to (2.11) can be used to derive the
differential equations of motions for dually coupled vibrations of a beam. 2.5.
Boundary Conditions For free vibrations of a cantilever beam, all displacements at the clamped end, and
the internal forces and moments at free end are equal to zero. The boundary conditions
for a clamped-free beam are: v = w = ^ = v' = w' = 0
25
= My =
=Vy =V^ =0
2.6 v = w = ^ = v' = w' = 0
25 v = w = ^ = v' = w' = 0 Atx = 0: 25 25 And at jc = Z,:
= My =
=Vy =V^ =0
2.6 = My =
=Vy =V^ =0
2.6 2.6 where Mx, My and
are internal moments about x, y and z axes, respectively, and Vy
and Fj represent internal shear forces inj; and z directions. where Mx, My and
are internal moments about x, y and z axes, respectively, and Vy
and Fj represent internal shear forces inj; and z directions. For uncoupled beam equations, shear forces and moments expressions are
reported in any solid mechanics textbook, but for coupled vibrations, shear forces and
moments are to be calculated considering the coupling terms. The internal forces and
moments at any point along the beam length are then calculated from following
equations [1]: Fj = —{ElyW + El^yVy + Tw' + {Çî^em{x + )ÿ)cos^)
2 7 2 7 2 7 Vy =
+ E l y y +Tv’ -
+e, )ip sin 6)
2.8 = GJ(j)'
2.9
My = ElyW" + E l y
2.10
M ^ = E i y + E
i y
2.11 = GJ(j)' My = ElyW" + E l y
M ^ = E i y + E
i y My = ElyW" + E l y 10 The equations (2.1) to (2.3) and the boundary conditions (2.5) to (2.11) fully
define the dynamic behaviour of flexible linear rotating beams and are exploited in next
chapters to find the natural frequencies and mode shapes of the triply coupled beams
vibrations. 2.6.1. Coupled Bending-Bending Vibrations The coupled flap-wise and cord-wise bending vibrations of a rotating beam are
governed by the following differential equations: {ElyW +
- (Tw'y - m^mw = 0
2.12
{Ely + EI^^w)" - {Tv'y - y m v - Q}mv = 0
2.13 {ElyW +
- (Tw'y - m^mw = 0
2.12 {Ely + EI^^w)" - {Tv'y - y m v - Q}mv = 0
2.13 Obtained by setting ç to zero in equations (2.1) and (2.2). The boundary conditions at
free end, in this case, reduce to following form: = -{E ly
-h E l^v”y + Tw' = 0
2.14
Vy = -{EI^w" + E i y y + Tv' = 0
2.15
M y = E i y + EI^v" = 0
2.16 = -{E ly
-h E l^v”y + Tw' = 0
2.14 Vy = -{EI^w" + E i y y + Tv' = 0
2.15
M y = E i y + EI^v" = 0
2.16 Vy = -{EI^w" + E i y y + Tv' = 0 M y = E i y + EI^v" = 0
2.16 11 M ^ = EI^v” + EI^w" = 0
2.17 M ^ = EI^v” + EI^w" = 0 2.17 One can see that the angular velocity of the beam, ft, doesn’t have any contribution in
coupling terms and only appears in the expression for centrifugal force (see equation 2.9),
T, and the coupling between two in-plane and out-of-plane of rotation lateral
displacements is related to asymmetric term El^y. Also, the eccentricity e disappears
when torsional displacement <j> vanishes. It means that the eccentricity between centroid
and elastic center doesn’t affect the bending-bending coupled equations. It is also to be noted that out-of-plane flap vibrations are only affected by
centrifugal effect (TwY, whereas the in-plane displacement is related to the centripetal
term, -ft^wv, as well. The centrifugal term increases the beam stiffness in both
directions, while the centripetal term, due to the negative sign, decreases the stiffness in
in-plane direction and causes decrement in cord-wise mode frequencies. 2.6.2. Coupled Bending-Torsion Vibrations The differential equations governing the coupled bending-torsion vibrations can
be extracted from the triply coupled general case by setting v = 0: (El y
y - (Tw'y - [n^em(x+e, )^cos ey
— a>^m(w+e(f> cos 0) = O
2.18 2.18 -{GJ(f>y + Ç1 em{x + e^)Wcos9 -CO emwcosO
+ Q}m(Kl^ -Kly)<l)cos2e-ûymKl(l> = 0
2.19 -{GJ(f>y + Ç1 em{x + e^)Wcos9 -CO emwcosO
+ Q}m(Kl^ -Kly)<l)cos2e-ûymKl(l> = 0 -{GJ(f>y + Ç1 em{x + e^)Wcos9 -CO emwcosO
+ Q}m(Kl^ -Kly)<l)cos2e-ûymKl(l> = 0 2.19 where, in this case, the boundary conditions at free end are: where, in this case, the boundary conditions at free end are: 12 =-(-£’/j.w*)' + rw' + (Q^e/;j(x + e,)^cos0) = O
2.20 =-(-£’/j.w*)' + rw' + (Q^e/;j(x + e,)^cos0) = O =-(-£’/j.w*)' + rw' + (Q^e/;j(x + e,)^cos0) = O 2.20 M ^ = GJ(f)' = 0
2.21
My=EIyW" = 0
2.22 M ^ = GJ(f)' = 0
2.21 M ^ = GJ(f)' = 0 2.21 My=EIyW" = 0
2.22 My=EIyW" = 0
2.22 2.22 The coupling occurs because of non-coincident shear and mass axes {e ?^0) and
the beam rotating speed 0 . Even though the pre-twist angle d appears in coupling term,
but it doesn’t have direct contribution in these terms. In words, if 0 vanishes, the nature
of equations will not change. In this chapter the differential equations of motion governing the triply and dually
coupled vibrations of rotating beams were presented. In Chapter 3, the Wittrick-Williams
root counting method, used to evaluate the natural frequencies of an eigenproblem, will
be presented. Then, in Chapter 4 and 5, the governing differential equations of motion
introduced in this chapter are solved, using the FEM and DFE methods, respectively, to
evaluate the natural frequencies and modes of rotating and non-rotating beams. 13 3.2.
Wittrick-Williams (W-W) Method As already stated, both the DSM and DFE methods lead to a nonlinear
eigenproblem due to the fact that the approximation functions and the element stiffiiess
matrices are frequency dependent. In this case, the coefficient matrix in (3.3) is the
nonlinear frequency dependent dynamic stiffness matrix, [.4(X)] = [Æ(w)]. The Wittrick-
Williams (W-W) root counting algorithm [14,15] can then be exploited to find all natural
frequencies lying below a trial frequency u*. The advantage of W-W approach is that for
the periodic structures and systems composed of sub-structures, the natural frequencies of
sub-structures and poles of the system can also be calculated. Besides, the constrained
nodes and special boundary conditions which produce repeated frequencies can also be
studied [15]. 3.1.
Introduction Many engineering problems, such as buckling and vibration analyses of flexible
structures, lead to one of the following equations; =
3.1
[A]{x} = X{x}
3.2
[^(A)]{x} = 0
3.3 =
3.1
[A]{x} = X{x}
3.2
[^(A)]{x} = 0
3.3 3.3 known as eigenvalue problems or simply eigenproblems. Here [A], [B] and [^(X)] are
/ix« matrices; {x} is an n dimensional vector; {x} and Xare eigenvector and eigenvalue,
respectively. When li4] and [B] are constant, the above equation is called a linear
eigenproblem (see (3.1) and (3.2)), whereas X-dependent components lead to a nonlinear
eigenproblem (3.3). In vibration analysis of flexible structures, the eigenvalues and
eigenvectors are equivalent to natural frequencies and mode shapes, respectively, where
X= co^. There exist several well-known iterative numerical algorithms established to find
the eigenvalues and eigenvectors of the linear eigenproblems. The approach introduced in
this chapter, developed by Wittrick and Williams [14, 15, 27], provides a powerful and
robust tool for, but is not limited to, nonlinear eigenproblems of form (3.3), where the
coefficient matrix [i4(co)j is frequency dependent and other algorithms may skip some
natural frequencies. 14 iy = the largest integer < a^/jt iy = the largest integer < a^/jt 3.11 Df,y and
are the denominators of the element stiffness matrix for in-plane, v, and out-
of-plane, w, flexural displacements, respectively and a and r are element frequency
dependent parameters [21]. Df,y and
are the denominators of the element stiffness matrix for in-plane, v, and out-
of-plane, w, flexural displacements, respectively and a and r are element frequency
dependent parameters [21]. Thus, by exploiting the equations (3.4) to (3.11), it is possible to converge on any
required natural frequencies, given the fact that the expressions for the dynamic stiffness
matrix and the clamped-clamped natural frequencies are known. 3.2.1. Theory For a flexible structure, there are two possible solutions pertaining to the equation
\K„((o)\{un}=0: \K„((o)\{un}=0: a) \\Kn(o})\\ = 0, where {u„} ^Ois one set of solution, b) \[K„((o)]\ = 00, where {«„} = 0 corresponds to the case where displacements
{u„} are ‘constrained nodes’ or nodes in the natural modes of vibrations. [K„((o)]\ = 00, where {«„} = 0 corresponds to the case where displacements b) \[K„((o)]\ = 00, where {«„} = 0 corresponds to the case where displacements
{u } are ‘constrained nodes’ or nodes in the natural modes of vibrations )
[
(( )]
,
{ „}
p
p
{u„} are ‘constrained nodes’ or nodes in the natural modes of vibrations. {u„} are ‘constrained nodes’ or nodes in the natural modes of vibrations. Suppose that (o denotes the natural frequency of the structure. Then, it is known
that j, the number of natural frequencies of the system between zero and o)*, as (o
increases, is given by: 15 where lK(û)*J] is the overall dynamic (frequency dependent) stiffiiess matrix evaluated at
Û) = Û)*, and s([K(û>*)]) is the number of negative elements on the leading diagonal of
and [K('co*J]^ is the upper triangular matrix obtained by applying the standard
Gauss elimination method to the [li'fû))] with no column interchange. Jo is the number of
natural frequencies of the structure still lying between co = 0 and co = cd* when
displacement components to which [K(co)] corresponds are all zero (in such a case, the
beam can still have natural frequencies when all its nodes are clamped, because the
formulation allows each individual (beam) element to have an infinite number of degrees
of freedom between nodes). Thus; NE
Jo - ^ J m
3.5
m=l 3.5 where ]„ is the number of natural frequencies between co= 0 and o)= co* for an element
with its ends clamped, while the summation extends over all elements. where ]„ is the number of natural frequencies between co= 0 and o)= co* for an element
with its ends clamped, while the summation extends over all elements. It can be shown [14] that ]„ for the case of coupled bending-bending-torsion
vibrations is calculated as: where: Jt = the largest integer < x/n 3.7 /h. = the largest integer < a j n 3.9 /h. 3.2.1. Theory = the largest integer < a j n 16 jf,v - K ~ ~ [1 + (-I)'' sgn(Z)^ J ]
3 3.10 iy = the largest integer < a^/jt
3.11 3.2.2. Application to the Beam Vibrations A beam with uncoupled out-of-plane vibrations is used to demonstrate Wittrick-
Williams method. The equation of motion for a cantilever beam with out of plane flexural
vibrations is: {ElyW"y — oP'mw = 0
3.12 3.12 After applying the natural (force) boundary conditions, using the DFE or DSM
method [21], the final eigenproblem can be written as: [K(co)]{u} = 0
3.13 3.13 For a one-element beam model, the natural frequencies are obtained when the
determinant of stiffiiess matrix, {K(a))\, vanishes. In other words, when the \K((o)] 17 determinant is plotted versus frequency (Figure 3.1), the intersections between the curve
and o-axis are the natural frequencies. It can be seen from Figure 3.1 that between the
second and third natural frequencies there exist two poles, where
oo. ' 1
1
,
'
1
1
1
1
1
1
0
10
20
30
40
50
60
omega (fad/s)
,
‘
. . - ":.%70 :
.^.1000
•
( 0
f
•'t
-1000
•
-20Ô0
-■S(D -3000
<D
■Si
xjî:
rig -4000
-5000
j,
,
. -6000
‘
r-7000
#
#
#
; ' -8000
Figure 3.1: The determinant of stiffness matrix versus frequency. Figure 3.1: The determinant of stiffness matrix versus frequency. Investigation of the parameters s[K(w)\ and
shows that these numbers can
change independently. The variation of sign count of stiffiiess matrix, s\K(i^)\, for a beam
with one element is shown in Figure 3.2: 18 _
^ ,:-2
. L 1.8
i 1.4
. % * ^ ,. ■
s 1-2
•
;
:< I "
. ,.3:0.6
0.4
-, ' 0.2
' O'—T-
•>„-'5
101
: , ' 15
-
20': '
25
ilKSO;
- . -
i-> rZ ' ^ omega (rad/s)
; . 'j; \
^
Figure 3.2: The sign count of stiffness matrix versus frequency. Figure 3.2: The sign count of stiffness matrix versus frequency. and jf,w varies as shown in Figure 3.3: and jf,w varies as shown in Figure 3.3: 10
i 20 ; . : 30 '
: 40
' ■ :v - ,
) . .'omega(rad/s)
-Sfli
Figure 3.3: The variation of jf,„ versus frequency. 10
i 20 ; . : 30 '
: 40
' ■ :v - ,
) . .'omega(rad/s)
-Sfli Figure 3.3: The variation of jf,„ versus frequency. 19 Gloser look at Figures (3.1), (3.2) and (3.3) shows that the first and second natural
frequencies can be obtained by checking the sign count, that means before the first
natural frequency, the sign count is zero and at w = W; it jumps to 1. This jump is
repeated after the second natural fi’equency
but immediately after
sign count
decreases as one unit, and this decrement is compensated by j/,w (which is equal to jo
when there is only one bending element) which jumps to 1. The summation of sign count
and jf,w however remain equal to 2. It means that regardless of individual changes of
s[Æ(w)] and jo, the total j changes only at each natural frequency by one unit [15]. The Wittrick-Williams method, demonstrated in this section, can be used for
cases of linear and/or non-linear eigenproblems. This method provides a powerful tool
especially for nonlinear problems, for the periodic structures and those exhibiting
repeated natural frequencies [15]. 3.3.
Solution of the Eigenproblem By implementing the Wittrick-Williams approach, a simple bisection algorithm
can be employed to converge to the
natural frequency [14]. The algorithm has been
introduced in Appendix B and starts with two arbitrary initial upper and lower
frequencies, w„ and w,. A trial frequency w* then is selected and the j number,
corresponding to the
natural frequency, is calculated. The co * changes in the way that
the difference between co„ and co/ decreases and they converge with any desirable
accuracy to the i'* natural frequency co,-. Once the natural frequencies are known, the corresponding desired mode shapes
can then be calculated by perturbation method. By definition, the dynamic stiffiiess
matrix cannot be inverted due to its zero determinant at any natural fi'equencies. To
obtain a non-trivial solution, the frequency variable is manipulated so that the fi-equency
dependent stiffness matrix is altered slightly (in this case 10''° is considered as
perturbation factor which guarantees the desirable accuracy). This perturbation must be
small enough to prevent significant deviation in solution: 2 0 û) , =<y,.(l + 10-‘°)
3.14 û) , =<y,.(l + 10-‘°) 3.14 where w / is the altered
natural frequency, and eigenvalue equation can be written: where w / is the altered
natural frequency, and eigenvalue equation can be written: where w / is the altered
natural frequency, and eigenvalue equation can be written: where w / is the altered
natural frequency, and eigenvalue equation can be written: where w / is the altered
natural frequency, and eigenvalue equation can be written: [^ (6)‘,)]{w,} = {F}
3.15 3.15 where Fj{ j= \ to /i), the components of zero force function {F}, are slightly altered from
zero. where Fj{ j= \ to /i), the components of zero force function {F}, are slightly altered from
zero. F% =10-'°
3.16 F% =10-'°
3.16 3.16 F%
10
3.16 The eigenvectors can be evaluated by manipulating equation as: The eigenvectors can be evaluated by manipulating equation as: The eigenvectors can be evaluated by manipulating equation as: }
3.17 3.17 The order of perturbation of the natural frequency, «*/, and the force vector
depends on the numerical precision. Using double precision, the lO"’ order perturbation is
acceptable to accurately describe the modes of deformation. The Wittrick-Williams algorithm provides an accurate and robust tool to evaluate
the natural frequencies of a nonlinear eigenproblem as well as linear eigenproblems. 4.1.
Introduction Finite Element Methodology (FEM) is one of the most powerful numerical
methods widely used to solve the problems of complicated geometry and/or mechanical
properties, where the analytical solutions are not always available. In vibration analysis
of a beam there are many different approaches using the FEM (see for example
[6,17,28,29,30]). Each of these methods transforms the differential equations of motion
into an algebraic eigenvalue problem. The approach presented in this work is based on
the Galerkin method and a one dimensional 2-node beam element. 3.3.
Solution of the Eigenproblem Using this algorithm, one can approximate any individual natural frequency and the
solution can converge to the theoretical value by any desirable accuracy. This method
will be used in Chapter 5, where the DFE formulation produces a nonlinear dynamic
(frequency dependent) stiffness matrix. In next chapter. Chapter 4, the FEM formulations
based on Galerkin-type weighted residual method will be developed to solve the
governing differential equations of motion for dually and triply coupled vibrations of
beams. 21 4.2.
Galerkin Method Galerkin FEM, based on the weighted residual method, is an accurate tool with
high rate of convergence used in analysis of mechanical and structural systems. Substituting the approximation functions into the differential equations results in a
residual for each equation, due to the fact that the approximation functions are not the
exact solutions. In Galerkin method, the approximation functions are forced to be
orthogonal to the residual of equations to minimize the error, and the orthogonality
conditions result in algebraic equations [31]. In what follows, the FEM formulation with
application to the free vibrations analysis of triply coupled rotating beams is established. Equations (2.1) to (2.3) can be written in following general from: Z,(w,v,(^) = 0
L^(w,v,4i) = Q
4.1
L^{yv,v,^) = 0 4.1 2 2 where Li, L2 and L 3 are linear differential operators. As already explained, the
approximation solutions, w'', v" and
result in a residual for each equation, as: where Li, L2 and L 3 are linear differential operators. As already explained, the
approximation solutions, w'', v" and
result in a residual for each equation, as: L,(w,vJ) = R,
4.2
Z3 (vv, V, L,(w,vJ) = R,
4.2
Z3 (vv, V, L,(w,vJ) = R,
Z3 (vv, V, 4.2 and to satisfy the orthogonality conditions: and to satisfy the orthogonality conditions: and to satisfy the orthogonality conditions: 8w{L^{w,v,(l))}dx = 0
^ ôv{L 2 {yv,v,(j))}dx = 0
4.3
^ 5(f> {L^{w,v,(j))}dx = 0 4.3 Closer look at equations (4.3) shows that the LHS of equations represents the
virtual work done by each displacement [31]: " ^Sw{L^{^v,v,(|))}dx
Wj-^ = ^ 8 v { l 2 (w,v,^)}dx
4.4 4.4 Since each integral in (4.3) vanishes, the summation of these integrals also
vanishes: 23 23 where in the absence of external forces (i.e., free vibrations), the total virtual work is
equal to internal virtual work; where in the absence of external forces (i.e., free vibrations), the total virtual work is
equal to internal virtual work; IF =
- 0
4.6 IF =
- 0 4.6 One can see that the implementation of Galerkin weak formulation also satisfies the
principle of virtual work. One can see that the implementation of Galerkin weak formulation also satisfies the
principle of virtual work. 4.2.
Galerkin Method After substituting the equations (2.1), (2.2) and (2.3) into flexural and torsional
virtual work of equations (4.4), and to satisfy the natural boundary conditions, the
appropriate number of integration by parts should be applied to the terms which produce
the shear forces and moments of (2.7) to (2.11): = I" {Sw\EIyW'' +El ^v'') + ôw'{Tw’) + Sw'[n^em{x + e^)^ cose]
- Sw[o)^m{w +
cos 9)'\}dx
+ [5w {{E iy + EI^v")'- (Tw’) - (n^em(x + e,
cos 0)]]^"
+ [-^w'(£/,w'' + £/^^v")]J
4.7 - Sw[o)^m{w +
cos 9)'\}dx
+ [5w {{E iy + EI^v")'- (Tw’) - (n^em(x + e,
cos 0)]]^"
+ [-^w'(£/,w'' + £/^^v")]J
4.7 4.7 {Sv"(E/^v'' + EI^w") + 5v\Tv') - Sv'[Q^em{x + e,)f) sin 9]
+ 5v[€l^em <l>sm 6 - œ ^m{v - e<j) sin 6) - Çl^mv]]dx
+
+ El^w”)' - {Tv') + {Çl^em{x + e,)(^ sin 0)]]^
+ [-S v '{E iy + EI^w'')\
4.8 {Sv"(E/^v'' + EI^w") + 5v\Tv') - Sv'[Q^em{x + e,)f) sin 9]
+ 5v[€l^em <l>sm 6 - œ ^m{v - e<j) sin 6) - Çl^mv]]dx
+
+ El^w”)' - {Tv') + {Çl^em{x + e,)(^ sin 0)]]^
+ [-S v '{E iy + EI^w'')\
4.8 4.8 W, ^ = ^ {0<l>'{GJ<l>') - S<j>[D.^em{x + e, )(v'sin 9 - w'cos 9) - Cl^emv sin 9
- Q^w(v^2 - /c^,)^cos 29 + ymKl^cj) - ûJ^e7M(vsin 9 - wcos 9))}dx
4.9 W, ^ = ^ {0<l>'{GJ<l>') - S<j>[D.^em{x + e, )(v'sin 9 - w'cos 9) - Cl^emv sin 9
- Q^w(v^2 - /c^,)^cos 29 + ymKl^cj) - ûJ^e7M(vsin 9 - wcos 9))}dx
4.9 4.9 The terms produced in [ ] are the boundary terms represented by product of a
displacement and its corresponding force/moment and vanish at both clamped and free 24 ends. After applying the natural boundary conditions, the system equations can be
discretized into element equations considering the fact that the inter-element continuity
conditions must be satisfied. 4.2.
Galerkin Method The equations (4.7), (4.8) and (4.9) then can be written as: [0w\EI^)w'' + S w \E I^ )v’ + Sw\T)w'
+ Sw'{Çï^etn{x + e, ) cos 6)<j> - 5w{o)^m)w
- Sw(co^em cos 6)(j>]dx
4.10 [0w\EI^)w'' + S w \E I^ )v’ + Sw\T)w'
+ Sw'{Çï^etn{x + e, ) cos 6)<j> - 5w{o)^m)w
- Sw(co^em cos 6)(j>]dx
4.10 4.10 ^/.v =
[Sy"{EI, )v" + 5v'\EI ^ )w" + Sv'(T)v'
- ôv'(Çl ^em (% + e,) sin 6)^ - ^v(Q ^m)v
+ Sv{Q^em sin 0)^ - Sv{o)^m)v
+ Sv{a>^em sin 0)<j)'\dx
4.11 ^/.v =
[Sy"{EI, )v" + 5v'\EI ^ )w" + Sv'(T)v'
- ôv'(Çl ^em (% + e,) sin 6)^ - ^v(Q ^m)v
+ Sv{Q^em sin 0)^ - Sv{o)^m)v
+ Sv{a>^em sin 0)<j)'\dx
4.11 4.11 W,% = p " [ 5 ( l > \ G J ) < t , ' e m (x + e ,) sin 0)v'
+
(Q^e/M(x + e, ) cos B)w' + S(!>{Q.^em sin 9)v
+ ô(t>{Çï^ m{Kl^ -\-^ ,)cos 10)(j) - S(j>{œ^ mKl)(p
+ S<l>{o)^em sin 6)v - 8<j){co^em cos 9)w^dx
4.12 W,% = p " [ 5 ( l > \ G J ) < t , ' e m (x + e ,) sin 0)v'
+
(Q^e/M(x + e, ) cos B)w' + S(!>{Q.^em sin 9)v
+ ô(t>{Çï^ m{Kl^ -\-^ ,)cos 10)(j) - S(j>{œ^ mKl)(p
+ S<l>{o)^em sin 6)v - 8<j){co^em cos 9)w^dx
4.12 Satisfaction of inter-element continuity conditions depends on the approximation
functions selected for each displacement. The element nodal variables and nodal
coordinates are shown in Figure 4.1 : node i <Pi
node
Xi
Xm
/* element
Figure 4.1: The element’s nodal variables. Figure 4.1: The element’s nodal variables. 4.3.
Approximation Functions The approximation functions are used to calculate the element displacements
inside the element domain, and should satisfy the continuity conditions at the element
boundary. For flexural displacements h> and v, the approximation functions should satisfy
continuity, and for torsional displacement (j>, the function should satisfy Cf continuity. “Hermite” cubic shape functions and linear shape functions have been developed for
flexural and torsional displacements, respectively, such that they satisfy the inter-element
continuity. These polynomial shape functions have been introduced in FEM text books
[32, 33] as follow: 2-3^+ ^'
2+ 3^-^'
>
4.13
AT,=< I z i
>
4.14
2
2 4.13 AT,=< I z i
>
4.14
2
2 4.14 where the relation between physical coordinate, x, and element coordinate
can be
written as (see Figure 4.1): 2
I •^y+i 2
I •^y+i
and and so
and
dx = Jd^ so dx = Jd^ 26 J in equation (4.17) is called Jacobian and is taken into account where there is
integration and differentiation with respect to
and / is the length of element. The
transformation from the physical coordinate to the reference element coordinate is iso
parametric for torsional displacement and sub-parametric for bending displacements
(Figure 4.1). ^=-1
^ = 0
^=+1
X
■J-
■J
Figure 4.2: The transformation from physical coordinate to reference element coordinate. Figure 4.2: The transformation from physical coordinate to reference element coordinate. Along the length of beam element, the displacements can be calculated by the ( -
dependent shape functions as (i.e., nodal approximations): W (^) =< N
g
<
w,
w,
1 ^ 2 J
' = <
>w
4.19
V(^) =< Ng > ,
= < N g > , {V}
4.20 4.19 4.20 2 7 where < N b > w /v and < N t > are flexural and torsional shape functions respectively, and
{w}, {v} and
are nodal displacements. where < N b > w /v and < N t > are flexural and torsional shape functions respectively, and
{w}, {v} and
are nodal displacements. 4.4.
Derivation of System Eigenproblem Substituting virtual and element displacements by approximation functions (4.19)
to (4.21) into (4.10), (4.11) and (4.12), leads to: = £' [(£/,) <&,>
< K > . M +(^4) <^ > {NIL <K>. M
+ (n < & '> {iv ;},.< K > . w + (Q W ^ + e i)c o s 0 < a v > < N ^ > { < j > }
4.22
- {(o^m) < à v > {Ng}^ < Ng >„ {w}- (co^emcosû) < à v > [Ng}„ <Nj.> {(j>}'\j\d^ 4.22 ^;.V = £' [(^4 )<SV>{N'g},<N’g>A^) + (^ 4 )<SV>{N"g},<N'’g>, {w}
+ (r) <<5v> {iv;}, < iv; >, M + {flLmsine)<0v>{Ng}^<N,> {$)}
4 23
- (0^g7M(%+e,)sin^)< & > „ <Nj >{^}-{co^ni)<ôv>{Ng}^ <Ng
{v}
+ (A)^emsin0) < & > {//g }, <N.j- > {^}-{0}m ) <ôv> {Ng}^ <Ng >{v}]|y|d^ 4 23 w,:* = C [+(G/) <
> {A^;} < A^; > w
- (Q^e/n(x + e, ) sin 9)<ô(f)> {Nj}< N'g>^ {v'}
+ (fi^e/n(x + e,)cos0)<<5ÿ>{7/;.)< A^g
{w'j
- (fi"w(/c^2 - kI,)cos29)<(j» {N^} <Nr> (f)}
^ 24
+ {co^em sin 9)<(j>> {Nj.} < A^g >v {v)
+ {p}em sin 9)<S<j>> {A^j.} < A^b >v {v}
-
)<<j»{Nr}<N^>{<l)}
- {co^emcos9 ) < ^ > { Nj } < A^b >„ (w}]|j|d^ w,:* = C [+(G/) <
> {A^;} < A^; > w
- (Q^e/n(x + e, ) sin 9)<ô(f)> {Nj}< N'g>^ {v'}
+ (fi^e/n(x + e,)cos0)<<5ÿ>{7/;.)< A^g
{w'j
- (fi"w(/c^2 - kI,)cos29)<(j» {N^} <Nr> (f)}
^ 24
+ {co^em sin 9)<(j>> {Nj.} < A^g >v {v)
+ {p}em sin 9)<S<j>> {A^j.} < A^b >v {v}
-
)<<j»{Nr}<N^>{<l)}
- {co^emcos9 ) < ^ > { Nj } < A^b >„ (w}]|j|d^ ^ 24 2 8 The products of shape functions in equations (4.22) to (4.24) produce different
size matrices, i.e. {N'b}< N' b > produces a 4x4 matrix, while {A'b}< N t > produces a
4x2 matrix. Similarly, the nodal displacements and virtual displacements are not of same
size. 4.4.
Derivation of System Eigenproblem In order to write all three equations in a unified format, the following nodal
displacement vector and shape functions are introduced: ATg, 0 0 0 N,, Ng, 0 0 0>
4.26
<A^fi-v>=<0 0 Ng, Ng; 0 0 0 Ng3 Ng, 0>
4.27
<Nr_^>=<0 0 0 0 N„ 0 0 0 0 Nr; >
4.28 <Nr_^>=<0 0 0 0 N„ 0 0 0 0 Nr; >
4.28 where Nbi, Nb2, Nbs and Nb4 are the flexural shape functions and N ti and N t2 are
torsional shape functions. Using nodal parameters (4.25) to (4.28), the components of
element virtual work can be written as: where Nbi, Nb2, Nbs and Nb4 are the flexural shape functions and N ti and N t2 are
torsional shape functions. Using nodal parameters (4.25) to (4.28), the components of
element virtual work can be written as: where Nbi, Nb2, Nbs and Nb4 are the flexural shape functions and N ti and N t2 are
torsional shape functions. Using nodal parameters (4.25) to (4.28), the components of
element virtual work can be written as: = f,'
>+(E/,,){N;_}<N%>
+(T){N;.J<N'.„ >+(n^em(x+e,)cos0){N;.J<Nr.^ >
4.29
-(<a^w){Ng.„}<Ng.„ >-[o)^emcos9){Ng.J<N.j..^ >]{uY\j\d^ = f,'
>+(E/,,){N;_}<N%>
+(T){N;.J<N'.„ >+(n^em(x+e,)cos0){N;.J<Nr.^ >
4.29
-(<a^w){Ng.„}<Ng.„ >-[o)^emcos9){Ng.J<N.j..^ >]{uY\j\d^ 4.29 K y = f,'< ^
[(^4){N%} < N;_, > +{EI^){NIJ< Nl„ >
+ iCl^emsm9){Ng,J<Nj.,^ >-(fl^ew(x + e,)sin0){N;.U <Nr_^ >
- (ûJ^TTi){N g .J < Ng.„ >+(û>^em sin 0 ){N g .J < N r .^ >
+ iT){N’g_,}<N'g.^>-(n^m){Ng.,}<Ng., >]{»}' K y = f,'< ^
[(^4){N%} < N;_, > +{EI^){NIJ< Nl„ >
+ iCl^emsm9){Ng,J<Nj.,^ >-(fl^ew(x + e,)sin0){N;.U <Nr_^ >
- (ûJ^TTi){N g .J < Ng.„ >+(û>^em sin 0 ){N g .J < N r .^ >
+ iT){N’g_,}<N'g.^>-(n^m){Ng.,}<Ng., >]{»}' 2 9 = £ <âu >' [(GJ){N;_,} < N'r.^ > -{a>^mKl){Nr.,} < Nr., >
- {Ci^em{x + e , ) sin 6 ) { N r . , } < N'g_^ >
+ (fî^em(x + e,) cos (9){ N r . , } < N'b.„ >
+ (n^em sm 0){N r., }< N ,., >
4.31
+ (œ^em sin 0 ) { N r . , } < Ng.^ >
+
- k I , ) cos 2 0 ) { N r . , } < N r . , >
- {co'^em cos 0 ) { N r . 4.4.
Derivation of System Eigenproblem , } < N
>]{uY\j\d^ = £ <âu >' [(GJ){N;_,} < N'r.^ > -{a>^mKl){Nr.,} < Nr., >
- {Ci^em{x + e , ) sin 6 ) { N r . , } < N'g_^ >
+ (fî^em(x + e,) cos (9){ N r . , } < N'b.„ >
+ (n^em sm 0){N r., }< N ,., >
4.31
+ (œ^em sin 0 ) { N r . , } < Ng.^ >
+
- k I , ) cos 2 0 ) { N r . , } < N r . , >
- {co'^em cos 0 ) { N r . 4.4.
Derivation of System Eigenproblem , } < N
>]{uY\j\d^ 4.31 In order to obtain the unified governing equation of the element, equations (4.29)
to (4.31) are added together to form the total element virtual work representing the
discretized form of principle of virtual work (4.5): 4.32 4.32 4.32 Leading to the following matrix form: Leading to the following matrix form: Leading to the following matrix form: Leading to the following matrix form: 11^; =< Su >' (-û}^[MY H K Y){uY
4.33 4.33 where \M\" and \KY are the element mass and stiffiiess matrices, respectively, and are
calculated from following equations: where \M\" and \KY are the element mass and stiffiiess matrices, respectively, and are
calculated from following equations: {MY = £' [(/«){^B-».} <
> +(e»« cos 0){Ng_J <Nr.,>
+ i^n){NB-y) < ^B-y > -(^"' slu 0){Ng_^} < Nr., >
+ (mK^l){Nr.,) < Nr-, > -{em sin 0){Nr.,} < N
>
+ {em cos 0){Nr.,} < N
>]|j|d^
4.34 {MY = £' [(/«){^B-».} <
> +(e»« cos 0){Ng_J <Nr.,>
+ i^n){NB-y) < ^B-y > -(^"' slu 0){Ng_^} < Nr., >
+ (mK^l){Nr.,) < Nr-, > -{em sin 0){Nr.,} < N
>
+ {em cos 0){Nr.,} < N
>]|j|d^
4.34 4.34 [KY =[KJ +{Ty[K,Y +{x + e,y[K,Y
4.35 [KY =[KJ +{Ty[K,Y +{x + e,y[K,Y
4.35 4.35 3 0 [K,y = £ '
< N i „ > h e i ^){n ;.j < n ;., >
+ (E I^){N IJ < N l^ > H E I^ ){N l^ } < N l ^ >
+ {GJ){Ny^} <
> +(Q^em sin 6){Ng_^) < Nj-_^ >
4.36
+ {Q^emsm0){Nj._^}<Ns_^ > - ( Q ^ i n ) { N < N b_, >
+
- 'c^,)cos 20){Nr.^} <
>]\j\d^ [K,y = £ '
< N i „ > h e i ^){n ;.j < n ;., >
+ (E I^){N IJ < N l^ > H E I^ ){N l^ } < N l ^ >
+ {GJ){Ny^} <
> +(Q^em sin 6){Ng_^) < Nj-_^ >
4.36
+ {Q^emsm0){Nj._^}<Ns_^ > - ( Q ^ i n ) { N < N b_, >
+
- 'c^,)cos 20){Nr.^} <
>]\j\d^ 4.36 [K^Y = f ' [ { N I J < N l„ > + {N IJ <
4.37 [K^Y = f ' [ { N I J < N l„ > + {N IJ <
4.37 [^ 3]' = f ,' m^ern cos e){N',.J < N^., > -(Q^em sin
< N^., >
+ (Q^em sin d){Nj._^} < N'g,^ > -(Q^em cos 6){Nt.^} < N'g.^ >p\d^
4.38 [^ 3]' = f ,' m^ern cos e){N',.J < N^., > -(Q^em sin
< N^., >
+ (Q^em sin d){Nj._^} < N'g,^ > -(Q^em cos 6){Nt.^} < N'g.^ >p\d^
4.38 4.38 The system eigenproblem is then obtained by assembling the elements equations
(using the well-known FEM assembly algorithm and connectivity table [32,33]): NE
i r ^ = 'Z '^ M = o
4.39 4.39 or w.. 4.5.
Numerical Results To verify the formulation introduced in this chapter, the free vibrations of a
certain number of illustrative beam configurations, exhibiting different couplings, were
investigated and their natural frequencies and mode shapes were evaluated. 4.4.
Derivation of System Eigenproblem =<âu> ([Æ] - Û)^ [M]) {«} = 0
4.40 where
NE
and
NE
[M] = Y ,W T
4.42 and Since the virtual displacement <
> is arbitrary, then one can write: Since the virtual displacement <
> is arbitrary, then one can write: 31 { [ K ] - c û \ M ] ) { u ) = 0 { [ K ] - c û \ M ] ) { u ) = 0 4 .4 3 The equation (4.43) is a linear eigenvalue problem in which the natural frequencies are
eigenvalues and the vectors of nodal variables, mode shapes, are the eigenvectors. Equation (4.43) can be solved using any numerical method, and in this thesis MATLAB®
and MAPLE® programs have been used to calculate the natural frequencies and mode
shapes. 4.5.1. Bending Vibrations of Uncoupled Beam First Three Modes of Out-Of-Plane Vibrations of a Cantilever Beam
obtained by FEM
0.5
1
-0.5
Length of the beam
-*^Mode 1
-♦-Mode 2
-•-Mode 3 First Three Modes of Out-Of-Plane Vibrations of a Cantilever Beam
obtained by FEM Length of the beam Figure 4.3: The first three mode of out-of-plane vibrations
of a cantilever beam based on FEM method. 4.5.1. Bending Vibrations of Uncoupled Beam As the first example, the out-of-plane flexural vibration of a beam was studied. The analytical solution for this beam is available (see Appendix A) and the natural
frequencies and mode shapes can be found in Vibrations text books [34]. The FEM
results can then be compared with the exact analytical solution, and the convergence of
the FEM method can therefore be evaluated. The beam parameters for the following example are considered as: Ely =1 ; /« = 1 ; I, = 1 Ely =1 ; /« = 1 ; I, = 1 and the pre-twist angle of beam is zero. The differential equation of motion (2.1) for
single uncoupled out-of-plane vibrations of beam reduces to: 3 2 { E l y V / y - fy^wjvv = 0
4 .4 4 { E l y V / y - fy^wjvv = 0 4 .4 4 By implementing the Galerkin-type weighted residual fomiulation, the element
discretized form of equation (4.44) can be written as: {àw"EIyW" - Swco^mw}Jd^
4.45 4.45 The cubic Hermite shape functions were used and the FEM results along with the
exact values obtained by analytical solution (see Appendix A) for the first five natural
frequencies are shown in table 4.1. Table 4.1: The first five natural frequencies of out-of-plane Table 4.1: The first five natural frequencies of out-of-plane
vibration of a cantilever beam Table 4.1: The first five natural frequencies of out-of-plane
vibration of a cantilever beam
Natural
Frequency
(rad/s)
Exact
analytical
method [34]
FEM
With 5 elements
Error
(%)
for n =
5
FEM
With 20 elements
Error (%)
for n ^ 20
CO;
3.51602
3.51601
0.000
3.51603
0.000
(02
22.0345
22.0455
0.050
22.0345
0.000
COj
61.6972
61.9188
0.359
61.6982
0.002
(0^
120.9019
122.3196
1.173
120.9094
0.006
(05
199.8595
203.0202
1.574
199.8933
0.010 The mode shapes corresponding to the first three natural frequencies were
calculated by the FEM method and are shown in Figure 4.2. 33 First Three Modes of Out-Of-Plane Vibrations of a Cantilever Beam
obtained by FEM
0.5
1
-0.5
Length of the beam
-*^Mode 1
-♦-Mode 2
-•-Mode 3
Figure 4.3: The first three mode of out-of-plane vibrations
of a cantilever beam based on FEM method. 4.5.2. Coupled Bending-Torsion Vibrations For the case of coupled bending-torsion, the governing differential equations of
motion (2.18) and (2.19) and the shear force and moments, equations (2.20) to (2.22), are
coupled due to the rotating speed fi and eccentricity e effects. The mass and stiffiiess
matrices, in this case, both contain coupling terms. Following a procedure similar to the
pure bending case, the FEM final element equation changes to: IFJ. = < & > ' {[K Y-(o\M Y){uY
4.46 4.46 where: where: [MY = £' [M iN e-J <
> +(e»i cos
< Nj._^ >
+ (f»K-m){^r-^} <
> Hem cos
< Ng_^ >]\j\d4
4 .4 7 [MY = £' [M iN e-J <
> +(e»i cos
< Nj._^ >
+ (f»K-m){^r-^} <
> Hem cos
< Ng_^ >]\j\d4
4 .4 7 4 .4 7 3 4 and [KY =[KJ+ (Ty[K, Y + {X + e,y [ K J [KY =[KJ+ (Ty[K, Y + {X + e,y [ K J [KY =[KJ+ (Ty[K, Y + {X + e,y [ K J 4.48 with with +
-< ,)c o s 20){Nr.^}<Nr.^ >]\j\d^
4.49 {K,Y = f '
>]\j\d4
4.50 [^ 3]' = f
m^ern cos 0){N',_J <
> -(Q^em cos
N',.„ >]\j\d^
4.51 [^ 3]' = f
m^ern cos 0){N',_J <
> -(Q^em cos
N',.„ >]\j\d^
4.51 [^ 3]' = f
m^ern cos 0){N',_J <
> -(Q^em cos
N',.„ >]\j\d^ 4.51 4.5.2.I. Non-rotating Beam Aircraft wings and thin-walled open section beams fall in this category, since, in
these cases, the equations governing bending and torsion displacements are coupled due
to the eccentricity between the mass and elastic axes. As the first example, the natural frequencies of a typical cantilever uniform
aircraft wing were calculated. The beam specifications are: L = 6.0 m
e = 0.18 m
m = 35.75 kg/m
E l =9.15 MN.m^
(77=0.988 MN.m^
nt.km^ = 8.65 kg.m 35 and the FEM results were compared with the exact solution obtained from the DSM
method [22] (Table 4.2): Table 4.2: The first six natural frequencies of coupled bending-torsion
vibrations of a cantilever beam
Natural Frequency
(rad/s)
Exact
Method (DSM)
FEM
n = 30
Error of FEM
(%)
CO;
49.62
49.62
0.01
(02
97.04
97.05
0.01
COj
248.87
249.07
0.08
(0^
355.59
355.78
0.05
(05
451.46
452.58
0.25
(06
610.32
613.59
0.54 Table 4.2: The first six natural frequencies of coupled bending-torsion
vibrations of a cantilever beam As the second example, an aircraft wing, modeled by three uniform beams with
different cross section parameters, was studied to show the flexibility and applicability of
the FEM method. The beam is shown in Figure 4.3, and the beam parameters are given in
Table 4.3. Table 4.3: The mechanical and geometrical parameters of the three-beam wing Section I
Section II
Section III
L = 6.0 tn
/; =2m
I2 =2m
1} =2m
m = 35.75 kg/m
m j = m
m2 = (2/3)* m
m} = (l/3)*m
fff.Ary = 8.65 kg.m
(m .k j ), =
(m .k j )i=(2/3)m.kj‘
(m .kj)}= (l/3)m .kj‘
E l =9.15 MN.m^
E I,= E I
El2 = (2/3)*EI
El3 = (l/3)*EI
(77=0.988 MN.m^
GJ1 — GJ
GJ2 = (2/3)*GJ
GJ3 = (1/3)*GJ
^ = 0.18 m
^ = 0.18 m
c = 0.18 m
c = 0.18 m 3 6 Figure 4.4: The three-beam airplane wing with coordinate system and geometry. Figure 4.4: The three-beam airplane wing with coordinate system and geometry. The coupled natural frequencies obtained from the FEM and the exact DSM
method results [22] are presented in Table 4.4. The convergence test results are also
shown in Figure 4.4. Table 4.4: The first five natural frequencies
of the three-beam aircraft wing
Natural Frequency
(rad/s)
Exact Method
(DSM)
FEM
n = 15
Error of FEM
(%)
CO/
74.43
74.43
0.00
0)2
128.57
128.58
0.00
0)3
253.40
253.56
0.06
0)4
376.59
376.96
0.10
0)5
431.29
431.97
0.16 Table 4.4: The first five natural frequencies 3 7 Convergence test for ilrsi five natural frequencies
for 3-beam wing model
3.00
2.70
2.40
2.10
1.80
I
1.50
0.90
0.60
0.30
0.00
27
30
21
24
12
15
18
6
9
3
-omega 1
- omega 2
-omega 3
- omega 4
-omega 5
Number of elements
Figure 4.5: The FEM convergence results for three-beam wing. Convergence test for ilrsi five natural frequencies
for 3-beam wing model
3.00
2.70
2.40
2.10
1.80
I
1.50
0.90
0.60
0.30
0.00
27
30
21
24
12
15
18
6
9
3
-omega 1
- omega 2
-omega 3
- omega 4
-omega 5
Number of elements Convergence test for ilrsi five natural frequencies
for 3-beam wing model Number of elements Figure 4.5: The FEM convergence results for three-beam wing. As it can be seen, the FEM method exhibits satisfactory convergence rates, where
the error for the first natural frequency obtained by a six-element model is 0.06%, and for
the first five frequencies a model made of 30 elements ends up with errors less than 0.2%. 4.S.2.2. Axially Loaded Beam The analysis of an axially loaded beam can be considered as the first step in the
modeling of rotating systems such as helicopter, propeller and turbine blades, where the
element centrifugal force is replaced by a constant axial load. The differential equations
of motion governing coupled bending-torsion vibrations of an axially loaded beam have
been introduced in [23]; E l y
- (Tw'y + T e f - n>^/n(w-ef)) = 0
4.52 4.52 ■ (GJ + T K j ) f + Tew" - (o^m(Kl(t> - ew) = 0
4.53 4.53 4.53 3 8 where the force boundary conditions at free end, in this case, are: K = -E ly \v " + r(w ' - e(f>') = 0
4 54 K = -E ly \v " + r(w ' - e(f>') = 0 4 54 = {GJ + TkJ)(!)' - Tew' = 0
4.55 My = ElyW" = 0
4.56 My = ElyW" = 0 4.56 In order to investigate the vibrational behaviour of axially loaded beams, a
cantilever beam with semi-circular cross section (Figure 4.5) and the following properties
was studied [20,23]: L = 0.82 m
g = 0.0155 m
m = 0.835 kg/m
£■/= 6380.14 n W
C?/= 43.46 N.m^
nukm = 0.000501 kg.m L = 0.82 m
g = 0.0155 m
m = 0.835 kg/m
£■/= 6380.14 n W
C?/= 43.46 N.m^
nukm = 0.000501 kg.m L = 0.82 m g = 0.0155 m 39 z
15.5 mm
Figure 4.6: The bending-torsion coupled beam cross-sectional geometry. Figure 4.6: The bending-torsion coupled beam cross-sectional geometry. The free vibrations of beam in two different situations were studied. First, the
axial force was considered to be zero, T = 0, and the first five natural frequencies of the
beam were evaluated (Table 4.5): Table 4.5: The bending-torsion natural frequencies
of the cantilever beam (no axial load (r=0))
Natural Frequency
(Hz)
Reference
Frequency
[20]
FEM with
20 elements
Error of FEM
(%)
U]
62.60
62.61
0.02
130.18
130.21
0.02
Wi
261.15
261.66
0.20
0)4
421.36
423.59
0.53
0)5
612.09
618.52
1.05 Table 4.5: The bending-torsion natural frequencies
of the cantilever beam (no axial load (r=0)) 4 0 If the axial force is applied to the beam, then the natural frequencies will change. Including a compressive force T = -1790 (N), the natural frequencies have been sought
and shown in Table 4.6. 4.S.2.2. Axially Loaded Beam Table 4.6: The bending-torsion natural frequencies of the
axially loaded cantilever beam (T= -1790 N)
Natural Frequency
(Hz)
Reference
Frequency
120]
FEM with
20 elements
Error of FEM
(%)
Ul
60.23
60.24
0.02
' 0)2
128.42
128.45
0.02
Us
257.96
258.46
0.19
U4
415.54
417.74
0.53
Us
604.60
611.12
1.08 Table 4.6: The bending-torsion natural frequencies of the
axially loaded cantilever beam (T= -1790 N) One can see that the natural frequencies for a beam with compressive axial force
are smaller than those of same beam without axial load. This can be explained by the fact
that the compressive axial force decreases the flexural rigidity of the beam, while tensile
axial force increases the so-called geometric stiffness of the system [23]. 4.S.2.3. Non-rotating Pre-twisted Beam For pre-twisted beam the coupling between flap-wise bending and torsion
displacements, equations (2.18) and (2.19), occurs because of eccentricity, e, and pre
twist angle, 0, appear in coupling terms. As an example, the FEM analysis of a beam with
following characteristics was studied; L = 40.0 in
e = 0.4 in
6 = 0 degree L = 40.0 in
e = 0.4 in
6 = 0 degree L = 40.0 in
e = 0.4 in
6 = 0 degree «1 = 0.0015 slug/in
= 0.18 in^
km2^ = 0.71 in^
£ /= 25000 Ih.ir? (?J=9000 Ih.in^ «1 = 0.0015 slug/in
= 0.18 in^
km2^ = 0.71 in^
£ /= 25000 Ih.ir? (?J=9000 Ih.in^ The FEM results for the first five natural fi'equencies were calculated and
compared to the reference values obtained from the Integrating Matrix Method (IMM) [2]
(see Table 4.7). Table 4.7: The bending-torsion natural frequencies
of the pre-twisted clamped-free beam
Natural
Frequency
(rad/s)
IMM
Method
(15 stations)
FEM element
With
30 elements
Error of FEM
method
(%)
CO;
31.05
31.059
0.029
C02
193.74
193.748
0.004
COj
390.87
390.923
0.014
co^
539.54
539.598
0.011
^5
1043.94
1044.306
0.035 All examples presented in this section confirmed the applicability and good
convergence of the FEM formulation developed for coupled bending-torsion beam
vibrations. 4.5.3. Coupled Bending-Bending Vibrations For the coupled flap-lag vibrations, the equations of motion (2.1) and (2.2) reduce
to (2.12) and (2.13), where the natural (force) boundary conditions at fi-ee end can be
written as equations (2.14) to (2.17). 42 42 As already stated, asymmetric geometry leads to the coupling terms in the
equations. The rotating speed, ft, appears in both centrifugal force, T, and centripetal
term, -ft^/«v. The centrifugal force increases the system stiffhess and the centripetal
force, due to its negative sign, decreases the rigidity of the beam for in-plane vibrations
[16,21]. The resulting element mass and stiffhess matrices produced by FEM approach
can then be written as: {MY =
> +(/h){A^5-v} <
>V\d^
4.57 4.57 nd
[^ r= [^ ,r+ (T )'[^ ,r
4 .5s and [^ r= [^ ,r+ (T )'[^ ,r
4 .5s [^ r= [^ ,r+ (T )'[^ ,r 4 .5s where where [7^,]' = £ '
< Nl.„ >
< N l , >
+ (EI,){N ;_J <
> + (EI^){N l^} <
>
4.59
> p\d^ and and [K,Y = £'
< a ;., >]|7|d^
4.6O The rotating beam analyzed in this section is a scaled model of propeller blade
WADC S-5 [2,16,27], which is 24" long with a hub radius (offset) of 6". The mechanical
and geometrical properties of the blade are given in table 4.8. 43 Table 4.8: The properties of the scaled propeller blade model WADC S-5,
with hub radius e/ = 6 (In) and blade length L = 18 (In)
Sect/on
X,
m,
El[,
El„,
B,
number
In
Ib.s^/in^
Ib.in^
Ib.ln^
deg
1
0.0
1.026x10^
0.200x10*
63x10*
30.5
2
2.0
0.696
0.110
49
25.2
3
4.0
0.660
0.083
46
20.1
4
6.0
0.608
0.058
44
14.8
5
8.0
0.564
0.042
43
9.6
6
10.0
0.535
0.031
43
4.7
7
12.0
0.520
0.027
44
0.0
8
14.0
0.506
0.026
47
-4.2
9
16.0
0.498
0.025
51
-7.5
10
18.0
0.498
0.024
56
-10.0 Table 4.8: The properties of the scaled propeller blade model WADC S-5,
with hub radius e/ = 6 (In) and blade length L = 18 (In) The flexural rigidities in global coordinates at each point along the length of the
beam can be obtained by following equations [16] (see Figure 2.1). 4.5.3. Coupled Bending-Bending Vibrations EI^ = EI^ cos^ 6 + EI^ sin^ 6
4.61
Ely = EI^ cos^ 6 4- EI^ sin^ 6
4.62
E l^ = {El^ - EI^ ) sin 9 cos 9
4.63 4.63 where the EI^ and El,, flexural rigidities are evaluated with respect to the element
principal coordinates whereas Ely and EI^ are those calculated with respect to the global
coordinates; d is the pre-twist angle assumed to be constant along each element. The
natural frequencies obtained from FEM method are shown in Table 4.9. The first three
natural frequencies for different angular velocities were obtained and compared with the
experimental values [2,5,16,27]. It can be seen that comparing with other numerical
approaches [2] and [5], the frequencies obtained from the FEM are close enough to the
experimental results. This verifies the validity of FEM formulations and its good
convergence for coupled bending-bending vibrations. The mode shapes for three different
angular speeds of blade were investigated and shown in Figures 4.6 to 4.8. where the EI^ and El,, flexural rigidities are evaluated with respect to the element
principal coordinates whereas Ely and EI^ are those calculated with respect to the global
coordinates; d is the pre-twist angle assumed to be constant along each element. The
natural frequencies obtained from FEM method are shown in Table 4.9. The first three
natural frequencies for different angular velocities were obtained and compared with the
experimental values [2,5,16,27]. It can be seen that comparing with other numerical
approaches [2] and [5], the frequencies obtained from the FEM are close enough to the
experimental results. This verifies the validity of FEM formulations and its good
convergence for coupled bending-bending vibrations. The mode shapes for three different
angular speeds of blade were investigated and shown in Figures 4.6 to 4.8. 4.5.3. Coupled Bending-Bending Vibrations 44 Table 4.9: The natural frequencies (Hz) of the first three modes of v
of propeller blade WADC S-5
Blade rotary
speed (rpm)
Mode
numbe
r
FEM
n = 9
Result of
Reference
[2]
Result of
Reference
[5]
Experlme
nt
[27]
1
40.32
40.96
39.89
40.08
1567
2
108.49
109.22
107.40
3
279.27
279.79
276.32
1
40.70
41.35
40.26
1589
2
109.01
109.77
107.93
107.53
3
279.92
280.47
276.97
1
58.99
60.07
58.05
58.73
2609
2
137.18
139.52
135.99
3
316.82
309.40
313.98
1
59.08
60.16
58.14
2614
2
137.33
139.68
136.14
137.02
3
317.03
319.62
314.19
1
76.87
78.34
75.30
76.52
3583
2
168.08
166.25
170.60
3
361.38
357.70
1
93.48
91.42
93.07
4486
2
197.91
3
407.24
1
94.42
4537
2
199.61
196.41
202.53
3
409.91
1
119.17
116.07
117.50
5884
2
244.05
3
481.05 e 4.9: The natural frequencies (Hz) of the first three modes of vibrations
of propeller blade WADC S-5 45 First mode
I6
Flap
Lag
Second mode
- - Flap
Third mode
1o
Flap
Lag
Fourth mode
I
Flap
Lag
Fifth mode
Sixth mode
• ................ 1
1
%
• - Flap
— Lag
- - Flap
— Lag
Seventh mode
• Flap
Eighth mode
1Q
Flap
Lag
Figure 4.7: The first eight modes of the WADC S-5 propeller blade for 0 = 0 . First mode
I6
Flap
Lag Second mode
- - Flap Fourth mode
I
Flap
Lag I Sixth mode
1
1
%
- - Flap
— Lag 1
1 Eighth mode
1Q
Flap
Lag 1Q Figure 4.7: The first eight modes of the WADC S-5 propeller blade for 0 = 0 . 4 6 First mode
Î
IJÛ
Q
Flap
Lag
Second mode
Third mode
Q
Flap
Lag
Fourth mode
I
i*Q
Flap
Lag
Fifth mode
1
Q
Flap
Lag
Sixth mode
§
Ia*O
Flap
Lag
Seventh mode
• • Flap
Eighth mode
I
5
Flap
Lag
Figure 4.8: The first eight mode shapes of the fVADC S-5 propeller blade
for ft = 1567 rpm. First mode
Î
IJÛ
Q
Flap
Lag Second mode Fourth mode
I
i*Q
Flap
Lag I
i*Q Sixth mode
§
Ia*O
Flap
Lag Fifth mode
1
Q
Flap
Lag §
Ia*O Eighth mode
I
5
Flap
Lag I
5 Figure 4.8: The first eight mode shapes of the fVADC S-5 propeller blade
for ft = 1567 rpm. 4.5.4.
Coupled Bending-Bending-Torsion Vibrations In previous sections, the coupling between out-of-plane (flap) bending and torsion
displacements and also the coupling between flap and in-plane (lag) displacements for
rotating and non-rotating beam structures were studied. In this section, the free vibration
analysis of the triply coupled bending-bending-torsion beams is investigated. 4.5.3. Coupled Bending-Bending Vibrations 4 7 Displacements
Displacements
Displacements
Displacements
4Æ-
3
0
Î0
II
1
fDf
3O
CLfD
I f
I
£
&fD
Displacements
Displacements
Displacements
Displacements Displacements
Displacements 4Æ-
3
0
Î0
II
1
fDf
3O
CLfD
I f
I
£
&fD Displacements
Displacements
Displacements Displacements Displacements One can see that by increasing the angular velocity modes exhibit less
deformations since the centrifugal force increases the blade stiffness. Comparing flap
mode shapes for two cases, li = 1567 (rpm) and fl = 5884 (rpm), shows that increasing
the angular velocity of the blade leads to different mode shapes in higher frequencies (see
for example the 8'*’ mode shapes). 4.5.4.I. Vibrations of Non-rotating Uncoupled Beam If none of the parameters H, e, 6 appears in the equations of motion, for a
symmetric uniform beam, the equations are uncoupled and reduce to the well-known
forms of pure bending vibration and pure torsion vibration of a beam (see
Appendix A). To find dimensionless natural frequencies, the beam parameters Ely, EI^, GJ, m
and K„, are considered to be unit. The FEM results for such a beam are presented in table
4.10. Table 4.10: The uncoupled bending, bending and torsion
natural frequencies of the clamped-free beam
Natural Frequency
(rad/s)
CO/
0)4
0)5
0)6
0)7
0)8
0)p
(0/%//
FEM element
With 20 elements
1.571
3.516
4.723
7.905
11.135
14.433
17.820
21.315
22.035
4 9 Table 4.10: The uncoupled bending, bending and torsion
natural frequencies of the clamped-free beam
Natural Frequency
(rad/s)
CO/
0)4
0)5
0)6
0)7
0)8
0)p
(0/%//
FEM element
With 20 elements
1.571
3.516
4.723
7.905
11.135
14.433
17.820
21.315
22.035 Table 4.10: The uncoupled bending, bending and torsion
natural frequencies of the clamped-free beam
Natural Frequency
(rad/s)
CO/
0)4
0)5
0)6
0)7
0)8
0)p
(0/%//
FEM element
With 20 elements
1.571
3.516
4.723
7.905
11.135
14.433
17.820
21.315
22.035 4 9 It can be seen that the natural frequencies evaluated from uncoupled bending-
bending-torsion equations are equal to the one calculated by separate equations. It means
that U2,3 and Ui0,n are repeated natural frequencies corresponding to the first and second
frequencies of the pure lateral vibrations of a cantilever beam, and w / and
are the first
two frequencies corresponding to the torsional vibrations of the beam. It is also to be mentioned that since a mesh of only 20 elements has been used,
then the third and higher frequencies of torsion vibrations are not accurate enough. Investigation in error shows that for Wj = 7.905 the error is 0.65%, for Wg = 11.135 the
error is 1.27% and the error increases up to repeated frequencies U]o,ii = 22.035, for
which the error decreases to 0.005%. This means the first two frequencies of each
uncoupled vibrations are obtained accurately by only 20 elements. 4.S.4.2. Vibrations of Non-rotating Coupled Beam A good aircraft wing-beam model exhibits the triply coupled flap-lag-torsion
Vibrational behaviour. To verify the validity of the presented FEM method for triply
coupled vibrations, a beam with the following properties was investigated [2,16,28,29]: L = 40.0 in
e= 1.414 in
6 —45 deg
m = 0.0015 slug/in
kmi = k„2 = 1.0 in
£ /, = 25000 Ib.in^
ET( = 75000 Ib.in^
(7/= 9000 Ib.in^ L = 40.0 in
e= 1.414 in
6 —45 deg
m = 0.0015 slug/in
kmi = k„2 = 1.0 in
£ /, = 25000 Ib.in^
ET( = 75000 Ib.in^
(7/= 9000 Ib.in^ e= 1.414 in 6 —45 deg m = 0.0015 slug/in 5 0 The flexural rigidities EI^, Ely and EI^, are evaluated from equations (4.56),
(4.57) and (4.58). The FEM results for natural frequencies of the coupled beam are
shown in table 4.11. The convergence rates of the FEM method for the first four
frequencies were also investigated and are shown in Figure 4.9. Table 4.11: The coupled bending-bending-torsion natural frequencies
of the pre-twisted cantilever beam
Natural Frequency
(rad/s)
TMM[2]
FEM
n = 5
Error (%)
fern = 5
FEM
n - 1 0
Error (%)
for
10
CO;
30.8295
30.8320
0.008
30.8300
0.002
CO2
53.8277
53.8285
0.001
53.8278
0.000
COi
184.6175
185.1379
0.282
184.7376
0.065
co^
337.3333
337.5015
0.050
337.3440
0.003
CO5
484.3373
493.1382
1.817
486.4762
0.442
Convergence test of first four frequencies
for non-rotating triply coupled beam
1.00
0.80 -
^
0.60 -
ÏUJ
0.40 -
0.20 -
0.00
10
9
8
7
6
5
4
3
2
-Iomega 1
omega 2
omega 3
-♦-omega 4
Number of elements
Figure 4.10: The FEM convergence results for non-rotating triply coupled beam. Table 4.11: The coupled bending-bending-torsion natural frequencies
of the pre-twisted cantilever beam
Natural Frequency
(rad/s)
TMM[2]
FEM
n = 5
Error (%)
fern = 5
FEM
n - 1 0
Error (%)
for
10
CO;
30.8295
30.8320
0.008
30.8300
0.002
CO2
53.8277
53.8285
0.001
53.8278
0.000
COi
184.6175
185.1379
0.282
184.7376
0.065
co^
337.3333
337.5015
0.050
337.3440
0.003
CO5
484.3373
493.1382
1.817
486.4762
0.442
Convergence test of first four frequencies
for non-rotating triply coupled beam
1.00
0.80 -
^
0.60 -
ÏUJ
0.40 -
0.20 -
0.00
10
9
8
7
6
5
4
3
2
-Iomega 1
omega 2
omega 3
-♦-omega 4
Number of elements
Figure 4.10: The FEM convergence results for non-rotating triply coupled beam. 4.S.4.2. Vibrations of Non-rotating Coupled Beam Table 4.11: The coupled bending-bending-torsion natural frequencies
of the pre-twisted cantilever beam
Natural Frequency
(rad/s)
TMM[2]
FEM
n = 5
Error (%)
fern = 5
FEM
n - 1 0
Error (%)
for
10
CO;
30.8295
30.8320
0.008
30.8300
0.002
CO2
53.8277
53.8285
0.001
53.8278
0.000
COi
184.6175
185.1379
0.282
184.7376
0.065
co^
337.3333
337.5015
0.050
337.3440
0.003
CO5
484.3373
493.1382
1.817
486.4762
0.442 Table 4.11: The coupled bending-bending-torsion natural frequencies
of the pre-twisted cantilever beam Convergence test of first four frequencies
for non-rotating triply coupled beam
1.00
0.80 -
^
0.60 -
ÏUJ
0.40 -
0.20 -
0.00
10
9
8
7
6
5
4
3
2
-Iomega 1
omega 2
omega 3
-♦-omega 4
Number of elements
Figure 4.10: The FEM convergence results for non-rotating triply coupled beam. Convergence test of first four frequencies
for non-rotating triply coupled beam
1.00
0.80 -
^
0.60 -
ÏUJ
0.40 -
0.20 -
0.00
10
9
8
7
6
5
4
3
2
-Iomega 1
omega 2
omega 3
-♦-omega 4
Number of elements Convergence test of first four frequencies
for non-rotating triply coupled beam Number of elements Figure 4.10: The FEM convergence results for non-rotating triply coupled beam. 51 51 One can see the FEM convergence rates are quite satisfactory where for first three
natural frequencies as a five-element model results in an error less than 0.1%. 4.S.4.3. Vibrations of Rotating Triply Coupled Beam Triply coupled rotating beam can be used in low frequency calculation of some
helicopter blades, propeller blades and also compressor/turbine blades. The coupled
bending-bending-torsion vibrations of a uniform rotating beam with a pre-twist angle are
governed by equations (2.1), (2.2) and (2.3). In order to investigate the dynamic
behaviour of such beams, a helicopter blade reported in literature [6] was investigated. The blade in this section is considered to be cantilever, while in the real model the blade
is connected to rotating hub with some load paths [6]. The FEM results are shown in
Tables 4.12 and 4.13 for non-rotating (fl = 0) and rotating (fl = 360 rpm), where the
properties of beam are: L = 208 in
e = -0.6 in
ei = 52 in
6 = 15.026 deg
m = 0.0015 Ib.sec^/in^
»i./r„/ = 0.89545x10’^ Ib.sec^
m.km2^ = 0 .0A Ib.sec^
.E/, = 0.2977x10^ Ib.in^
E/(=10^ Ib.in^
( 7 J = 0 .2 x 1 0 * Ib.in^ m = 0.0015 Ib.sec^/in^ 5 2 Table 4.12; The bending-bending-torsion natural frequencies
of the pre-twisted cantilever rotating blade, 0 = 0 (rpm)
Frequency
(rad/s)
Triple load path
IMM method [6]
FEM
n = 40
Error (%)
t o r n - 5
CO/
11.4
11.4
0.17
0)2
65.8
66.4
0.79
0)3
70.4
71.7
1.94 Table 4.13: The bending-bending-torsion natural frequencies
of the pre-twisted cantilever rotating blade ft = 360 rpm
Frequency
(rad/s)
Triple load path
TMM method [6]
FEM
n = 40
Error (%)
for n^ 5
CO/
45.1
46.7
3.52
0)2
72.3
73.7
1.91
0)3
125.0
133.1
6.47 Table 4.13: The bending-bending-torsion natural frequencies
of the pre-twisted cantilever rotating blade ft = 360 rpm One can see that the difference between triple load path and cantilevered
configurations for the first few frequencies of non-rotating case is negligible, while
adding rotating speed to the blade causes slightly different dynamic behaviour. Higher
frequencies exhibit larger differences between cantilevered blade and triple load path
blade configurations. In order to study the effect of rotating speed on vibration frequencies and modes,
the variation of the first 10 frequencies of the helicopter blade [6] (with cantilever
boundary conditions) versus blade rotating speed is shown in Figure 4.10. 4.S.4.3. Vibrations of Rotating Triply Coupled Beam 53 Natural Frequencies of rotating blade versus rotating speed
900
Torsion 3
800
F laps
700
600
Torsion 2
Flap 4
Lag 2
(A
500
oo
§3U"
2
400
300
LL
Flap 3
200
Torsion 1
Flap 2
L agl
Flap 1
100
0
50
100
150
200
250
300
350
Rotating speed (rpm)
Figure 4.11: The effect of rotary speed on frequencies and modes
of triply coupled rotating blade. Natural Frequencies of rotating blade versus rotating speed
900
Torsion 3
800
F laps
700
600
Torsion 2
Flap 4
Lag 2
(A
500
oo
§3U"
2
400
300
LL
Flap 3
200
Torsion 1
Flap 2
L agl
Flap 1
100
0
50
100
150
200
250
300
350
Rotating speed (rpm) Natural Frequencies of rotating blade versus rotating speed Figure 4.11: The effect of rotary speed on frequencies and modes
of triply coupled rotating blade. Figure 4.10 shows that, as expected, the rotating speed of beam can change the
blade’s natural frequencies. One can see that due to the centripetal effect, the stiffening
effect of rotating speed for lag vibrations decreases. The flap frequencies increase as
rotating speed increases, but the increments in lag frequencies are less pronounced. A
closer look at “Flap 4” and “Lag 2” modes reveals that by increasing the rotating speed
flap frequency passes the lag frequency. Besides, the torsion frequencies are almost
constant. The vibrational behaviour of the cantilever blade shown in Figure 4.10 is very
similar to real triple load path blade model [16]. All examples of this chapter verified the applicability of FEM method as it has
already been used in last decades for analysis of many flexible structures including
beams. The convergence rates of the FEM methodology introduced in this chapter are
very good, and for preliminary design purposes and to get the few first frequencies and
modes, a model of only 10 to 30 elements can be exploited. 54 54 In next chapter, the DFE formulation based on Galerkin-type WRM will be
discussed and the Dynamic Trigonometric Shape Functions (DTSF’s) will be employed
to solve the governing differential equations of motion of dually and triply coupled
vibrations of beams and rotating blades. 55 55 5.1.
Introduction The Dynamic Finite Element (DFE) method is an intermediate formulation
between exact DSM and classic FEM methods. The main difference between the classical
FEM method and the DFE is “the definition of approximation functions”. In the
traditional FEM (Chapter 4) the cubic polynomial shape functions for flexural
displacements and linear shape function for torsional displacement are used, where theses
shape functions are the solutions of static deformation of a beam in elastic area. In the
DFE, the solutions of the differential equations governing the uncoupled vibrations of the
beam are chosen as the basis functions of approximation space. The dynamic
interpolation (shape) functions of approximation are then obtained based on the standard
FEM approach. 5.2.
Frequency Dependent Approximation Functions In general, the DFE and FEM methods follow the same formulation that means
the DFE approach starts with Galerkin weak formulation and integral form of equations. Then the same integration by parts are applied to the equations to satisfy the natural
(force) boundary conditions which results in equations (4.10) to (4.12). The major
difference between two methods is the basis functions from which the shape functions are
calculated. As already mentioned, the basis functions in the DFE method are dynamic
(frequency dependent) trigonometric shape functions (DTSF’s). The basis functions are
extracted from differential equations governing uncoupled vibrations of the beam. <P(^>f and <P(^>h the basis functions for flexural and torsional displacements,
respectively, then can be defined as: 5 6 P(^)
. cosh(/?|) - cos(g^) _ sinh(y?|) - sin(«^) ^
< P(^) >,=< cos(r^)
—
>
5.2 5.2 where or, ^ (separately calculated for v and »v) and t can be obtained by solving the
uncoupled equations of beam for bending and torsion vibrations (see Appendix A); -4AC
a = 1
2A
; j3=^ ^B+^|B^-4AC
2A
5.3
r = col. mK„
1 GJ
5.4
El
T
A = — ; B =------ ; C = -ml^a
5.5 -4AC
a = 1
2A
; j3=^ ^B+^|B^-4AC
2A
5.3
r = col. mK„
1 GJ
5.4
El
T
A = — ; B =------ ; C = -ml^a
5.5 -4AC
a = 1
2A
; j3=^ ^B+^|B^-4AC
2A
5.3 5.3 r = col. mK„
1 GJ
5.4 5.4 El
T
A = — ; B =------ ; C = -ml^a
5.5 5.5 The basis functions bave been manipulated to reduce to Hermite and linear basis
functions for bending and torsion, respectively, as
jg, %
O- The Hermite basis
functions bave been widely used in finite elements for many years, for two main reasons,
they satisfy completeness and continuity. Completeness is satisfied by including the
lowest order admissible term. Continuity condition is met such that the shape functions
are continuous across all inter-element boundaries. With these conditions satisfied the
DFE with its Hermite based trigonometric basis functions is guaranteed to converge
monotonically to the exact solution. 5.2.
Frequency Dependent Approximation Functions The classic basis functions of approximation space
for standard “Hermite” beam element (flexural displacements) are 1,
and the
linear basis functions (torsional displacements) are 1, The so-called non-nodal approximation of displacements can then be written in
terms of basis functions: 57 w{^)=<P{4)>f.^ {a j
v(#)=<P(^)>^_, K )
f,(a = < f(a > , {«,}
5.6
5.7
5.8 w{^)=<P{4)>f.^ {a j
v(#)=<P(^)>^_, K )
f,(a = < f(a > , {«,}
5.6
5.7
5.8 5.6 5.7 5.8 where the constant vectors {an-}, {ov} and {a,} can be calculated using the nodal
displacements: =[-7*n]/,v{^v}
5.9
5.10
5.11 5.9 5.10 5.11 5.11 where {h»„}, {v„} and
are the nodal displacements, and {P n ]f-w /v and [ P „ ] , are: where {h»„}, {v„} and
are the nodal displacements, and {P n ]f-w /v and [ P „ ] , are: where {h»„}, {v„} and
are the nodal displacements, and {P n ]f-w /v and [ P „ ] , are: 1
0
cos(a„,J
0
0
sin(a„,J
cosh%,,J-cosOz^„)
wIvJ
+Pw, ^
Pwlv ^w!v
^wlv
Pw IV
smh09^/v)-sm((z^/v)
^wtv ^ Pw IV
wiv
^ w fv ^ H w t v
n cinr/y ^
\ Æ/>sinh(g,„)+a,,,sin(g„,,) P„„cosh(JJ„i,)-a„i,cos(pc„i,)
- a ^ / y S i i n a ^ / v ;
2
^
2
^w/v
PwIV
^wlv
Pw IV
5.12 and and
[p j. =
1
cos(r)r
_____
sin(r)
sin(r)
0
r
5.13 5.13 58 By determining the coefficient vectors {ok,}, {a,.} and {a,} in terms of nodal
displacements, the element displacements can be written in terms of shape functions and
nodal displacements (i.e., nodal approximations): =<
>/.w
bK) =<
> {'vj
5.14
v(^) =<P(^)
{v„} =<
> {v„}
5.15
m = < P {^ )> , {PnV\%}-<Nr{^)>{(Pn)
5.16 =<
>/.w
bK) =<
> {'vj
5.14 v(^) =<P(^)
{v„} =<
> {v„}
5.15 v(^) =<P(^)
{v„} =<
> {v„}
5.15
m = < P {^ )> , {PnV\%}-<Nr{^)>{(Pn)
5.16 where the bending and torsion shape functions are: <
(^ ) > 1 =
{- cos(a^) + cos(a(l -
1 )) cosh(/?) + cos(a) cosh(/? ( 1 - ^))
Pf
- cosh(/9^) - —sin(a(l - ^)) sinh(y3) + ^ sin(a) sinh(/? 5.2.
Frequency Dependent Approximation Functions ( 1 - ^))}
a
p
5.17 <
(^) > 2 = - ^ {y^[cosh(/?(l - ^)) sin(a) - sin(a(l - ^)) cosh(/î) - sin(a^)]
Dj-
5.18
+ a[cos(a(l - ^))sinh(/?) - cos(a)sinh(y3(l - ^)) - sinh(y5^)]} <
(^) > 2 = - ^ {y^[cosh(/?(l - ^)) sin(a) - sin(a(l - ^)) cosh(/î) - sin(a^)]
Dj-
5.18
+ a[cos(a(l - ^))sinh(/?) - cos(a)sinh(y3(l - ^)) - sinh(y5^)]} < ^ 5 (^) > 3 = — {- cos(a(l - ^)) + cos(a^) cosh(/?) - cosh(/3(l - ^))
Pf < ^ 5 (^) > 3 = — {- cos(a(l - ^)) + cos(a^) cosh(/?) - cosh(/3(l - ^))
Pf
+ cos(a) cosh(y0^) ——sin(a^) sinh(y3) + —sin(a) sinh(/7^)}
5.19 < ^ 5 (^) > 3 = — {- cos(a(l - ^)) + cos(a^) cosh(/?) - cosh(/3(l - ^))
Pf
+ cos(a) cosh(y0^) ——sin(a^) sinh(y3) + —sin(a) sinh(/7^)}
5.19 :
>,= — {y9[-cosh(y3(^)sin(a) - sin(a(l - ^)) + sin(a^)cosh(/?)]
P f
+ a[-cos(a^)sinh(/î) - sinh(yî(l - ^)) + cos(a)sinh(^^)]} and 59 < //j. (^) >, = ^ {sin(r) cos(r^) - cos(r)sin(r^)}
5.21 < //j. (^) >, = ^ {sin(r) cos(r^) - cos(r)sin(r^)}
5.21 < //j. (^) >, = ^ {sin(r) cos(r^) - cos(r)sin(r^)}
5.2 < //j. (^) >, = ^ {sin(r) cos(r^) - cos(r)sin(r^)} 5.21 The parameters D/and Dt are: The parameters D/and Dt are: a ^ -p ^
ap
Dj. = aP{2[cos(a)cosh(P) - 1] +
sin(a)sinh(>9)}
5.23
D, =sin(r)
5.24 a ^ -p ^
ap
Dj. = aP{2[cos(a)cosh(P) - 1] +
sin(a)sinh(>9)}
5.23 5.23 D, =sin(r)
5.24 5.24 where a and P in equations (5.17) to (5.24) can be replaced by «h- and P„ or % and py to
obtain the shape functions of out-of-plane or in-plane displacements, respectively. where a and P in equations (5.17) to (5.24) can be replaced by «h- and P„ or % and py to
obtain the shape functions of out-of-plane or in-plane displacements, respectively. The shape functions (5.17) to (5.22) are called Dynamic (frequency dependent)
Trigonometric Shape Functions (DTSF). The bending shape functions have been shown
in Figure 5.1 for the first four natural frequencies of a non-rotating beam with pure flap
vibrations. 5.2.
Frequency Dependent Approximation Functions 60 Shape functions of single bending vibrations for
first natural frequency
I
0<xK1
Shape function 1
Shape functions
-<**Shape functions
Shape function 4
Shape functions of single bending vibrations for
second natural frequency
ê
•10
0<xl<1
Shape function 1
Shape function 2
Shape function 3
Shape function 4
Shape functions of single bending vibrations for
third natural frequency
40
Ir
5 -20
•60
0<xK1
Shape function 1
"O Shape function 2
Shape function 3
Shape function 4
Shape functions of single bending vibrations for
fourth natural frequency
I
•10
•15
0<xK1
-«-Shape function 1
-O’ Shape function 2
Shape function 3
Shape function 4
Figure 5.1: The beam bending shape functions calcu
at Its first four natural frequencies. 61 Shape functions of single bending vibrations for
first natural frequency
I
0<xK1
Shape function 1
Shape functions
-<**Shape functions
Shape function 4 0<xK1 Shape functions of single bending vibrations for
second natural frequency
ê
•10
0<xl<1
Shape function 1
Shape function 2
Shape function 3
Shape function 4 Shape functions of single bending vibrations for
second natural frequency 0<xl<1 Shape functions of single bending vibrations for
third natural frequency
40
Ir
5 -20
•60
0<xK1
Shape function 1
"O Shape function 2
Shape function 3
Shape function 4 Shape functions of single bending vibrations for
fourth natural frequency
I
•10
•15
0<xK1
-«-Shape function 1
-O’ Shape function 2
Shape function 3
Shape function 4 Figure 5.1: The beam bending shape functions calculated
at Its first four natural frequencies. 61 5.3.
Derivation of System Eigenproblem Implementing the Galerkin-type Weighted Residual Method (WRM) on the
governing differential equations (2.1) to (2.3) and applying the natural boundary
conditions, the element virtual works (after discretization and performing appropriate
integration by parts) is written in following form: (•) El
+
+ 5w\Ci^em{x + e^)cos6)<f)
5.25 5.25 - ôw{û)^eml cos 9)^}d^ El
El
T
+ [5w”(r-^)w ' - 5 w '\-^ )w + 0w \j)w ]\ ^/.v = f '
- Sv"{j)v - 6v{co ^ml )v}df
(**) E l. +
{<^v"( ^3^ )w" - ^v'(Q ^em (x + e, ) sin d)^
5.26 E l. +
{<^v"( ^3^ )w" - ^v'(Q ^em (x + e, ) sin d)^
5.26
+ <
5 v[(fl" +(o^)eml sin 9)]^ - S v{n h n l )v}d^
FT
FT
T
+ [ S v ''i-^ )v ' - S v " 'i-^ )v + <5v'(y)v]:, E l. +
{<^v"( ^3^ )w" - ^v'(Q ^em (x + e, ) sin d)^ E l. +
{<^v"( ^3^ )w" - ^v'(Q ^em (x + e, ) sin d)^
5.26
+ <
5 v[(fl" +(o^)eml sin 9)]^ - S v{n h n l )v}d^
FT
FT
T
+ [ S v ''i-^ )v ' - S v " 'i-^ )v + <5v'(y)v]:, + <
5 v[(fl" +(o^)eml sin 9)]^ - S v{n h n l )v}d^
FT
FT
T
+ [ S v ''i-^ )v ' - S v " 'i-^ )v + <5v'(y)v]:, ( ...) ( ...) + ^ {0^{Q^eni(x + e^)cos 9)w' - S^(D.^em(x + e^)sin 9)v' + ^ {0^{Q^eni(x + e^)cos 9)w' - S^(D.^em(x + e^)sin 9)v'
+
+ (o^)eml sin 9)\v - ô^{û)^eml cos 9)w
+ 5 ( j ) { Q . ^ m l c o s 29)^}d^
5.27 5.27 +
+ (o^)eml sin 9)\v - ô^{û)^eml cos 9)w
5.27 + 5 ( j ) { Q . ^ m l c o s 29)^}d^ 6 2 where 0
<1. 5.3.
Derivation of System Eigenproblem The approximations for >t», bw, v, bv, (j) and b<j> are made such that the
integral terms (*), (**) and (***) in the above equations (5.25) to (5.27) vanish, or: EL
T
[ a / '( - ^ ) - & v\j) - &iiû}hn[)]w= 0
5.28
El
T
[ J v " " (^ ) - 6v"{j) - 6v{o)^ml)]v = 0
5.29
+ 0(/>(co^mlKl )](j> = 0
5.30 5.28 The equations (5.28) to (5.30) can be used to determine the parameters
/3v and t following the approaches introduced in Appendix A. The components of element
virtual work then reduce to the following forms: ~ r '
+ 5w\0}em{x + e, ) cos 0)^
- 8\v{o)^eml cos 6 )<l>}d^
5.31
El
El
T
+ [ S w \-^ )w ' - 0w \ - ^ ) w + 5w\-j)w][ 5.31 El
El
T
+ [ S w \-^ )w ' - 0w \ - ^ ) w + 5w\-j)w][ = J^' {6v"{^—^ )w " - 6v'{0.^em{x + e^)s\n 6)(f>
+ Sv{{Çl^ + (o^)eml sin 6 )\(l) - 5v{Çl^ ml )v)d^
5.32
FT
FI
T
+ [Sv”{ ^ ) v ' - 8v”'{-jf-)v + 8 v \j)v ] [ = J^' {6v"{^—^ )w " - 6v'{0.^em{x + e^)s\n 6)(f>
+ Sv{{Çl^ + (o^)eml sin 6 )\(l) - 5v{Çl^ ml )v)d^
5.32
FT
FI
T
+ [Sv”{ ^ ) v ' - 8v”'{-jf-)v + 8 v \j)v ] [ {8^(Q^em{x + e J c o s d ) w ' -8i^{Q^em(x + ef)smû)v'
+ 8<!>[{0.^ + (O^)eml sin 9)]v - 8(f>{co^eml cos 0)w
+ 8(^iQ^ml{Kl^ - Kl^)cos 20)(^}d^
5 .3 3 63 and the element virtual work can be written as: and the element virtual work can be written as: and the element virtual work can be written as: Wf,=<Su>‘ [K{co)Y{uY
5.34 Wf,=<Su>‘ [K{co)Y{uY
5.34 Wf,=<Su>‘ [K{co)Y{uY Wf,=<Su>‘ [K{co)Y{uY Wf,=<Su>‘ [K{co)Y{uY 5.34 where the element nonlinear dynamic (frequency dependent) stiffness matrix, [ff(co)]^
can be written as: where the element nonlinear dynamic (frequency dependent) stiffness matrix, [ff(co)]^
can be written as: [K{(o)Y = [Kmvncoupua +
5.35 5.35 The coupled and uncoupled element stiffness matrices are extracted from
equations (5.31), (5.32) and (5.33) considering the nodal parameters of equations (4.21)
to (4.24): \.^i.^)\vncouplal ~ 5.36 +
[{0}ml{Kl,-Kl)cos29){N,_^}<N,_^>+{-Q}ml){N,J<N,_^ >]d^ +
[{0}ml{Kl,-Kl)cos29){N,_^}<N,_^>+{-Q}ml){N,J<N,_^ >]d^ = r
< N l, > +{Nl^} < Nl„ >)
-(o)^emlcose)({Ng_J < Nj.,^ > +{Nj.,^} <
>)
+(0^e/M(x+e,)cosg)({Ng_,,} <
>
+{A^r-p) < ■^b-h. The system equation then can be obtained by the standard assembly process: The system equation then can be obtained by the standard assembly process: The system equation then can be obtained by the standard assembly process: NE
» :.= Z W i.'= 0
5.39 NE
» :.= Z W i.'= 0
5.39 5.39 » :.= Z W i.'= 0
5.39
or
à
[K( )]{ }
0
5 40 or =< ài > [K(<y)] {m} = 0
5.40 =< ài > [K(<y)] {m} = 0 where: where: NE
[X(®)] = 2][A:(®)]*
5.41
1 5.41 The virtual displacements vector < ô« > in equation (5.40) is arbitrary, then the
rest of equation should vanish: [K(co)]{u} = 0
5.42 5.42 The stiffhess matrix is frequency dependent and the equation (5.42) represents a
nonlinear eigenproblem. The frequencies of this eigenproblem are calculated by Wittrick-
Williams root counting algorithm [14,15,26] introduced in Chapter 3. 5.3.
Derivation of System Eigenproblem > )
+[(0' +ûJ^)m/sin0)]({A^3.,}
>+{Nr_^}<Ng,^ >)
-(QYem{x+eY)sme){{N'g,^<N^_^ >-{N^.^} <N'g_^ >)]d#
5.37 5.37 where: 64 — j r :
=— ; c? = y
5.38 5.38 5.4.
Refined Dynamic Finite Element (RDFE) The parameters EIj,, EI^, T, m, GJ and ihkJ in equations (5.28) to (5.30) are
assumed to be constant inside each element domain. If the beam specifications vary along
the length of the beam, this assumption is not valid and the equations (5.28) to (5.30) 65 cannot result exactly the assumed basis functions. For small number of elements, where
the variation of parameters are considerably large, vanishing (*), (**) and (***) in
equations (5.25), (5.26) and (5.27) results some errors. In order to avoid this error a
compensating term can be defined for each variable parameter to be added to the
equations, called deviator term. The variable parameters can be written as: E m = EI + EI^,y
n ^ ) = T + T^,y
m(4) = m + m^Ev
5.43
GJ{^) = GJ + GJ^,y E m = EI + EI^,y
n ^ ) = T + T^,y
m(4) = m + m^Ev
5.43
GJ{^) = GJ + GJ^,y 5.43 where El, T, m, GJ and ntK„^ are average values in each element, and the parameters
with subscript “DEV” are the deviation of average values from exact values [21]. The
uncoupled stiffness matrix then can be rearranged as: where El, T, m, GJ and ntK„^ are average values in each element, and the parameters
with subscript “DEV” are the deviation of average values from exact values [21]. The
uncoupled stiffness matrix then can be rearranged as: \.K.(p))Yu„coupled ~
,
,
!:! . + f ' [(Ü'm/(;v^,-Kl,)cos29){Nr_^} <
> +(-Q^ml){Ns.^} <
>]d^ +DEV where: where: 6 6 -
< N i^ > +{A^;.J < yv;.„ >)
^
- 1(0 [m{Q - ;;/]({A^g_.} < N
> +{/Vg_,} < Ng., >)
+
^ ) (A^;. ^} < A^;.^ > -1(0^[/H/r„' (^) - hikJ ] {A^r-„ ) < A^r-„ ^ Adding DEV matrix drastically increases the aceuracy of the model and provides
faster convergence. It can be seen from equation (5.45) if any parameter in beam
specification is constant, the corresponding term will not appear in DEV matrix. 5.4.
Refined Dynamic Finite Element (RDFE) For
uniform rotating beam all geometrical deviator terms vanish and the deviator matrix
reduces to following form in which the effect of variable axial force, centrifugal force, is
taken into account: DEV = f '
J <
>)]d^
5.46 5.46 As it will be discussed later, without considering the deviator matrix, the
convergence rate of DFE and FEM are nearly the same, but by “refining” the DFE
element equations, the DFE convergence rates are effectively improved. The
methodology presented here is called Refined DFE and will be used later in numerical
examples where variable parameters and rotating speed are to be considered. 5.5.
Numerical Results The DFE method has already been applied to many bending-torsion coupled
vibration problems including axially loaded or materially coupled composite beams
[21-25]. In this thesis, some illustrative numerical examples are discussed to verify the
DFE formulation introduced in this chapter. The natural frequencies, mode shapes and 6 7 6 7 the convergence rate of DFE is investigated and compared with the existing results in
literature and those presented in Chapter 4. 5.5.2.
Coupled Bending-Torsion Vibrations The DFE analysis of coupled bending-torsion vibrations of beams for uniform
beams as well as non-uniform composite beams, with or without axial forces has been
well established [21-25]. In this section, some illustrative examples are studied to confirm
the correctness of the presented DFE formulation. 5.5.1. Bending Vibrations of Uncoupled Beam As the first step, the natural frequencies and mode shapes of lateral vibrations of a
non-rotating uniform beam is investigated. To implement the DFE, the integration by
parts is applied to (4.41) and final equation will be in following form: If/,, =[àv\EI^)w' -
5.47 5.47 and the uncoupled stiffness matrix, equation (5.36), reduces to the following form: ________ ijO________
________ £^i_________
c J N lJ ] Using the Wittrick-Williams (W-W) root counting algorithm [14,15,26], the
natural frequencies can be evaluated from a one-element model. The first five frequencies
of a uniform cantilever beam are shown in Table 5.1. The beam parameters are
considered to be unit, Ely = /n = Z = 1. As already stated, the DFE formulation for
uncoupled bending is equivalent to the exact DSM method, due to the fact that the basis
functions are the solutions of uncoupled bending vibrations. That is the reason why using
a one-element mesh results in the exact frequencies. 68 Table 5.1: The first five natural frequencies of out-of-plane vibration of
a cantilever beam calculated by DFE
Natural
Frequency
(rad/s)
Exact
analytical value
[34]
DFE
With 1 elements
Error (%)
CO/
3.51602
3.51602
0.000
C02
22.0345
22.0345
0.000
0)3
61.6972
61.6972
0.000
0)4
120.9019
120.9019
0.000
0)5
199.8595
199.8593
0.000 Table 5.1: The first five natural frequencies of out-of-plane vibration of
a cantilever beam calculated by DFE The first three mode of vibration were also calculated by the DFE method and are
plotted in Figure 5.2. First Three Modes of Out-Of-Plane Vibrations of a Cantilever Beam
obtained by DFE
0.5
c
I
Mode 1
— - Mode 2
Mode 3
I
-0.5
Length of the beam
Figure 5.2: The first three out-of-plane modes of vibrations
of a cantilever beam based on DFE method First Three Modes of Out-Of-Plane Vibrations of a Cantilever Beam
obtained by DFE c
II Length of the beam Figure 5.2: The first three out-of-plane modes of vibrations
of a cantilever beam based on DFE method From Table 5.1 and Figure 5.2, one can see that the natural frequencies and mode
shapes confirm the validity and complete agreement of the DFE method and exact results
for pure bending vibrations of a cantilever beam. 69 5.5.2.I. Non-rotating Beam: As the first coupled bending-torsion case, the dynamic behaviour of untwisted
uniform coupled beams is studied. The equations of motion, in this case, can be extracted
from (2.18) and (2.19). The element stiffiiess matrix, equations (5.35), is then written as: [K(co)Y =
+ [K{<v)Ycour,e,
5.49
where
i‘0
4=1
5.50 5.49 where 5.50 and Here,
and {A^r-ç,} are the bending and torsional shape functions. A uniform
cantilever wing [22] with following mechanical properties is considered: Here,
and {A^r-ç,} are the bending and torsional shape functions. A uniform
cantilever wing [22] with following mechanical properties is considered: Here,
and {A^r-ç,} are the bending and torsional shape functions. A uniform
cantilever wing [22] with following mechanical properties is considered: 7 0 L = 6.0 m
e = 0.18 m
m = 35.75 kg/m
E/=9.75 MN.m^
GJ= 0.988 MN.m^
m.km^ = 8.65 kg.m L = 6.0 m
e = 0.18 m
m = 35.75 kg/m
E/=9.75 MN.m^
GJ= 0.988 MN.m^
m.km^ = 8.65 kg.m The natural frequencies obtained from the DFE and FEM formulations along with those
obtained from the exact DSM method [22] are presented in Table 5.2. The natural frequencies obtained from the DFE and FEM formulations along with those
obtained from the exact DSM method [22] are presented in Table 5.2. Table 5.2: The first six natural frequencies of coupled bending-torsion
vibrations of a cantilever beam
Natural
Frequency
(rad/s)
Exact
Method
(DSM)
DFE method
With
5 element
Error of
DFE
method
(%)
FEM
element
With 30
elements
Error of FEM
30-element
(%)
CO;
49.62
49.62
0.00
49.62
0.01
0)2
97.04
97.05
0.01
97.05
0.01
0)3
248.87
249.00
0.05
249.07
0.08
0)4
355.59
357.54
0.55
355.78
0.05
0)5
451.46
452.57
0.24
452.58
0.25
0)6
610.32
610.63
0.05
613.59
0.54 Table 5.2: The first six natural frequencies of coupled bending-torsion As it can be seen (Table 5.2), the comparison between higher modes obtained
from the FEM and DFE (for example the fifth and sixth frequencies) shows the DFE’s
higher convergence rates. A three-beam piecewise uniform wing, introduced in Table 4.3 and Figure 4.3,
was also studied. The vibration analysis shows that DFE has better convergence rate than
FEM, as a 6-element DFE model leads to the same results as a 15-element FEM model
(Table 5.3). 5.5.2.I. Non-rotating Beam: 71 Table 5.3: The first five natural frequencies
of the three-beam aircraft wing obtained by DFE
Frequency
(rad/s)
Exact Method
(DSM)
DFE
n = 6
Error of DFE
(%)
FEM
n - 1 5
Error of FEM
(%)
CO;
74.43
74.44
0.02
74.43
0.01
CO2
128.57
128.59
0.01
128.58
0.06
COi
253.40
253.44
0.01
253.56
0.32
0^4
376.59
378.36
0.47
376.96
0.37
CO5
431.29
433.42
0.49
431.97
0.67 Table 5.3: The first five natural frequencies Table 5.3: The first five natural frequencies
of the three-beam aircraft wing obtained by DFE Table 5.3: The first five natural frequencies As another example, the DFE method was also implemented to the beam of
following properties [2,16]: Z, = 40.0 in
g = 0.4 in
m = 0.0015 slug/in
^m/ = 0.18 in^
km2^ = 0.71 in^
E7= 25000 Ib.in^
C /=9000 Ib.in^ Z, = 40.0 in
g = 0.4 in
m = 0.0015 slug/in
^m/ = 0.18 in^
km2^ = 0.71 in^
E7= 25000 Ib.in^
C /=9000 Ib.in^ The first five natural frequencies are calculated by DFE method and have been compared
with Integrating Matrix Method [16] and the FEM (Chapter 4) as the reference values
(see Table 5.4). 72 Table 5.4: The bending-torsion coupled natural frequencies
of the clamped-free beam
Natural
IMM
DFE method
Error of DFE
FEM element
Error of FEM
Frequency
Method
With
method
With
method
(rad/s)
(15 stations)
5 element
(%)
30 elements
(%)
CO;
31,05
31,06
0,02
31,059
0.03
C02
193,74
193,79
0,02
193,748
0.00
390,87
391,15
0,07
390,923
0.01
0)4
539,54
540,34
0,15
539,598
0.01
0)5
1043,94
1048,97
0,48
1044,306
0.04 Table 5.4: The bending-torsion coupled natural frequencies
of the clamped-free beam The DFE convergence rates for the first five natural frequencies are shown in F The DFE convergence rates for the first five natural frequencies are shown in Figure 5.3. Figure 5.4 presents the comparison between the convergence rates of DFE and FEM for
the third and fifth frequencies to highlight the difference between DFE and FEM in
higher modes. Figure 5.4 presents the comparison between the convergence rates of DFE and FEM for
the third and fifth frequencies to highlight the difference between DFE and FEM in
higher modes. 5.5.2.I. Non-rotating Beam: Convergence test of DFE for bending-torsion vibrations
0.20
0.18 -
0.16 -
0.14 -
3
-
k 0.10 -
HI 0.08 -
0.06 -
0.04 -
0.02 -
0.00
30
25
20
15
10
5
■ omega 1
-omega 2
-omega 3
-omega 4
- omega 5
Number of elements
Figure 5.3: The DFE method convergence results for
coupled bending-torsion vibrations. Convergence test of DFE for bending-torsion vibrations Convergence test of DFE for bending-torsion vibrations
0.20
0.18 -
0.16 -
0.14 -
3
-
k 0.10 -
HI 0.08 -
0.06 -
0.04 -
0.02 -
0.00
30
25
20
15
10
5
■ omega 1
-omega 2
-omega 3
-omega 4
- omega 5
Number of elements Figure 5.3: The DFE method convergence results for
coupled bending-torsion vibrations. 73 Convergence test of FEM a nd DFE for third and fifth frequencies
for coupled bending-torsion vibrations
1.0
DFE-omega 3
FEM-omega 3
DFE-omega 5
FEM-omega 5
0.9 -
0.8 -
0.7 -
0.6 -
5 0.5
UJ 0.4 -
0.3 -
0.2 -
0.0
10
20
30
5
15
25
Number of elements
Figure 5.4: The comparison between the DFE and FEM convergence
for coupled bending-torsion free vibrations. Convergence test of FEM a nd DFE for third and fifth frequencies
for coupled bending-torsion vibrations
1.0
DFE-omega 3
FEM-omega 3
DFE-omega 5
FEM-omega 5
0.9 -
0.8 -
0.7 -
0.6 -
5 0.5
UJ 0.4 -
0.3 -
0.2 -
0.0
10
20
30
5
15
25
Number of elements Convergence test of FEM a nd DFE for third and fifth frequencies
for coupled bending-torsion vibrations f
for coupled bending-torsion vibrations Figure 5.4: The comparison between the DFE and FEM convergence
for coupled bending-torsion free vibrations. The mode shapes of flap and torsion vibrations of the beam have been calculated
and shown in Figures 5.5 and 5.6. Mode shapes of out-of-plane vibrations of
bending-torsion coupled beam
a
Length of beam
-^ o m e g a l
omega2
omegas
omega4
-^omegas
Figure 5.5: The DFE results for the first five modes of coupled bending-torsion
vibrations for a cantilever beam; flap (bending) displacements. 5.5.2.I. Non-rotating Beam: Mode shapes of out-of-plane vibrations of
bending-torsion coupled beam
a
Length of beam
-^ o m e g a l
omega2
omegas
omega4
-^omegas Mode shapes of out-of-plane vibrations of
bending-torsion coupled beam a Length of beam Figure 5.5: The DFE results for the first five modes of coupled bending-torsion
vibrations for a cantilever beam; flap (bending) displacements. 7 4 First five modes of torsional vibrations
of bending-torsion coupled beam
1.2
0.8 -
—♦“ Mode 1
—* — Mode 2
—A— Mode 3
•
Mode 4
Mode 5
0.6 -
a 0 .4 -
0.2
-0.2
Length of beam
Figure 5.6: The DFE results for the first five modes of coupled bending-torsion
vibrations for a cantilever beam; torsional displacements. First five modes of torsional vibrations
of bending-torsion coupled beam First five modes of torsional vibrations
of bending-torsion coupled beam Length of beam Figure 5.6: The DFE results for the first five modes of coupled bending-torsion
vibrations for a cantilever beam; torsional displacements. The examples of this section show that the results obtained by the DFE are in
complete agreement with the results of the FEM (Chapter 4) and those of literature. Also
the mode shapes calculated by the DFE exhibit the expected behaviour of the coupled
bending-torsion vibrations of the non-rotating beams. 5.S.2.2. Axially Loaded Coupled Beam: Considering the equations of motion introduced in expressions (4.48) and (4.49)
[23], the element stiffness matrix for an axially loaded coupled bending-torsion beam can
be written in following form: 5.52 5.52 5.52 where 75 _______________^ _______________
M______________
5 _______________^ _______________
M______________ 5.53 and [^W]L,W = r [-(y)({A^;-J < K _, > +{N'r_,} <
>)
. + i o } ^ e m l ) i { N g . J < Nr_^ > + { N ^ . ^ } < Ng_ „ > )]d ^
5.54 5.54 The same semi-circular beam configuration as presented in Figure 4.6 was then
selected to investigate the DFE application to free vibration analysis of axially loaded
beams. The beam properties are [20,23]: L = 0.82 m
g = 0.0155 m
m = 0.835 kg/m
E /= 6380.14 N.m^
(7J= 43.46 N.m^
m.krn^ = 0.000501 kg.m For two cases of T = 0 and T= -1790 (N), the natural frequencies of beam were
calculated, and the comparisons between DFE, FEM (Chapter 4) and reference values
[20] are presented in Tables 5.5 and 5.6. 7 6 Table 5.5: The bending-torsion natural frequencies
of the cantilever beam (no axial load (7^0))
F r e | y
% % %
g
S
l
2 3 : 2 s
«/
62.60
62.60
0.00
62.61
0.02
130.18
130.75
0.44
130.21
0.02
« 5
261.15
261.56
0.16
261.66
0.20
0)4
421.36
423.25
0.45
423.59
0.53
0)5
612.09
616.03
0.64
618.52
1.05
Table 5.6: The bending-torsion natural frequencies of
the axially loaded cantilever beam (J= -1790 N)
Natural
Frequency
(rad/s)
Reference
Frequency
[20]
DFE with
6 elements
Error of DFE
(%)
FEM with
20 elements
Error of FEM
(%)
0)1
60.23
60.25
0.04
60.24
0.02
0)2
128.42
128.74
0.25
128.45
0.02
0)3
257.96
258.48
0.20
258.46
0.19
0)4
415.54
416.79
0.30
417.74
0.53
0)5
604.60
607.87
0.54
611.12
1.08
The DFE convergence results for the beam subjected to a compressive axial
1790 (N) are shown in Figure 5.7. One can see that for the first four frequencies
or for a 4-element model is less than 0.8% (the error for the first frequency obtaine
model is less than 0.1%). 5.S.2.2. Axially Loaded Coupled Beam: Therefore, using 4 to 6 elements, one could accura Table 5.5: The bending-torsion natural frequencies
of the cantilever beam (no axial load (7^0))
F r e | y
% % %
g
S
l
2 3 : 2 s
«/
62.60
62.60
0.00
62.61
0.02
130.18
130.75
0.44
130.21
0.02
« 5
261.15
261.56
0.16
261.66
0.20
0)4
421.36
423.25
0.45
423.59
0.53
0)5
612.09
616.03
0.64
618.52
1.05 Table 5.5: The bending-torsion natural frequencies
of the cantilever beam (no axial load (7^0)) Table 5.5: The bending-torsion natural frequencies Table 5.6: The bending-torsion natural frequencies of
the axially loaded cantilever beam (J= -1790 N)
Natural
Frequency
(rad/s)
Reference
Frequency
[20]
DFE with
6 elements
Error of DFE
(%)
FEM with
20 elements
Error of FEM
(%)
0)1
60.23
60.25
0.04
60.24
0.02
0)2
128.42
128.74
0.25
128.45
0.02
0)3
257.96
258.48
0.20
258.46
0.19
0)4
415.54
416.79
0.30
417.74
0.53
0)5
604.60
607.87
0.54
611.12
1.08 Table 5.6: The bending-torsion natural frequencies of
the axially loaded cantilever beam (J= -1790 N) The DFE convergence results for the beam subjected to a compressive axial load
of 1790 (N) are shown in Figure 5.7. One can see that for the first four frequencies the
error for a 4-element model is less than 0.8% (the error for the first frequency obtained by
this model is less than 0.1%). Therefore, using 4 to 6 elements, one could accurately
evaluate the beam’s first few frequencies. 77 Convergence test of DFE for Bending-Torsion coupled
vibrations of an axially loaded beam, P = -1790
1.40 -
1.20 -
1.00 -
r 0.80 -
0.60 -
0.40 -
0.20 -
0.00
4
6
8
10
12
16
14
18
20
-omega 1
-omega 2
-omega 3
-omega 4
-omega 5
Num ber of elem ents
Figure 5.7: The DFE convergence results for axially loaded
cantilever coupled beam (T = -1790 N). 5.S.2.2. Axially Loaded Coupled Beam: Convergence test of DFE for Bending-Torsion coupled
vibrations of an axially loaded beam, P = -1790
1.40 -
1.20 -
1.00 -
r 0.80 -
0.60 -
0.40 -
0.20 -
0.00
4
6
8
10
12
16
14
18
20
-omega 1
-omega 2
-omega 3
-omega 4
-omega 5
N
b
f
l
t Convergence test of DFE for Bending-Torsion coupled
vibrations of an axially loaded beam, P = -1790 Num ber of elem ents Figure 5.7: The DFE convergence results for axially loaded
cantilever coupled beam (T = -1790 N). 5.5.3. Coupled Bending-Bending Vibrations The DFE formulation was then applied to the free vibration analysis of coupled
bending-bending rotating beams. The element stiffness matrix, equation (5.35), reduces
to: to: [K(co)Y
5.55 [K(co)Y
5.55 5.55 where Uncoupled
f=0
K
. - Cr
J ; - c
J ;
- C,
{iv;.,};
------------------------------------------------------------------------------f:!------------------------------------------------------------------------------,
Cr {
}
- c... {
}
; C„. } ; c, {
{ N t ^.} ; c„
]
5.56 Uncoupled 5.56 78 and where the vectors of nodal variables {w} and shape functions < N b-w > and < Nb.v > arc
written as follow: { w }= < U ',
w\
V,
V,'
\\>2 w'2 V2 v'2>^
5.58
^B2 0 0
A^B4 0 0>
5.59
<Ng_^,>=<0 0 Ngf
Ng2 0 0 Ng^
>
5.60 { w }= < U ',
w\
V,
V,'
\\>2 w'2 V2 v'2>^
5.58 ^B2 0 0
A^B4 0 0>
5.59
<Ng_^,>=<0 0 Ngf
Ng2 0 0 Ng^
>
5.60 In next sections coupled bending-bending beams with constant axial load and
centrifugal forces will be investigated to validate the DFE for this category of structures. 5.5.3.I. Axially Loaded Beam: The uncoupled bending-bending vibrations of a cantilever beam with symmetric
cross section under constant axial load was first studied. The beam geometric and
mechanical properties are as follow: L = 7.0 m
m = 4.5 kg/m
T= 1000
= 3000 N.m^
Elr, = 3000 n W 79 Since the flexural rigidities in both directions are the same, it is expected to obtain
repeated frequencies for in-plane and out-of-plane free vibrations. Table 5.7 shows the
first six natural frequencies of the Beam. As already mentioned, the DFE for imcoupled
beam is an exact method and the error for DFE with one element is zero. One can see that
the FEM errors for the first few natural frequencies are also within the acceptable range
and the FEM follows the general pattern such that the error increases for higher
frequencies. Table 5.7: The uncoupled in- and out-of-plane bending
natural frequencies of the cantilever beam
Natural
Frequency
(rad/s)
Exact
value
DFE with
1 element
Error of DFE
(%)
FEM with
10 elements
Error of FEM
CO;
4.4821
4.4821
0.000
4.4822
0.001
0)2
4.4821
4.4821
0.000
4.4822
0.001
0)3
16.5835
16.5835
0.000
16.5843
0.005
0)4
16.5835
16.5835
0.000
16.5843
0.005
0)5
37.4918
37.4918
0.000
37.5011
0.025
0)6
37.4918
37.4918
0.000
37.5011
0.025 Table 5.7: The uncoupled in- and out-of-plane bending Table 5.7: The uncoupled in- and out-of-plane bending
natural frequencies of the cantilever beam If a pre-twist angle 6 is added to the system (i.e., rotation of principle axes around
longitudinal axes x) then the beam will experience the coupled bending-bending
vibrations. The pre-twist angle causes geometric coupling between two bending
displacements by producing the coupling term
The frequencies for the per-twisted
beam, in this case, are the same as the uncoupled beam due to the fact that rotation of the
coordinate system doesn’t change the nature of the system. The natural frequencies in
coupled case also confirm the DFE’s higher convergence rates comparing to FEM, where
the DFE errors with only one element for the first six frequencies for this example are
zero. Even though constant force can be used to estimate the effect of centrifugal force,
as it was used for coupled bending-torsion beam, but there is a principal difference
between bending-torsion coupled vibrations and bending-bending coupled vibrations. 5.5.3.I. Axially Loaded Beam: In 80 the latter case, the centripetal term decreases the rigidity of the beam in j’-direction,
which cannot be taken into account when the axial force is simulated by constant force. In Figure 5.8 the effect of a constant axial force on the first six natural frequencies of the
beam are shown. Frequency Force cuvre for
coupled bendina«bendlng axially loaded beam,
S 25.0
♦ omega 1
omega 2
▲ omega 3
omega 4
■ omega 5
— ■ omega 6
0
100
200
300
400
500
600
700
800
900
1000
Axial force (N)
Figure 5.8: The effect of axial force on natural frequencies of
clamped-free beam bending-bending vibrations. q
y
coupled bendina«bendlng axially loaded beam, Axial force (N) Figure 5.8: The effect of axial force on natural frequencies of
clamped-free beam bending-bending vibrations. One can see (Figure 5.8) that by constant axial force the flap frequencies and lag
frequencies inerease with the same rate (for this special case they are exactly the same). It
will be shown later that when the effect of centripetal force is taken into account, the
increment rate of flap and lag frequencies are not the same. 5.S.3.2. Coupled Bending-Bending Rotating Beams: For rotating beams, the equations (5.55) to (5.57) are used to build the system’s
frequency dependent (nonlinear) stiffness matrix. In this case the centrifugal and
centripetal terms both contribute in stiffhess matrix, when the former increases and the
latter decreases the stiffiiess of the system. 81 Using the same beam configuration as discussed in the previous section, ^ d
incorporating a constant pre-twist angle B =30°, the beam natural frequencies for rotating
= 5 (rad/s) were calculated and shown in Table 5.8: Table 5.8: The coupled bending-bending natural frequencies Table 5.8: The coupled bending-bending natural frequencies Table 5.8: The coupled bending-bending natural frequencies
of a rotating cantilever beam, ft = 5 (rad/s)
Natural Frequency
Reference
DFE with
Error of DFE
(rad/s)
FEM, n = 500
5 element
(%)
(0;
2.619
2.608
0.422
«2
5.645
5.640
0.079
Wj
16.494
16.479
0.094
U4
17.235
17.221
0.085
38.409
38.396
0.035
38.733
38.720
0.035 of a rotating cantilever beam, ft = 5 (rad/s) Table 5.8 shows excellent convergence of DFE in comparison with FEM, where
the error for 5**’ and 6*'’ frequencies is less than 0.04%. The error percentage versus
number of elements for DFE method are presented in Figure 5.9: Convergenc test of DFE for
coupled bending-bending rotating beam
1.40 -
1.20 -
1.0 0 -
0.80 -
w 0.60 -
0.40 -
0 .2 0 -
0.00
6
5
7
10
2
3
4
8
9
-omega 1
-omega 2
-omega 3
-omega 4
- omega 5
-omega 6
Number of elemenets
8 2 Convergenc test of DFE for
coupled bending-bending rotating beam
1.40 -
1.20 -
1.0 0 -
0.80 -
w 0.60 -
0.40 -
0 .2 0 -
0.00
6
5
7
10
2
3
4
8
9
-omega 1
-omega 2
-omega 3
-omega 4
- omega 5
-omega 6
Number of elemenets 8 2 Figure 5.9: The DFE convergence results for bending-bending
vibrations of a rotating beam. Figure 5.9: The DFE convergence results for bending-bending
vibrations of a rotating beam. Figure 5.9: The DFE convergence results for bending-bending
vibrations of a rotating beam. The first three flap and lag natural frequencies of the rotating beam are shown in
Figure 5.10. The effect of rotary speed on natural frequencies for
coupled bending-bending rotating beam
50
=§ 40
2
&
g 30
s*
LL 20
22
10
0
8
10
0
2
4
6
-omega 1 (lag)
-omega 2 (flap)
-omega 3 (lag)
-omega 4 (flap)
-omega 5 (lag)
-omega 6 (flap)
Rotary Speed (rad/s)
Figure 5.10: The effect of rotating speed on natural frequencies for
clamped-free beam bending-bending vibrations. The effect of rotary speed on natural frequencies for
coupled bending-bending rotating beam
50
=§ 40
2
&
g 30
s*
LL 20
22
10
0
8
10
0
2
4
6
-omega 1 (lag)
-omega 2 (flap)
-omega 3 (lag)
-omega 4 (flap)
-omega 5 (lag)
-omega 6 (flap)
Rotary Speed (rad/s) The effect of rotary speed on natural frequencies for
coupled bending-bending rotating beam Figure 5.10: The effect of rotating speed on natural frequencies for
clamped-free beam bending-bending vibrations. Figure 5.10 shows that the growth of lag frequencies is slower than flap
frequencies due to the centripetal effect on the in-plane vibrations which plays a
softening role and decreases the stiffness of beam in lag direction. On the other hand, the
difference between flap and lag frequencies decreases for higher modes. Also one can see
that higher frequencies grow faster than lower frequencies. In order to investigate the natural modes of coupled bending-bending rotating
beam, a uniform beam with following properties is considered in which the flexural
rigidities in two directions are different: 83 L = 7.0 m
m = 4.5 kg/m
0 =30 degree
Elr, = 3000 N.m^
EI^ = 7500 N W
0 = 5 rad/s L = 7.0 m
m = 4.5 kg/m
0 =30 degree
Elr, = 3000 N.m^
EI^ = 7500 N W
0 = 5 rad/s The first five natural frequencies were calculated and compared with FEM
method. Reference frequencies have been obtained from a 600-element FEM model. The
results are summarized in Table 5.9. Figure 5.9: The DFE convergence results for bending-bending
vibrations of a rotating beam. Table 5.9: The coupled bending-bending natural frequencies
of the rotating beam
Natural Frequency
(rad/s)
Reference
frequency
FEM, n = 600
DFE with
3 element
Error of DFE
(%)
03]
3.307
3.301
0.202
t02
5.795
5.796
0.013
Wj
17.032
17.038
0.032
0)4
21.940
21.952
0.058
U s
38.648
38.748
0.257 Table 5.9: The coupled bending-bending natural frequencies
of the rotating beam Table 5.9: The coupled bending-bending natural frequencies Table 5.9 shows the excellent convergence rate for the DFE, where using only
three elements results in an error less than 0.3%. The mode shapes corresponding to the
first eight frequencies are shown in Figure 5.11. 8 4 Mode 1
Mode 2
— Flap
Lag
— Flap
Lag
Mode 3
Mode 4
— Flap
Lag
— Flap
Lag
Mode 5
Mode 6
— Flap
Lag
— Flap
Lag
Mode 7
Mode 8
Lag
Lag
Figure 5.11: The first eighth mode shapes of bending-bending vibrations of a
clamped-free rotating beam. Mode 1
— Flap
Lag Mode 2
— Flap
Lag Mode 8
Lag Figure 5.11: The first eighth mode shapes of bending-bending vibrations of a
clamped-free rotating beam. The mode shapes (Figure 5.11) exhibit the expected behaviour, where for higher
modes the number of nodes (zero displacement point on beam) increases. 85 5.5.3.3. Rotating Blade with Variable Cross Section: In order to demonstrate the applicability of the DFE approach to complex
problems, the rotating coupled bending-bending blade with variable cross section,
introduced in section 4.5.3, was then studied. The first three natural frequencies at
different rotating speed fl were calculated and are shown in Table 5.10. Table 5.10: The first three natural frequencies (Hz) of vibrations
of propeller blade WADC S-5 (DFE method)
Blade rotary
speed
(rpm)
Mode
number
DFE
n = 9
FEM
n = 9
Result of
Reference
12]
Result of
Reference
[5]
Experiment
[27]
1
40.82
40.32
40.96
39.89
40.08
1567
2
109.54
108.49
109.22
107.40
3
280.30
279.27
279.79
276.32
1
41.22
40.70
41.35
40.26
1589
2
110.10
109.01
109.77
107.93
107.53
3
280.98
279.92
280.47
276.97
1
59.74
58.99
60.07
58.05
58.73
2609
2
139.47
137.18
139.52
135.99
3
319.42
316.82
309.40
313.98
1
59.84
59.08
60.16
58.14
2614
2
139.63
137.33
139.68
136.14
137.02
3
319.63
317.03
319.62
314.19
1
77.78
76.87
78.34
75.30
76.52
3583
2
171.49
168.08
166.25
170.60
3
365.76
361.38
357.70
1
94.53
93.48
91.42
93.07
4486
2
202.27
197.91
3
413.43
407.24
1
95.48
94.42
4537
2
204.02
199.61
196.41
202.53
3
416.20
409.91
1
120.41
119.17
116.07
117.50
5884
2
249.67
244.05
3
490.10
481.05 Table 5.10: The first three natural frequencies (Hz) of vibrations
of propeller blade WADC S-5 (DFE method) 86 The DFE results are in good agreement with those of Transfer Matrix Method
(TTM) [2], where the error for angular speed of 1567 (rpm) and 1589 (rpm) is less than
0.2%. This example shows the applicability of DFE method for complex geometries
where the exact method cannot be used. Reviewing all examples of this section, one can see that the DFE method can be
advantageously used to calculate the natural frequencies and mode shapes of vibrations of
bending-bending coupled beam with different levels of complexity. 5.5.4. Coupled Bending-Bending-Torsion Vibrations Bending-bending-torsion coupled beams can be used in simulation of the turbine
or propeller blades or aircraft wings. For short beams, the shear deformations and rotary
inertia must be considered to provide a more accurate model, and in some cases it is
necessary to consider the thermal effect where the temperature is considerably higher
than ambient temperature [19]. For propeller blades and aircraft wings the geometry of
beam allows using Euler-Bemoulli assumptions and the results are accurate enough for
vibration analysis of the first few modes of vibrations. The coupling between differential equations governing the flap-wise bending,
cord-wise bending and torsion occurs because of the beam’s cross-sectional geometry,
due to the distance between mass and elastic (shear) centers, e, and asymmetry of the
cross section. In this section, by a progressive approach, the free vibrations of triply coupled
bending-bending-torsion beams for non-rotating and rotating cases are discussed. 5 5.4.1. Uncoupled Beam Vibrations As already stated, for uncoupled equations of motion, the DFE method results in
the exact solutions. The uncoupled equations of motion for lag (in-plane) bending, flap
(out-of-plane) bending and torsion vibrations of a beam can be written as: 87 87 {EIyW"y — û) mw = 0
5.61
{E iy y -û }^ m v = 0
5.62
-{GJ(/>y-û)^mK:l,(/> = 0
5.63 {EIyW"y — û) mw = 0 5.61 {E iy y -û }^ m v = 0
5.62 5.62 -{GJ(/>y-û)^mK:l,(/> = 0
5.63 5.63 By implementing the DFE method to the equations (5.61), (5.62) and (5.63), the
exact uncoupled in- and out-of-plane bending and torsion natural frequencies as
discussed in Chapter 4, were obtained. These results are also in agreement with FEM (see
section 4.5.4.1 and Table 4.10). 5.S.4.2. Vibrations of Non-rotating Coupled Beam For a non-rotating beam, the eccentricity e and the asymmetry produce the
coupling terms, and the element stiffness matrix expressions (5.35) to (5.37) reduces to
the following form: [/^(u>)]^ = [K{CO)Yvncoup,., +
5.64 5.64 5.64 Where [ K m 'Uncoupled and 88 = r [ ( ^ ) ( W - j <
> +{Ni^} < N i^ >)
-ico^emlcosû)({N^_J<N^_^>+{N^_^}<Ng,„ >)
+ (ty^e/H/sin g)((#g_J <
> +{N,.^} <
>)]d^ In order to investigate the applicability of DFE to the triply coupled vibrations of
a non-rotating pre-twisted beam, the beam configuration studied in section 4.5.4.2 re
investigated [28,29]. The geometric and material properties of the beam are: L = 40.0 in
e= 1.414 in
d =45 deg (constant along the beam length)
m = 0.0015 slug/in
kmi= k„2= 1.0 in
Elr, = 25000 Ib.in^
= 75000 Ib.in^
GJ=9000 Ib.in^ d =45 deg (constant along the beam length) m = 0.0015 slug/in where the pre-twist angle, 6, assumed to be constant along the beam length. The beam
natural frequencies obtained from the proposed DFE method are shown in Table 5.11. The reference values for beam natural frequencies, in this case, are those obtained from
’Transfer Matrix Method (TMM)” published by Murthy [2]. The comparison between
DFE and FEM results confirms the superiority of the proposed DFE method (Table 5.11). The convergence results for the FEM and DFE methods for the first, third and fifth
frequencies are also compared in Figure 5.12. 89 Table 5.11: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted clamped-free beam Table 5.11: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted clamped-free beam
Natural
Error for
Error for
Frequency
TMM [2]
DFE
" T n
(rad/s)
(%)
" ■
(%)
CO;
30.8295
30.8300
0.001
30.8300
0.002
(02
53.8277
53.8278
0.000
53.8278
0.000
^3
184.6175
184.7138
0.052
184.7376
0.065
(0^
337.3333
337.3351
0.001
337.3440
0.003
CO5
484.3373
485.7737
0.297
486.4762
0.442 90 1st natural frequency
Oj
DFE
0.15
0.1 -
o
0.05
1
2
3
4
5
6
7
8
10
9
Number of elements
3rd natural frequency
Number of elements
5th natural frequency
0.8
^ 0.6
0.4 -
0.2
9
10
5
6
7
8
3
4
2
Number of elements
DFE
-ei-FEM
2.5
1.5
I
0.5
10
8
7
5
8
4
3
Figure 5.12: The comparison between the DFE and FEM convergenc
for non-rotating triply coupled beam. 5.S.4.2. Vibrations of Non-rotating Coupled Beam 1st natural frequency
Oj
DFE
0.15
0.1 -
o
0.05
1
2
3
4
5
6
7
8
10
9
Number of elements
3rd natural frequency
Number of elements
0.8
^ 0.6
0.4 -
0.2
9
10
5
6
7
8
3
4
2 1st natural frequency
Oj
DFE
0.15
0.1 -
o
0.05
1
2
3
4
5
6
7
8
10
9
Number of elements 1st natural frequency 1st natural frequency
Oj
DFE
0.15
0.1 -
o
0.05
1
2
3
4
5
6
7
8
10
9
Number of elements
3rd natural frequency
Number of elements
5th natural frequency
0.8
^ 0.6
0.4 -
0.2
9
10
5
6
7
8
3
4
2
Number of elements
DFE
-ei-FEM
2.5
1.5
I
0.5
10
8
7
5
8
4
3
Figure 5.12: The comparison between the DFE and FEM convergence
for non-rotating triply coupled beam. Number of elements 3rd natural frequency 3rd natural frequency Figure 5.12: The comparison between the DFE and FEM convergence
for non-rotating triply coupled beam. 91 Investigation in mode shapes reveals that the modes obtained by DFE and FEM
are identical. The first five modes corresponding to the first five natural frequencies are
shown in Figure 5.13 (Note: the first, second and fourth torsion modes have been
magnified hy 10,10" and iO'* respectively to be visible). magnified hy 10,10" and iO'* respectively to be visible). Mode 1
Mode 2
Mode 3
Mode 4
Mode 5
Figure 5.13: The first three modes of vibrations of
non-rotating triply coupled beam. Mode 1
Mode 2
Mode 3
Mode 4 Mode 2 Mode 1 Mode 4 Mode 3 Mode 5
Figure 5.13: The first three modes of vibrations of
non-rotating triply coupled beam. Figure 5.13: The first three modes of vibrations of
non-rotating triply coupled beam. 9 2 S.5.4.3. Vibrations of Rotating Triply Coupled Beam S.5.4.3. Vibrations of Rotating Triply Coupled Beam For a rotating pre-twisted beam, the governing equations of motion are in the
form of (2.1), (2.2) and (2.3). These equations can be used to model the low frequency
vibrations of high aspect ratio compressor, turbine, propeller and helicopter blades. The
element dynamic stiffness matrix, consisting of coupled and uncoupled stiffness matrices,
can be written as introduced in equations (5.35) to (5.37). By including the deviator
matrix, the uncoupled stiffness matrix then changes to equation (5.45). Here, the free vibration of a triply coupled pre-twisted cantilever helicopter blade
is studied. The following geometric, mechanical and material properties, as reported in
the literature [4,6,16] (see also section 4.5.4.3) were used: L = 208 in
g = -0.6 in
ei = 52 in
0 = 15.026 deg (constant along the blade length)
(« = 0.0015 Ib.sec^/in^
«i.^„/ = 0.89545x10'^ Ib.sec^
in^hif,2 = 0.04 lb.sec
E /, = 0.2977x10^ Ib.in^
JB'/{= 10x10® Ib.in^
(?J= 0.2x10® Ib.in^
l i = 360 rpm L = 208 in
g = -0.6 in
ei = 52 in L = 208 in
g = -0.6 in
ei = 52 in
0 = 15.026 deg (constant along th
(« = 0.0015 Ib.sec^/in^
«i.^„/ = 0.89545x10'^ Ib.sec^
in^hif,2 = 0.04 lb.sec
E /, = 0.2977x10^ Ib.in^
JB'/{= 10x10® Ib.in^
(?J= 0.2x10® Ib.in^
l i = 360 rpm 0 = 15.026 deg (constant along the blade length) «i.^„/ = 0.89545x10'^ Ib.sec^
in^hif,2 = 0.04 lb.sec
E /, = 0.2977x10^ Ib.in^
JB'/{= 10x10® Ib.in^
(?J= 0.2x10® Ib.in^
l i = 360 rpm «i.^„/ = 0.89545x10'^ Ib.sec^ Based on the DFE method, the natural frequencies of the cantilever blade were
then calculated and compared with those obtained from the FEM (Table 5.11). Since the
exact results are not available, an FEM model based on 700-element mesh was used to
evaluate the reference values. As it can be seen from Table 5.11, a coarse mesh of only 93 seven DFE elements, leads to an infinitesimal average error of less than 0.02% when the
first 5 natural frequencies are to be evaluated. The DFE convergence results compared
with an FEM model (700-element mesh) are shown in Figure 5.14. S.5.4.3. Vibrations of Rotating Triply Coupled Beam Table 5.12: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted rotating beam, fl = 360 (rpm)
Natural Frequency
(rad/s)
Reference
FEM
n - 700
DFE with
7 element
Error of DFE
(%)
U l
46.125
46.096
0.013
W2
73.253
73.225
0.001
Wj
130.864
130.757
0.023
0)4
171.963
171.965
0.000
U s
271.435
271.452
0.060
Natural frequemcies of DFE analysis of a triply coupled rotating beam,
Omega = 360 rpm
Number of elements
0.500
0.400
-♦-om ega 1
-"-om ega 2
-Io m e g a 3
-"-om ega 4
-Iomega 5
^ 0.300 -
0.200 -
0.100
0.000
6
7
3
4
5
8
9
10
Figure 5.14: The DFE convergence results for rotating triply coupled beam. Table 5.12: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted rotating beam, fl = 360 (rpm)
Natural Frequency
(rad/s)
Reference
FEM
n - 700
DFE with
7 element
Error of DFE
(%)
U l
46.125
46.096
0.013
W2
73.253
73.225
0.001
Wj
130.864
130.757
0.023
0)4
171.963
171.965
0.000
U s
271.435
271.452
0.060
Natural frequemcies of DFE analysis of a triply coupled rotating beam,
Omega = 360 rpm
Number of elements
0.500
0.400
-♦-om ega 1
-"-om ega 2
-Io m e g a 3
-"-om ega 4
-Iomega 5
^ 0.300 -
0.200 -
0.100
0.000
6
7
3
4
5
8
9
10
Figure 5.14: The DFE convergence results for rotating triply coupled beam. S.5.4.3. Vibrations of Rotating Triply Coupled Beam Table 5.12: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted rotating beam, fl = 360 (rpm)
Natural Frequency
(rad/s)
Reference
FEM
n - 700
DFE with
7 element
Error of DFE
(%)
U l
46.125
46.096
0.013
W2
73.253
73.225
0.001
Wj
130.864
130.757
0.023
0)4
171.963
171.965
0.000
U s
271.435
271.452
0.060 Table 5.12: The triply coupled bending-bending-torsion natural frequencies
of the pre-twisted rotating beam, fl = 360 (rpm) Natural frequemcies of DFE analysis of a triply coupled rotating beam,
Omega = 360 rpm
Number of elements
0.500
0.400
-♦-om ega 1
-"-om ega 2
-Io m e g a 3
-"-om ega 4
-Iomega 5
^ 0.300 -
0.200 -
0.100
0.000
6
7
3
4
5
8
9
10 Natural frequemcies of DFE analysis of a triply coupled rotating beam,
Omega = 360 rpm
Number of elements
0.500
0.400
-♦-om ega 1
-"-om ega 2
-Io m e g a 3
-"-om ega 4
-Iomega 5
^ 0.300 -
0.200 -
0.100
0.000
6
7
3
4
5
8
9
10
Figure 5.14: The DFE convergence results for rotating triply coupled beam. Natural frequemcies of DFE analysis of a triply coupled rotating beam,
Omega = 360 rpm Number of elements
6
7 Figure 5.14: The DFE convergence results for rotating triply coupled beam. The mode shapes of the triply coupled rotating beam were also investigated (see
Figure 5.15). The results confirm the expected modal behaviour for given configuration 9 4 (the first, second, third and fifth torsion modes have been magnified by 10^, 10^, 10 and
10^ respectively to be visible). 10^ respectively to be visible). Mode 1
Mode 2
Mode 3
Mode 4
Mode 5
Figure 5.15: The modes of vibrations for a triply coupled rotating beam. Furthermore
in order to validate the proposed method and to verify the Mode 2 Mode 1 Mode 1 Mode 4 Mode 3 Mode 5
Figure 5.15: The modes of vibrations for a triply coupled rotating beam. Mode 5
Figure 5.15: The modes of vibrations for a triply coupled rotating beam. Figure 5.15: The modes of vibrations for a triply coupled rotating beam. Furthermore, in order to validate the proposed method and to verify the
applicability of DFE method to more complicated cases, a uniform linearly twisted blade 95 was also studied. S.5.4.3. Vibrations of Rotating Triply Coupled Beam A constant rate of twist is considered, where 0 = 0” at root and
6 = 15.026° at free end (tip). The frequencies of free vibrations of blade are calculated
and compared to the reference values obtained from a 600-element mesh model based on
classical FEM (Table 5.13). Based on a six-element DFE analysis, and evaluating the first
5 natural frequencies, an excellent average error <0.1% was obtained. Table 5.13: The triply coupled bending-bending-torsion natural frequencies
of the twisted rotating blade, fl = 360 (rpm)
Natural Frequency
(rad/s)
FEM
n = 600
DFE
n = 6
Error of DFE
(%)
CO;
47.56
47.51
0.10
«2
71.67
71.64
0.03
Wj
132.60
132.26
0.26
CO.;
172.25
172.25
0.00
W5
268.72
268.90
0.07 Table 5.13: The triply coupled bending-bending-torsion natural frequencies
of the twisted rotating blade, fl = 360 (rpm) Finally, in order to validate the DFE method for blades and beams of more
complex geometries, the blade as discussed in the previous example was re-investigated
when the uniform geometry and pre-twisted geometry were modified to model a non-
uniform pre-twisted beam. The cross-sectional properties vary along the blade length
when the blade is divided into five uniform segments with equal lengths. The flexural and
torsional rigidities, i?/„ EI^ and GJ, and also inertia parameters, /«, nt.kmr and nt.km2 ,
are decreased by 5% in each segment as shown in Figure 5.16. “ c ” is the element
geometric coefficient multiplied by the reference rigidities and inertia parameters (at
root). 9 6 ------u s -------,‘----- L/^ -
US
«----- U S----,
1
' Hv ;
i;
• ( 1 * ^ * t-i? j ? c = 1
c = 0.95
c = 0.90
c = 0.85
c = 0.80
X
Figure 5.16: The model for piecewise uniform beam. X Figure 5.16: The model for piecewise uniform beam. The results for the natural frequencies of the beam (Figure 5.16) are calculated
and shown in Table 5.13 (0 = 360 (rpm)). Table 5.14: The triply coupled bending-bending-torsion natural frequencie Table 5.14: The triply coupled bending-bending-torsion natural frequencies
of the piecewise uniform twisted rotating blade, ft = 360 (rpm)
Frequency
(rad/s)
Reference
FEM. S.5.4.3. Vibrations of Rotating Triply Coupled Beam n = 800
DFE
n = 10
Error of DFE
(%)
FEM
n = 200
Error of FEM
(%)
W;
48.54
48.51
0.06
48.63
0.20
(02
79.49
79.46
0.03
79.56
0.09
U j
132.46
132.36
0.08
132.81
0.26
U4
181.00
181.00
0.00
181.00
0.00
U s
272.59
272.52
0.03
272.97
0.14 Table 5.14: The triply coupled bending-bending-torsion natural frequencie
of the piecewise uniform twisted rotating blade, ft = 360 (rpm) As it can be seen (Table 5.14) the DFE convergence to the reference values,
obtained from an 800-elements FEM model, with much higher rates compared to FEM. As it can be observed (Table 5.14), based on a ten-element DFE model, one can
confidently evaluate the first five natural frequencies of the given beam configuration
with an average error of les than 0.04%. 97 All examples of this chapter along with numerical results of Chapter 4
demonstrate the precision and the practical applicability of the finite element method
(FEM) as a strong tool in investigating the dynamic behaviour of non-rotating and
rotating coupled beams. Also a comparison between FEM and DFE reveals that the DFE
method, along with Wittrick-Williams root counting approach as a robust and accurate
solution tool, provides higher convergence rates and lower computation time and cost,
especially when multiple and/or higher frequencies are sought. 9 8 6.1.
Concluding Remarks For many engineering problems, dealing with flexible structures, the vibration
analysis of the system is a vital part of design. Neglecting the dynamic behaviour of the
structure could cause catastrophic results and failure in a system. Finding the first few
natural frequencies and mode shapes of a flexible structure helps the designer to have
better understanding about dynamic behaviour of the structure and to be able to predict
the response of the system to excitation such as periodically variable forces or
movements. This research work focused on the free vibration analysis of non-rotating and
rotating beams. There are many flexible structures in aerospace engineering which can be
modeled by a beam or a combination of beams, such as aircraft wings, propeller blades,
satellite antenna and solar panels, compressor, turbine and helicopter blades, etc. All
these structure have one character in common; due to the special geometry or material of
the structure, they undergo coupled displacements governing coupled differential
equations of motion. The analytical solutions for uncoupled equations governing bending
and torsion displacements can be found in many vibrations text books, while for the case
of coupled vibrations, the analytical solution is not always available. In vibration analysis of rotating beams, the most complete models have three
coupled differential equations for in-plane bending, out-of-plane bending and torsional
displacements and an uncoupled equation for longitudinal displacements. The equation
governing the beam’s axial displacements is uncoupled and can be solved analytically
using various methods [24]. For triply coupled beam equations, there have been different
numerical approaches proposed by many researchers attempting to find the best solution
for the free vibrations response of the system [2,4,5,6,16]. Is this research the FEM
method, a powerful and accurate method, was first used to study the coupled beam
vibrations. The Galerkin weak (integral) formulation, which also satisfies the principle of
virtual work, was employed to transform the coupled differential equations of motion into 99 algebraic equations and an eigenvalue problem, where the eigenvalues are the natural
frequencies and the eigenvectors represent the mode shapes of the system. Besides developing a conventional FEM method, this research focused
specifically on the development of new Dynamic Finite Element (DFE) for bending-
bending coupled beams and triply coupled rotating beams, used as a model representing
rotary blade dynamics. 6.1.
Concluding Remarks As explained in Chapter 5, after discretizing the beam into elements and applying
a certain number of extra integration by parts, the ODE’s governing the uncoupled beam
vibrations appear. Vanishing of these terms leads to the dynamic basis functions of
approximation space. A closer look at these terms shows that by application of
integration by parts, some integral terms transform to boundary terms, and since the
integration in DFE is done numerically, this change can decrease the computation time
effectively. Because of the nonlinear trigonometric nature of the dynamic interpolation
functions in the DFE formulation, the root counting procedure presented by Wittrick and
Williams [14,15,26] were exploited in order to evaluate the natural frequencies. The
approach provides a powerful solution tool for periodic systems with repeated sub
structures and repeated frequencies [15], in particular. Using thee Wittrick-Williams
method, one can calculate directly the
frequency W/ without calculating the frequencies
lying below w,-, whereas in the FEM method, the well-known numerical methods
frequently used in frequency calculations do not have this feature, even though one could
also adapt the W-W algorithm to the standard FEM analysis [35]. The DFE and FEM were then used to investigate the behaviour of coupled
vibrations of non-rotating and rotating beam configurations. The examples investigated in
this thesis exhibit different aspects of beam vibrations. First, the vibrations of uncoupled
beams were studied, where the results showed that solving two or three uncoupled
equations together with one nodal displacement vector results in the same results as
analytical solutions. In addition, the effect of an axial load on coupled bending-bending and bending-
torsion beams was studied. As shown in Chapters 4 and 5, the axial load can affect the
geometric stiffness of the beam and change the natural frequencies and modes, where a 100 tensile force increases the so-called geometric stiffness of the beam and consequently
increases the natural frequencies. A compressive axial force, on the other hand, decreases
the natural frequencies by softening the beam. Also, when the rotating speed is increased,
the centripetal acceleration makes the cord-wise natural frequencies to grow slower than
those of beam flap-wise vibration. The DFE method developed in this research was also advantageously used to
determine the natural frequencies and modes of triply coupled beam vibrations. 6.1.
Concluding Remarks In many
engineering design problems, at the preliminary design stage, the designer needs to get a
general idea about the dynamic behaviour of the system even before a detailed and
rigorous design process or FEM analysis starts. In such cases, having a reliable and
accurate simulation tool like DFE helps the designer to better understand the dynamics of
a system. Besides, applying the first changes in a trial step is easier and takes much less
time with this numerical tool. 6.2.
Comparison Between DFE and FEM The DFE, as a finite element approach, follows the same methodology of the
conventional FEM, but with some conceptual differences. In the DFE formulation, the
Dynamic (frequency dependent) Trigonometric Shape Functions (DTSF’s) are exploited
to approximate the displacements, while the FEM uses the static (polynomial) shape
functions. These polynomial shape functions, cubic for flexural vibrations and linear for
torsional vibration, are the solution of static deformations of the beam produced by
external forces and moments. The dynamic basis functions used in the DFE formulation
are the solutions to the uncoupled ODE’s governing the free vibrations of the beam and
they are altered such that they reduce to static shape functions when w-> 0. The dynamic character of shape functions in the DFE method causes a higher
convergence rate, since the nature of approximation functions are closer than Hermite
shape functions to the real solutions. For uncoupled vibrations, the DTSF’s are the exact
solutions and one can get an infinite number of natural frequencies by a one-element DFE
model. 101 There is another important difference between two methods: classic FEM leads to
a linear eigenproblem with constant mass and stiffiiess matrices, whereas the DFE
formulation results in a nonlinear eigenproblem due to the frequency dependent stiffiiess
matrix which represents both inertia and stiffness of the system. In general, for a numerical approach some features are more important than others
such as reliability, accuracy (or rate of convergence) and computation time. The FEM
based formulations have already been proven as reliable and robust methods, and are
widely used in engineering and research areas. The reliability of DFE for single axial or
bending vibrations and coupled bending-torsion vibrations has also been approved for
beams with geometric and/or material coupling [21-25]. The reproduced results for
illustrative examples exhibiting different coupled behaviour reconfirmed the excellent
reliability of DFE. Besides, the DFE formulation was also extended to the bending-
bending and triply coupled beam vibrations and several illustrative examples were
presented. Results showed that, as expected, the DFE provides reliable solution for triply
coupled vibrations of a beam, and degenerating the dual coupling from triple coupling
problems does not affect the robustness of the method. The accuracy of both DFE and FEM methods is excellent and, as stated in
Chapters 4 and 5, in order to obtain more accurate higher frequencies, the number of
elements must be increased. 6.2.
Comparison Between DFE and FEM Comparing the convergence results for two methods reveals
that for the first and second frequencies, both methods result in the same accuracy, but if
higher frequencies are sought, the DFE convergence rates are higher than FEM. The
difference between the FEM and DFE methods is more significant when refined DFE
(RDFE) is used to model rotating beams or beams with variable cross sections. The computation time for both methods depends on the number of elements in the
model, and since the frequency calculation in the DFE relies on the bisection method, for
the same number of elements the computation time for DFE is higher than FEM. A
comparison between a combination of accuracy and computation time shows that DFE
provides faster solutions. For example, in the case of the coupled bending-bending-
torsion rotating beam (Table 5.11), the average error for the first five natural frequencies
obtained from a 7-element DFE model (comparing to a 700-element FEM model) is 0.02 102 percent. The DFE computation time, in this case, is less than two minutes whereas tlie
FEM model takes more than two hours to provide the same accuracy. As a result, despite the differences between the DFE and FEM formulations, botli
methods can be successfully exploited to carry out the vibration analysis of rotating and
non-rotating beams. 6.3.
Future Work The research work presented here was focused on the free vibration analysis of
homogeneous undamped beams. Euler-Bemoulli bending and St. Venant torsion beam
theories were considered in the model. This model neglects the shear deformation and
rotary inertia as well as warping and thermal effects. More accurate models consider one,
some or all the parameters neglected here; hence, future work can concentrate on
increasing the accuracy of the model by including the effects of shear deformation and
rotary inertia for triply coupled beams. Also, the warping and thermal effects can be
taken into account where needed. To try a realistic model, stmctural damping also must
be taken into account, since all materials incorporate a certain degree of damping. 103 A.I. Pure Bending Vibrations of a Clamped-Free Beam The differential equation of motion for vibrations of the Euler-Bemoulli beam, in
which the shear deformation and rotary inertia effects are neglected, can be written as: dx
dx
dx
ÔX
dt For a clamped-free beam the boundary conditions are: For a clamped-free beam the boundary conditions are: r(0 ,/) = 0
dW{0,t)
dx
= 0
A.2
b £!2:m , o
dx^
OX
dx A.2 Using the separation of variables technique, the solution of differential equation is
assumed as product of a spatial function w(x) and a harmonic function sincor: = w(%).sinor
A.3 = w(%).sinor A.3 1 04 Substituting (A.3) into (A.1): Substituting (A.3) into (A.1): {EIw")" - (Tiv')' - inco^w = 0 A.4 and for a uniform beam: EIw"" — Tw" - mû) \v = 0 EIw"" — Tw" - mû) \v = 0 Assume: At Equation (A.5) becomes: AX' +BÀ^ +C = 0 A = EI ; B = -T ; C = -mco^ Solving (A.7) for X results in:
X = ■
B ± ^ B ^ -A A C
2A
A.9
K i =
-B - ^ B ^ - A A C
2A
= ±ia
A.10
A.11
By evaluating the \ Equation (A.6) can be written as: Solving (A.7) for X results in: Solving (A.7) for X results in: Solving (A.7) for X results in: By evaluating the \ Equation (A.6) can be written as: By evaluating the \ Equation (A.6) can be written as: By evaluating the \ Equation (A.6) can be written as: w(x) = A sin ccc + B cos ax + C sinh ^x + D cosh fix
A.12 w(x) = A sin ccc + B cos ax + C sinh ^x + D cosh fix
A.12 Applying the boundary conditions (A.2) to find the constants A, B, C and D results in an
eigenvalue problem: 105 0
-1
0
1
A
0
-1
0
1
0
B
0
- sin aZ- - cos aL
sinh J3L
cosh fiL
C
o '
- cos aL
sinh of,
cosh oL
sinh pL
D
0
A .1 3 A .1 3 The characteristic equation of eigenproblem (A.13) can then be written as: The characteristic equation of eigenproblem (A.13) can then be written as: cos oL. cosh
= 1
A. 14 cos oL. cosh
= 1
A. 14 cos oL. cosh
= 1
A. 14 A. 14 For free vibrations of a uniform beam without axial force, a = /3 and: For free vibrations of a uniform beam without axial force, a = /3 and: For free vibrations of a uniform beam without axial force, a = /3 and: 2 r 2
(o = a L
A.15 A.15 The solution of for aL, weighted natural frequency, can be found in vibrations text books
[34]. The results have been shown in Table A.1 : The solution of for aL, weighted natural frequency, can be found in vibrations text books
[34]. Assume: The results have been shown in Table A.1 : Table A.1: The weighted and normalized natural frequencies, (x„L and co„,
for a cantilever beam obtained by analytical solution
Weighted Natural Frequency
Normalized natural frequency
djL
1.87510407
0)7
3.51601527
012L
4.69409113
0)2
22.03449154
cisL
7.85475744
Wj
61.69721922
cCfL
10.99554073
(^4
120.9019159
oisL
14.1376839
0)5
199.8741061
ct„L, n>5
(2n-1)ir/2
0)„
l(2n-1)ir/2f The natural frequencies have been obtained from equation (A.15). For
= l,m = 1 and
L = 1, the natural frequencies have already been shown in Chapter 4 and 5. Mode shapes
of free vibrations of the clamp-free uniform beam without an axial force can then be
calculated by substituting coefficients A, B, C and D into the equation A.12 [34]: 1 06 f \
,
sinhûr-Z,-smû:_Z, , . ,
. ,
w„ W = cos a„ x- cosh a^x----------
— (sinh a .x - sin a„x)
cos a„Z, +cosh a„Z,
n .A. 16 A.2. Torsional Vibrations of a Cantilever Beam The governing differential equation of free vibration of beam with St. Venant
torsion beam theory can be written as: ^
A.17
6%
"
a/' For a clamped-free beam the boundary conditions are: For a clamped-free beam the boundary conditions are: For a clamped-free beam the boundary conditions are: 0 (0,0 = 0
A.18
00(1,0
dx
= 0 0 (0,0 = 0
A.18
00(1,0
dx
= 0 0 (0,0 = 0
A.18
00(1,0
dx
= 0 A.18 Using the separation of variables, the solution of differential equation can be
written as: 0(x, 0 = Ç(x) sin at
A. 19 By substituting (A. 19) into (A.17), one can get: By substituting (A. 19) into (A.17), one can get: By substituting (A. 19) into (A.17), one can get: (GJ<p'y + (m a^K j)(p = 0
a.20 (GJ<p'y + (m a^K j)(p = 0 For a uniform beam in element coordinates: For a uniform beam in element coordinates: 107 A.21 GJ(p" ■\-{mKjco^)(p = 0 Assuming an exponential function as the solution of (A.21): Appendix B The formulations presented in this thesis were verified by different illustrative
examples discussed in Chapters 4 and 5. Because of some conceptual differences
between two approaches, the FEM and DFE method, the algorithms of these two methods
are different. The FEM approach, as a well-known and reliable method, has less
complexity in programming because of polynomial shape functions and constant mass
and stiffness matrices. On the other hand, because of frequency dependent approximation
functions, the DFE requires developing more functions and a more complex algorithm. Assuming an exponential function as the solution of (A.21): Assuming an exponential function as the solution of (A.21): A.22 ç{x) = Ae^ and substituting (A.22) into (A.21): and substituting (A.22) into (A.21): G JA '+(m /c„V ) = 0
A.23 G JA '+(m /c„V ) = 0 A.23 A.24
V
GJ A.24 A.24 One can see that the parameter t has already introduced in Chapter 5 (equation
(5.4)). The term 4 appears in expressions for a, j8 and t in equations (5.3) and (5.4) but
not in (A. 10), (A. 11) and (A.24), because in the former equations the solutions are
evaluated in terms of element coordinate and 4 (the Jacobian) is produced after each
differentiation. Substituting equation (A.24) into (A.22), one can get the mode shapes of
torsion vibrations of the beam: çj(a:) = A sinrr + Bcoszx
A.25 çj(a:) = A sinrr + Bcoszx A.25 For clamped-free boundary conditions (A.18), an eigenproblem of the following form is
obtained: 0
1
cos tL
- sin tL
Ib C 0 where the characteristic equation can be written as: where the characteristic equation can be written as: where the characteristic equation can be written as: 108 COS Æ = 0
A .2 7 COS Æ = 0 A .2 7 The weighted natural frequencies, j„L, and natural frequencies can be simply
calculated as: — (2/1 — 1)—
A.28 A.28 =(2«-1)t J .2^*^ 2
A.29
niK. 2 \ L A.29 When GJ = 1, L = 1, m = 1 and Km = I, the analytical solution for torsional
natural frequencies was compared with numerical values, calculated by FEM and DFE, in
Chapter 4 and Chapter 5, respectively. The mode shapes of torsional vibrations of a
cantilever beam then can be written as: <Pn W = sin T„x
A.30 <Pn W = sin T„x <Pn W = sin T„x A.30 109 B.l. The FEM Program and Algorithm The FEM method has been programmed first by Maple© to develop the shape
functions vectors and their derivatives. The matrices produced by vector products of
shape functions vectors and their derivatives are integrated over element lengths to
develop the elementary matrices which construct the mass and stiffness matrices (these
matrices are the terms introduced in equations (4.35) to (4.39)). The element mass and
stiffness matrices are then calculated. An assembly loop produces the total mass and
stiffness matrices. After applying the boundary conditions, the standard eigenvalue
command is used to calculate the natural frequencies. After developing the Maple© program, a similar code was written in the Matlab®
environment to calculate the natural frequencies and mode shapes. The Matlab® program
consists of two functions, the main program calculates the total mass and stiffness
matrices and calculates the natural frequencies, and the second function calculates and
plots the mode shapes. The Figures B.l and B.2 show the algorithm of FEM program. 110 Start
Reading the beam’s properties,
number of elements and DOF
per node
End
Output: Natural
Frequencies
Applying the
boundary conditions
Calculating the
natural frequencies
Assembling the system
mass and stiffness matrix
Constructing the element mass
and stiffness matrices
Reading tlie elementary matrices,
which form tlie mass and stiffness
matrices
Algorithm of main program of FEM me
of natural frequencies. Start
Reading the beam’s properties,
number of elements and DOF
per node
End
Output: Natural
Frequencies
Applying the
boundary conditions
Calculating the
natural frequencies
Assembling the system
mass and stiffness matrix
Constructing the element mass
and stiffness matrices
Reading tlie elementary matrices,
which form tlie mass and stiffness
matrices
e Algorithm of main program of FEM meth
of natural frequencies. Start
Reading the beam’s properties,
number of elements and DOF
per node
End
Output: Natural
Frequencies
Applying the
boundary conditions
Calculating the
natural frequencies
Assembling the system
mass and stiffness matrix
Constructing the element mass
and stiffness matrices
Reading tlie elementary matrices,
which form tlie mass and stiffness
matrices
Figure B.l: The Algorithm of main program of FEM method for calculation
of natural frequencies. Reading the beam’s properties,
number of elements and DOF
per node Reading tlie elementary matrices,
which form tlie mass and stiffness
matrices Figure B.l: The Algorithm of main program of FEM method for calculation
of natural frequencies. B.l. The FEM Program and Algorithm I l l Start
Getting the system mass and stiffness
matrices, the number of elements, the
number of modes, DOF per node and
the natural frequencies
DGF = 3
DGF = 5
DGF = 4
End
Calculation of
eigenvectors
Storing the mode
shapes in separate
modal matrices
Storing the mode
shapes in separate
modal matrices
Storing the mode
shapes in separate
modal matrices
Separating the nodal
displacements of w
and V variables
Separating the nodal
displacements of w, v
and (j) variables
Separating the nodal
displacements of w
and (j) variables
Plotting the mode
shapes of each
displacement
Perturbation of zero force
vector and natural frequencies
Figure B.2: The Algorithm of the program which calculates the mode shapes,
used for the FEM method. Getting the system mass and stiffness
matrices, the number of elements, the
number of modes, DOF per node and
the natural frequencies Perturbation of zero force
vector and natural frequencies Calculation of
eigenvectors DGF = 4 DGF = 5 Separating the nodal
displacements of w
and V variables Separating the nodal
displacements of w, v
and (j) variables Separating the nodal
displacements of w
and (j) variables Storing the mode
shapes in separate
modal matrices Storing the mode
shapes in separate
modal matrices Plotting the mode
shapes of each
displacement Figure B.2: The Algorithm of the program which calculates the mode shapes,
used for the FEM method. 1 1 2 The DOF in Figure B.2 represents the number of nodal variables, i.e., that means
for each bending DOF = 2 (displacement and slope) and for torsion DOF = 1. Then
DOF = 3, DOF = 4 and DOF = 5 are corresponding to the bending-torsion, bending-
bending and bending-bending-torsion vibrations, respectively. B.2. DFE Program and Algorithm As already stated, the mass and stiffness matrices in FEM are constant, but in
DFE the elementary matrices and consequently the stiffness matrix are frequency
dependent. This causes that the terms in equation (5.35) should be integrated numerically
and for each element. On the other hand the nature of bisection method which is an
iterative algorithm, require that the calculation of j to be repeated, which causes more
computation time. All these reasons result a different algorithm from FEM. In DFE program, several functions were defined. The main function executes the
bisection algorithm to find natural frequencies. In this function another function Jo(w) is
called to calculate j number for each trial frequency. The main function algorithm has been shown in Figure B.3. 113 Start
Reading the main parameters:
Number of frequencies: ttg
The accuracy of calculation: 6
Upper and lower trial frequencies:
and W/
for
i = l t o wj
While
While
( (j^h- W/) ^ 5
End
Store CO in oj/
Output: Natural Frequencies, co,-
Figure B.3: The main DFE function bisection algorithm. Reading the main parameters:
Number of frequencies: ttg
The accuracy of calculation: 6
Upper and lower trial frequencies:
and W/ for
i = l t o wj While Figure B.3: The main DFE function bisection algorithm. 114 Following the Wittrick-Williams method, the function Jo(w) (used in bisection
algorithm) calculates y. All parameters associated with j, such as upper triangular stiffness
matrix, its sign count andy„, are calculated in /«(w). The function gets the beam properties, number of elements, and DOF of the
element (as input) and calculates the parameters of equations (5.3) to (5.5) using the trial
frequency co* (co* is the function’s argument which is called from main function). Then
the function calculates the uncoupled and coupled element stiffness matrices, equation
(5.36) and (5.37). The element stiffness matrix is then calculated along with the jm of the
element. After assembling the total stiffness matrix, the geometrical boundary conditions
are applied. The result is the matrix, [Æ(co)], which form the nonlinear eigenproblem. [A((o)] is transformed to an upper triangular matrix by a function called UT which
gets the matrix and its size as input and returns the upper triangular matrix. Then the sign
count of transformed matrix in calculated by another function called SCOUNT. Sign
count of total stiffness matrix and jm are added together to calculate y as Vo(w)’s output. B.2. DFE Program and Algorithm The algorithm of function /«(to) is shown in Figure B.4. There are two functions
called in Jo(co) to calculate the element uncoupled and coupled stiffness matrix. These
functions are shown in Figure B.4 as K COUPLED and K_UNCOUPLED. 115 Start
Reading:
The properties of beam
Angular speed of the beam ft
Number of elements n
Z)OFper node____________
Assembly loop
for
i=l to n
Calculating:
^W9 Pwj ^V9 ^Vf ^tld T
Calculating the element’s jm
and stiffness matrix
Adding element stiffness matrix
to the total stiffness and element
jm to the totaly‘;„
Calling K_UNCOUPLED and
K_COUPLD:
Calculating the coupled and
uncoupled stiffness matrices Start Reading:
The properties of beam
Angular speed of the beam ft
Number of elements n
Z)OFper node____________ g
p
Number of elements n
Z)OFper node____________
Assembly loop
for
i=l to n
End
Calculating:
^W9 Pwj ^V9 ^Vf ^tld T
Calling the function “UT” which
produces the upper triangular matrix
Applying the boundary condition
to the total stiffness matrix
Calling the function “SCOUNT” which
calculates the sign count of a matrix
Output:
Jo which is used in main program
Calculating the element’s jm
and stiffness matrix
Adding element stiffness matrix
to the total stiffness and element
jm to the totaly‘;„
Calling K_UNCOUPLED and
K_COUPLD:
Calculating the coupled and
uncoupled stiffness matrices
Figure B.4: The algorithm of calculation of Jo(w). Assembly loop for
i=l to n Calculating:
^W9 Pwj ^V9 ^Vf ^tld T Applying the boundary condition
to the total stiffness matrix Figure B.4: The algorithm of calculation of Jo(w). 116 The DFE algorithm can be used to evaluate any single i** natmal frequency of
beam’s free vibrations. Also it is possible to evaluate n natural frequencies, i to (/+«)>
which is one of the advantages of this method. When the natural frequencies are evaluated, a function (similar to the one
presented in Figure B.2) can be exploited to evaluate the mode shapes corresponding to
the natural frequencies. The algorithms and flow charts, presented in this Appendix for the FEM and DFE
methods, can be used for analysis of pure bending, dually or triply coupled vibrations of
rotating and non-rotating beams and blades. As already stated, the FEM algorithm is
simple and easy to implement, because of polynomial shape functions and constant mass
and stiffness matrices. On the other hand, the DFE, because of the iterative nature of
Wittrick-Williams and bisection method, is more complicated. B.2. DFE Program and Algorithm This algorithm works with
more functions, some of them store the symbolic forms of different terms of stiffness
matrix. These symbolic matrices are called in numeric integration loop in K_COUPLED
and K UNCOUPLED functions. 117 REFERENCES: [1] [1]
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Infection, recovery and re-infection of farmed mink with SARS-CoV-2
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PLOS pathogens
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cc-by
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RESEARCH ARTICLE
Infection, recovery and re-infection of farmed
mink with SARS-CoV-2 RESEARCH ARTICLE Thomas Bruun RasmussenID1, Jannik Fonager1, Charlotte Sværke JørgensenID1,
Ria LassaunièreID1, Anne Sofie Hammer2, Michelle Lauge QuaadeID2, Anette BoklundID2,
Louise LohseID1, Bertel Strandbygaard1, Morten RasmussenID1, Thomas
Yssing MichaelsenID3, Sten MortensenID4, Anders FomsgaardID1, Graham
J. BelshamID2*, Anette Bøtner2* 1 Department of Virus and Microbiological Special Diagnostics, Statens Serum Institut, Copenhagen S,
Denmark, 2 Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg C,
Denmark, 3 Department of Chemistry and Bioscience, Aalborg University, Aalborg, Denmark, 4 Danish
Veterinary and Food Administration, Glostrup, Denmark a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * grbe@sund.ku.dk (GJB); aneb@sund.ku.dk (AB) OPEN ACCESS Citation: Rasmussen TB, Fonager J, Jørgensen CS,
Lassaunière R, Hammer AS, Quaade ML, et al. (2021) Infection, recovery and re-infection of
farmed mink with SARS-CoV-2. PLoS Pathog
17(11): e1010068. https://doi.org/10.1371/journal. ppat.1010068 Editor: Kanta Subbarao, The Peter Doherty Institute
and Melbourne University, AUSTRALIA Editor: Kanta Subbarao, The Peter Doherty Institute
and Melbourne University, AUSTRALIA Copyright: © 2021 Rasmussen 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. Abstract Mink, on a farm with about 15,000 animals, became infected with SARS-CoV-2. Over 75%
of tested animals were positive for SARS-CoV-2 RNA in throat swabs and 100% of tested
animals were seropositive. The virus responsible had a deletion of nucleotides encoding
residues H69 and V70 within the spike protein gene as well as the A22920T mutation, result-
ing in the Y453F substitution within this protein, seen previously in mink. The infected mink
recovered and after free-testing of 300 mink (a level giving 93% confidence of detecting a
1% prevalence), the animals remained seropositive. During further follow-up studies, after a
period of more than 2 months without any virus detection, over 75% of tested animals again
scored positive for SARS-CoV-2 RNA. Whole genome sequencing showed that the viruses
circulating during this re-infection were most closely related to those identified in the first out-
break on this farm but additional sequence changes had occurred. Animals had much higher
levels of anti-SARS-CoV-2 antibodies in serum samples after the second round of infection
than at free-testing or during recovery from initial infection, consistent with a boosted
immune response. Thus, it was concluded that following recovery from an initial infection,
seropositive mink were readily re-infected by SARS-CoV-2. PLOS PATHOGENS PLOS PATHOGENS PLOS PATHOGENS * grbe@sund.ku.dk (GJB); aneb@sund.ku.dk (AB) Author summary Early on, in the course of SARS-CoV-2 infections among mink in Denmark, we identified
a farm, with about 15,000 mink, that had virus-infected animals. At this time, we found
that a very high proportion of the mink had been infected and made antibodies against
the virus. In contrast to the three previously infected farms, the mink were allowed to
recover (the mink had shown few signs of disease and only low mortality) and our testing
demonstrated the absence of circulating virus. Continued screening, in the following
weeks, supported the absence of infection in the mink but the maintenance of antibodies
against the virus. However, less than 3 months after the initial infection, we again Data Availability Statement: All sequences have
been submitted to the GISAID database and
accession numbers are listed in the Supporting
Information, S1 and S2 Tables. Funding: The author(s) received no specific
funding for this work. Competing interests: The authors have declared
that no competing interests exist Competing interests: The authors have declared
that no competing interests exist 1 / 13 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 identified the presence of virus in some dead mink from this farm and in many live mink. The viruses responsible for this second wave of infection were slightly different from
those found in the first wave but were closer to each other than to the SARS-CoV-2s
found on other mink farms. The antibody levels in mink during this second wave of infec-
tion were much higher than observed after the initial infection. We concluded that the ini-
tial round of infection in mink was insufficient to confer protection against re-infection. Introduction The SARS-CoV-2 has caused a pandemic with about 200 million cases reported and it has con-
tributed to the deaths of over 5 million people [1]. Farmed mink (Neovison vison) are also
highly susceptible to infection by SARS-CoV-2 [2, 3]. As in humans, the infection in mink can
cause respiratory distress and, in some cases, mortality. However, often the proportion of
infected mink that show clinical disease is low. Cases of SARS-CoV-2 infection in farmed
mink were initially observed in the Netherlands (NL), in April 2020 [3], and then indepen-
dently in Denmark (DK) in June 2020 (note, different clades of the virus were involved, [2]). Outbreaks continued and about 70 farms in the NL became infected [4], while 290 farms out
of about 1200 mink farms in DK were found positive for the virus [5]. All farmed mink
(>15,000,000) in DK have now been culled [6]. Similarly, the termination of mink farming in
the NL was brought forward by 3 years from the previous plan of 1st January 2024 [4]. The
routes of transmission of the virus between mink farms are not fully understood [5] but it has
become apparent that spread of the virus can occur not only from humans to mink but also
from mink to humans [2, 7]. After the initial cases of SARS-CoV-2 infection in mink in DK, on Farms 1–3 in Northern
Jutland [2], a screening program was established to test dead mink from all Danish mink
farms for the presence of SARS-CoV-2, every 3rd week [6]. Infection of mink on Farm 4 was
identified through this Early Warning (EW) program but, in contrast to Farms 1–3, the mink
on this farm were not culled and the seropositive animals apparently cleared the infection. This allowed an evaluation of the duration and efficacy of the immune response in mink to
protect against re-infection. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Infection of mink on Farm 4 Farm 4 (with about 2400 adult mink and 12600 kits in 24 open-sided houses, S1 Fig), was
located near Hjørring (in Northern Jutland). It had been classified as having “Aleutian disease-
free status” since 2015. This farm was tested for the presence of the SARS-CoV-2 as part of the
EW screening program. On 20th July 2020, 5 dead mink from this farm were tested for the
virus and all were RT-qPCR negative. However, on 11th August, a further 5 dead mink were
tested and all were positive in this assay (Table 1). In follow-up testing, on 13th August, 23 of
30 live mink tested (16 adults and 14 kits) were positive. A further 7 (of 10) dead mink also
tested positive. All live mink tested (30 kits and 30 adults) were also strongly seropositive on
19th August, but a reduced proportion of the mink (13 of these 60 mink tested) were positive
for SARS-CoV-2 RNA. However, throat swab samples from 21 dead mink were all positive for
viral RNA. Furthermore, on 31st August, 7 out of 24 dead mink also tested positive by RT-
qPCR. The mink on the farm were not culled but closely followed and, from 15th September
onwards, no virus was detected by RT-qPCR among the mink. For “free-testing”, on 30th PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 2 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 Table 1. Summary of laboratory analysis of mink sampling from Farm 4. ELISA
RT-qPCR
Sample origin
Sera (positive/tested)
%
Throat swabs (positive/tested)
%
Date of sample collection
Dead mink (EW)
n.d. 0/5
0
20-07-2020
Dead mink (EW)
n.d. 5/5
100
11-08-20201
Live adult mink
n.d. 11/16
69
13-08-2020
Live mink kits
n.d. 12/14
86
13-08-2020
Dead mink
n.d. 7/10
70
13-08-2020
Live adult mink
30/30
100
4/30
13
19-08-2020
Live mink kits
30/30
100
9/30
30
19-08-2020
Dead mink
n.d. 21/21
100
19-08-2020
Dead mink
n.d. 7/24
29
31-08-2020
Dead mink
n.d. 0/31
0
15-09-2020
Dead mink
n.d. 0/25
0
28-09-2020
Live mink
n.d. 0/60
0
30-09-2020
Live adult mink2
29/29
100
0/29
0
05-10-2020
Live mink kits2
30/30
100
0/30
0
05-10-2020
Dead mink (EW)
n.d. 1/2
50
02-11-2020
Dead mink (EW)
n.d. 1/2
50
04-11-2020
Live mink
30/30
100
23/30
77
06-11-2020
Dead mink
n.d. 3/5
60
06-11-2020 Table 1. Summary of laboratory analysis of mink sampling from Farm 4. https://doi.org/10.1371/journal.ppat.1010068.t001 Infection of mink on Farm 4 n.d.: not done
300 animals were tested in pools of 5, i.e. in 60 assays
two pools of 5 samples tested
1: Samples were received at SSI on this date. 2: Samples were collected from the same animals as 19-08-2020
https://doi.org/10.1371/journal.ppat.1010068.t001 September, a larger sampling was performed involving some 300 animals, from across each of
the different animal houses. All the samples were tested (in 60 pools of 5 samples) with nega-
tive results (Table 1). At least 12 samples were collected from each of the 24 houses, from adults
and kits in similar proportions. This testing was designed to detect, with 95% confidence, a 1%
prevalence of SARS-CoV-2 RNA positive animals. Hence, the infection had apparently disap-
peared among the mink on this farm at that time. Surveillance of the farm continued and, in early October, 59 of 60 live mink tested in mid-
August were again all found negative by RT-qPCR but all these mink remained seropositive
(Table 1). Thus, no animals tested positive by RT-qPCR in September and October but all
tested animals had antibodies against SARS-CoV-2. However, unexpectedly, 1 of 2 pools of 5
dead mink tested, as part of the continuing EW program, on both 2nd and 4th November were
found to be positive by RT-qPCR (Table 1). Consequently, during the culling process that
was initiated, a further 30 animals were tested on 6th November and 23 (77%) were found
SARS-CoV-2 RNA positive and 100% of these animals were found to be seropositive. In addi-
tion, 3 out of 5 additional dead mink were found positive by RT-qPCR (Ct values for 15 of 23
samples were below 30). During the initial infection, the farmer noticed reduced feed intake
with some cases of diarrhea among the mink, and a few mink later displayed respiratory dis-
tress, however, no respiratory signs were displayed before culling during the reinfection. Fig 1
shows a timeline for the percentages of the mink tested that were seropositive and RT-qPCR
positive on Farm 4 during the period August-November 2020. 3 / 13 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 Fig 1. Timeline for infection of mink on Farm 4. Assessment of anti-SARS-CoV-2 antibodies in mink sera by ELISA Titration, using ELISA, of the anti-SARS-CoV-2 antibodies (that recognize the receptor bind-
ing domain (RBD)) in seropositive serum samples collected from August onwards showed
that much higher levels of these antibodies were present in the mink in November, following
the second round of infection than in August or October (Fig 2A). However, the proportion of
seropositive animals among the tested mink had been high throughout. In August (at initial
testing), the median antibody titre observed (from 16 animals tested) was 800 (range from 100
to 3200), with just a single animal having the highest titre. In early October (at free-testing),
the titres in 15 sera tested were higher (ranging from 800 to 12800, with 4 of the sera having
titres of 6400, the median titre was 3200). However, in November, following re-infection as
judged by the reappearance of RT-qPCR positive animals, 16 of 22 sera tested, had titres
6400 and 12 had titres of 25600, see Fig 2A). There were significant differences in the levels
of antibodies detected by ELISA in the serum samples collected at different times (P < 0.001,
Kruskal-Wallis test), with higher levels at the time of “free-testing” compared to initial sam-
pling and much higher levels following reinfection compared to the earlier testing. Infection of mink on Farm 4 The percentage of live and dead mink assayed by RT-qPCR that tested positive is shown
throughout the period of August to November 2020, together with the proportion of live mink that tested positive by ELISA for anti-CoV-2
antibodies. The numbers of animals tested on each date are shown in Table 1. Dotted lines have been used to connect the data points for
clarity but should not be used to infer intermediate percentage levels. Fig 1. Timeline for infection of mink on Farm 4. The percentage of live and dead mink assayed by RT-qPCR that tested positive is shown
throughout the period of August to November 2020, together with the proportion of live mink that tested positive by ELISA for anti-CoV-2
antibodies. The numbers of animals tested on each date are shown in Table 1. Dotted lines have been used to connect the data points for
clarity but should not be used to infer intermediate percentage levels. Fig 1. Timeline for infection of mink on Farm 4. The percentage of live and dead mink assayed by RT-qPCR that tested positive is shown
throughout the period of August to November 2020, together with the proportion of live mink that tested positive by ELISA for anti-CoV-2
antibodies. The numbers of animals tested on each date are shown in Table 1. Dotted lines have been used to connect the data points for
clarity but should not be used to infer intermediate percentage levels. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Assessment of neutralizing antibodies Anti-SARS-CoV-2 antibody titres were
measured by ELISA. Selected sera from mink collected at the time of initial diagnosis (blue circles), at free-testing (grey
circles) and following re-infection (red circles), on 19-08-20, 05-10-20 and 06-11-20 respectively, that scored positive when
assayed undiluted were titrated and assayed again by ELISA. The reciprocals of the highest dilution yielding a positive signal
are plotted (on a log2 scale). Mean (+/- SEM) values are indicated by horizontal black lines. Panel B. The same serum samples
were also assayed in virus neutralization assays and the calculated antibody titres are plotted (on a log2 scale) using the same
colour scheme. The statistical significance of the differences between anti-CoV-2 antibody levels was determined using the
Kruskal-Wallis test (see Materials and Methods). https://doi.org/10.1371/journal.ppat.1010068.g002 https://doi.org/10.1371/journal.ppat.1010068.g002 ELISA positive sera tested had neutralization activity but the levels of these antibodies were
greatly elevated after the re-infection (sera collected in November). This difference in levels of
neutralizing antibodies between the time of “free testing” and after reinfection was statistically
significant (P = 0.0009), while there was no significant difference in levels of neutralizing anti-
bodies between the time of initial testing and the time of free testing (P = 0.38). There was a
high degree of correspondence between the levels of antibodies detected in the two different
types of assay (for all samples, the Spearman correlation co-efficient r = 0.793, P <0.0001). Assessment of neutralizing antibodies To assess whether the anti-SARS-CoV-2 antibodies in the mink that were detected by ELISA
could neutralize virus infectivity, the same serum samples were also tested in virus neutraliza-
tion assays using a human SARS-CoV-2 isolate that had the same amino acid changes in the
spike protein as the viruses identified initially on Farm 4 (as used previously [8]). The results
(Fig 2B) showed a similar profile of antibody levels as observed in the ELISA. All of these PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 4 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 Fig 2. Assessment of anti-SARS CoV-2 antibody levels in mink sera. Panel A. Anti-SARS-CoV-2 antibody titres were
measured by ELISA. Selected sera from mink collected at the time of initial diagnosis (blue circles), at free-testing (grey
circles) and following re-infection (red circles), on 19-08-20, 05-10-20 and 06-11-20 respectively, that scored positive when
assayed undiluted were titrated and assayed again by ELISA. The reciprocals of the highest dilution yielding a positive signal
are plotted (on a log2 scale). Mean (+/- SEM) values are indicated by horizontal black lines. Panel B. The same serum samples
were also assayed in virus neutralization assays and the calculated antibody titres are plotted (on a log2 scale) using the same
colour scheme. The statistical significance of the differences between anti-CoV-2 antibody levels was determined using the
Kruskal-Wallis test (see Materials and Methods). https://doi.org/10.1371/journal.ppat.1010068.g002 Fig 2. Assessment of anti-SARS CoV-2 antibody levels in mink sera. Panel A. Anti-SARS-CoV-2 antibody titres were Fig 2. Assessment of anti-SARS CoV-2 antibody levels in mink sera. Panel A. Anti-SARS-CoV-2 antibody titres were
measured by ELISA. Selected sera from mink collected at the time of initial diagnosis (blue circles), at free-testing (grey
circles) and following re-infection (red circles), on 19-08-20, 05-10-20 and 06-11-20 respectively, that scored positive when
assayed undiluted were titrated and assayed again by ELISA. The reciprocals of the highest dilution yielding a positive signal
are plotted (on a log2 scale). Mean (+/- SEM) values are indicated by horizontal black lines. Panel B. The same serum samples
were also assayed in virus neutralization assays and the calculated antibody titres are plotted (on a log2 scale) using the same
colour scheme. The statistical significance of the differences between anti-CoV-2 antibody levels was determined using the
Kruskal-Wallis test (see Materials and Methods). https://doi.org/10.1371/journal.ppat.1010068.g002 Fig 2. Assessment of anti-SARS CoV-2 antibody levels in mink sera. Panel A. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Whole genome sequencing of viruses on Farm 4 The complete genome sequences of the viruses, from multiple samples, from infected mink in
August and in November were determined. The viruses on Farm 4 in August were very closely
related to the viruses that were previously identified on Farms 1, 2 and 3 [2], they were from
clade 20B / lineage B.1.1.298 (Fig 3A and 3B and Table 2) and appeared part of the same trans-
mission chain. In particular, they each had the mutation A22920T in the spike protein coding
sequence, resulting in the amino acid substitution Y453F. However, in addition to this change,
the spike protein gene in the viruses on Farm 4 had a deletion of 6 nt (Δ21766–21771). This
affected 3 codons, changing GCT.ATA.CAT.GTC.TCT to GCT.ATC.TCT, the encoded amino
acid sequence is changed from A-I-H69-V70-S to A-I-S thus residues H69 and V70 in the
N-terminal domain (NTD) of the spike protein are lost. This deletion had not been identified
previously in mink or in humans in combination with the Y453F substitution (see Table 2)
but the deletion of these residues is shared with the SARS CoV-2 variant of concern (VOC)
202012/01 [9]. Two other deletions in the ORF1a coding sequence (Δ517–519 and Δ6510–
6512) and two other amino acid substitutions (P3395S in ORF1a and S2430I in ORF1b) were
also observed in some of the viruses present in the mink during this initial infection in August. The viruses present on Farm 4 in November were most closely related to those seen previously PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 5 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 Fig 3. Phylogenetic trees showing the relationships between the full genome sequences of SARS-CoV-2 samples from
Danish mink farms with the lineage B.1.1.298 variants. Panel A. All known SARS-CoV2 lineage B.1.1.298 genome sequences
(436 in total) from Danish mink along with the Wuhan reference sequence (NC_045512.2) were included in this analysis. Sequences from the re-infection on Farm 4 (collected in November) are indicated by open red triangles while samples collected
in August are indicated by blue triangles. Sequences from Farm 1 are indicated with green squares and the Wuhan reference
strain with a black filled circle. The GISAID accession IDs are listed in S1 Table. Panel B. The Maximum Likelihood
phylogenetic relationships between the viruses collected on Farm 4 and those from Farms 1–3 are shown. The GISAID
accession IDs are listed in S2 Table. Fig 3. Whole genome sequencing of viruses on Farm 4 Phylogenetic trees showing the relationships between the full genome sequences of SARS-CoV-2 samples from
Danish mink farms with the lineage B.1.1.298 variants. Panel A. All known SARS-CoV2 lineage B.1.1.298 genome sequences
(436 in total) from Danish mink along with the Wuhan reference sequence (NC_045512.2) were included in this analysis. Sequences from the re-infection on Farm 4 (collected in November) are indicated by open red triangles while samples collected
in August are indicated by blue triangles. Sequences from Farm 1 are indicated with green squares and the Wuhan reference
strain with a black filled circle. The GISAID accession IDs are listed in S1 Table. Panel B. The Maximum Likelihood
phylogenetic relationships between the viruses collected on Farm 4 and those from Farms 1–3 are shown. The GISAID
accession IDs are listed in S2 Table. https://doi.org/10.1371/journal.ppat.1010068.g003 on Farm 4, over 2 months earlier (Fig 3A and 3B). It should be noted that, by November 2020,
over 200 farms in DK had been identified as having infected mink [5] and a number of differ-
ent variants had been observed in the animals [6]. The viruses on Farms 1–3 were closely
related to each other and also to the viruses present in August on Farm 4, but the latter viruses
had some additional changes (e.g. the deletion of residues H69 and V70 in the spike protein,
see Table 2), which were also found in most of the later outbreaks in farmed mink in DK. Thus, viruses in farms infected after Farm 4 (identified on August 11th) were nearly all derived
from those first detected on Farm 4. As indicated above, the November viruses (following re-
infection) from Farm 4 had the A22920T mutation and the deletions in the S and ORF1a cod-
ing sequences. However, they also had additional changes across the genome, both within and
outside of the S gene, compared to the viruses from Farm 4 in August (Table 2). It is notewor-
thy that the Farm 4 sequences in November had changes at nt 10448 (encoding the substitu-
tion P3395S in ORF1a) and 20756 (encoding S2430I in ORF1b) that had only been seen in a
subset of the August sequences from Farm 4 (samples Farm4_18_13-08-2020 and
Farm4_19_13-08-2020, see Fig 3B). These changes strongly suggest that the infection in on Farm 4, over 2 months earlier (Fig 3A and 3B). PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Whole genome sequencing of viruses on Farm 4 It should be noted that, by November 2020,
over 200 farms in DK had been identified as having infected mink [5] and a number of differ-
ent variants had been observed in the animals [6]. The viruses on Farms 1–3 were closely
related to each other and also to the viruses present in August on Farm 4, but the latter viruses
had some additional changes (e.g. the deletion of residues H69 and V70 in the spike protein,
see Table 2), which were also found in most of the later outbreaks in farmed mink in DK. Thus, viruses in farms infected after Farm 4 (identified on August 11th) were nearly all derived
from those first detected on Farm 4. As indicated above, the November viruses (following re-
infection) from Farm 4 had the A22920T mutation and the deletions in the S and ORF1a cod-
ing sequences. However, they also had additional changes across the genome, both within and
outside of the S gene, compared to the viruses from Farm 4 in August (Table 2). It is notewor-
thy that the Farm 4 sequences in November had changes at nt 10448 (encoding the substitu-
tion P3395S in ORF1a) and 20756 (encoding S2430I in ORF1b) that had only been seen in a
subset of the August sequences from Farm 4 (samples Farm4_18_13-08-2020 and
Farm4_19_13-08-2020, see Fig 3B). These changes strongly suggest that the infection in
November was not due to an entirely new introduction of virus into the farm from elsewhere
(Fig 3A). Furthermore, the viruses on Farm 4 in November also all shared changes at nt 3792
(resulting in A1176V), 5167, 10887 (resulting in G3541E), 21727 and 23815 (these latter two
silent changes are in the S gene) that were not present in any of the Farm 4 sequences in
August (Table 2). The presence of these additional sequence changes indicates that the virus
had been replicating between August and November. Farm4_19_13-08-2020, see Fig 3B). These changes strongly suggest that the infection in
November was not due to an entirely new introduction of virus into the farm from elsewhere
(Fig 3A). Furthermore, the viruses on Farm 4 in November also all shared changes at nt 3792
(resulting in A1176V), 5167, 10887 (resulting in G3541E), 21727 and 23815 (these latter two
silent changes are in the S gene) that were not present in any of the Farm 4 sequences in
August (Table 2). Whole genome sequencing of viruses on Farm 4 Shared additional changes that occurred in viruses on Farm 4 between August and
November 2020 are indicated with colour codes, encoded amino acid changes, where applicable, are also shown. The Accession IDs for all the indicated sequences are
listed in S2 Table. Table 2. Sequence changes within SARS-CoV-2 in mink on Farm 4. Location
5’-
UTR
ORF1a
ORF1b
S
ORF3a
N
Nt
241
3037
5144
10448
11776
14408
15656
20756
Δ21766–
21771
22920
23403
25936
28854
other
Virus
Wuhan
C
C
C
C
C
C
C
G
-
A
A
C
C
EPI_ISL_455326
20B
T
T
C
C
C
T
C
G
-
A
G
C
C
Farm 1
T
T
C
C
C
T
T
G
-
T/A
G
T
C
Farm 2
T
T
C
C
C
T
T
G
-
T
G
T
C
Farm 3
T
T
C
C
C
T
T
G
-
T
G
T
C
Aug 2020
Farm4_5
T
T
T
C
T
T
T
G
+
T
G
T
T
Farm4_6
T
T
T
C
T
T
T
G
+
T
G
T
T
G488A
Farm4_8
T
T
T
C
T
T
T
G
+
T
G
T
T
Δ21984–21995
Farm4_18
T
T
T
T
T
T
T
T
+
T
G
T
T
Farm4_19
T
T
T
T
T
T
T
T
+
T
G
T
T
Farm4_21
T
T
T
C
T
T
T
G
+
T
G
T
T
A652C (K129N)1
Farm4_35
T
T
T
C
T
T
T
G
+
T
G
T
T
Δ27982–28030
Farm4_37
T
T
T
C
T
T
T
G
+
T
G
T
T
T1873C,G2035T(L590F)
Nov 2020
Farm4_1
T
T
T
T
T
T
T
T
+
T
G
T
T
C1913T (R550C),
C3792T ðA1176VÞ , C5167T ,
G10887A ðG3541EÞ , C21727T ,
T23815C
Farm4_14
T
T
T
T
T
T
T
T
+
T
G
T
T
A3303G, C3792T ðA1176VÞ ,
C5167T , G10887A ðG3541EÞ ,
C21727T , T23815C
Farm4_15
T
T
T
T
T
T
T
T
+
T
G
T
T
A3303G, C3792T ðA1176VÞ ,
C5167T , G10887A ðG3541EÞ ,
C21727T , T23815C
AA change
-
-
-
P3395S
-
P314L
T730I
S2430I
ΔH69-V70
Y453F
D614G
H182Y
S194L
1: Note the same additional sequence change was also present in 4 other samples (Farm4_16_13-08-2020, Farm4_20_13-08-2020, Farm4_22_13-08-2020 and
Farm4_4_19-08-2020). N.B. Whole genome sequencing of viruses on Farm 4 All the mink viruses, together with the EPI_ISL455326 clade 20B representative sequence, shown here were from clade 20B and had the
changes G28881A, G28882A and G28883C compared to the Wuhan strain. In addition, the mink viruses from Farm 4 also lacked nt 517–519 and nt 6510–6512. Nucleotide changes from the Wuhan reference sequence are highlighted in yellow. Shared additional changes that occurred in viruses on Farm 4 between August and
November 2020 are indicated with colour codes, encoded amino acid changes, where applicable, are also shown. The Accession IDs for all the indicated sequences are
listed in S2 Table. Table 2. Sequence changes within SARS-CoV-2 in mink on Farm 4. 2. Sequence changes within SARS-CoV-2 in mink on Farm 4 1: Note the same additional sequence change was also present in 4 other samples (Farm4_16_13-08-2020, Farm4_20_13-08-2020, Farm4_22_13-08-2020 and
Farm4_4_19-08-2020). N.B. All the mink viruses, together with the EPI_ISL455326 clade 20B representative sequence, shown here were from clade 20B and had the
changes G28881A, G28882A and G28883C compared to the Wuhan strain. In addition, the mink viruses from Farm 4 also lacked nt 517–519 and nt 6510–6512. Nucleotide changes from the Wuhan reference sequence are highlighted in yellow. Shared additional changes that occurred in viruses on Farm 4 between August and
November 2020 are indicated with colour codes, encoded amino acid changes, where applicable, are also shown. The Accession IDs for all the indicated sequences are
listed in S2 Table. 1: Note the same additional sequence change was also present in 4 other samples (Farm4_16_13-08-2020, Farm4_20_13-08-2020, Farm4_22_13-08-2020 and
Farm4_4_19-08-2020). N.B. All the mink viruses, together with the EPI_ISL455326 clade 20B representative sequence, shown here were from clade 20B and had the
changes G28881A, G28882A and G28883C compared to the Wuhan strain. In addition, the mink viruses from Farm 4 also lacked nt 517–519 and nt 6510–6512. Nucleotide changes from the Wuhan reference sequence are highlighted in yellow. Shared additional changes that occurred in viruses on Farm 4 between August and
November 2020 are indicated with colour codes, encoded amino acid changes, where applicable, are also shown. The Accession IDs for all the indicated sequences are
listed in S2 Table. Whole genome sequencing of viruses on Farm 4 above, two of the early Farm 4 viruses (Farm4_18_13-08-2020 and Farm4_19_13-08-2020)
shared additional changes at nt 10448 and 20756 (see Table 2) and the November viruses
formed their own distinct branch from these (Fig 3B), due to the presence of the further
sequence changes (Table 2). Whole genome sequencing of viruses on Farm 4 The presence of these additional sequence changes indicates that the virus
had been replicating between August and November. Phylogenetic analysis clearly showed that all viruses from Farm 4 were very closely related
to each other, including the viruses from both August and November (Fig 3B). As described PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 6 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 Table 2. Sequence changes within SARS-CoV-2 in mink on Farm 4. Whole genome sequencing of viruses on Farm 4 Location
5’-
UTR
ORF1a
ORF1b
S
ORF3a
N
Nt
241
3037
5144
10448
11776
14408
15656
20756
Δ21766–
21771
22920
23403
25936
28854
other
Virus
Wuhan
C
C
C
C
C
C
C
G
-
A
A
C
C
EPI_ISL_455326
20B
T
T
C
C
C
T
C
G
-
A
G
C
C
Farm 1
T
T
C
C
C
T
T
G
-
T/A
G
T
C
Farm 2
T
T
C
C
C
T
T
G
-
T
G
T
C
Farm 3
T
T
C
C
C
T
T
G
-
T
G
T
C
Aug 2020
Farm4_5
T
T
T
C
T
T
T
G
+
T
G
T
T
Farm4_6
T
T
T
C
T
T
T
G
+
T
G
T
T
G488A
Farm4_8
T
T
T
C
T
T
T
G
+
T
G
T
T
Δ21984–21995
Farm4_18
T
T
T
T
T
T
T
T
+
T
G
T
T
Farm4_19
T
T
T
T
T
T
T
T
+
T
G
T
T
Farm4_21
T
T
T
C
T
T
T
G
+
T
G
T
T
A652C (K129N)1
Farm4_35
T
T
T
C
T
T
T
G
+
T
G
T
T
Δ27982–28030
Farm4_37
T
T
T
C
T
T
T
G
+
T
G
T
T
T1873C,G2035T(L590F)
Nov 2020
Farm4_1
T
T
T
T
T
T
T
T
+
T
G
T
T
C1913T (R550C),
C3792T ðA1176VÞ , C5167T ,
G10887A ðG3541EÞ , C21727T ,
T23815C
Farm4_14
T
T
T
T
T
T
T
T
+
T
G
T
T
A3303G, C3792T ðA1176VÞ ,
C5167T , G10887A ðG3541EÞ ,
C21727T , T23815C
Farm4_15
T
T
T
T
T
T
T
T
+
T
G
T
T
A3303G, C3792T ðA1176VÞ ,
C5167T , G10887A ðG3541EÞ ,
C21727T , T23815C
AA change
-
-
-
P3395S
-
P314L
T730I
S2430I
ΔH69-V70
Y453F
D614G
H182Y
S194L
1: Note the same additional sequence change was also present in 4 other samples (Farm4_16_13-08-2020, Farm4_20_13-08-2020, Farm4_22_13-08-2020 and
Farm4_4_19-08-2020). N.B. All the mink viruses, together with the EPI_ISL455326 clade 20B representative sequence, shown here were from clade 20B and had the
changes G28881A, G28882A and G28883C compared to the Wuhan strain. In addition, the mink viruses from Farm 4 also lacked nt 517–519 and nt 6510–6512. Nucleotide changes from the Wuhan reference sequence are highlighted in yellow. Discussion SARS-CoV-2 can readily infect humans and mink. In addition, certain other species, e.g. cats,
dogs and ferrets, can also be infected following direct inoculation under experimental condi-
tions [10, 11]. Furthermore, some cases of transmission from infected people to their cats and PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 7 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 dogs have occurred but it does not seem to happen more generally. Both cellular and humoral
immune responses occur within SARS-CoV-2-infected people and animals [12, 13] and it is
common for both humans and animals to be both seropositive and RT-qPCR positive simulta-
neously (see [2, 14]). However, as people and animals recover, the levels of virus subside but
antibody levels persist, or increase, at least for some time. Farm 4 was the first Danish mink farm, where the animals were allowed to recover follow-
ing SARS-CoV-2 infection and were then tested with the purpose of documenting freedom
from the virus about 2 months after the initial infection. Thus, Farm 4 gave a unique opportu-
nity to follow the maintenance of anti-SARS-CoV-2 antibodies over an extended period and
the resistance of the animals to reinfection. As also observed on other mink farms in DK [5],
very widespread infection of the mink on Farm 4 by SARS-CoV-2 occurred in the first wave of
infection, with 100% of the tested animals being seropositive. During the following period of
over 2 months, the animals were repeatedly screened and shown to be negative by RT-qPCR,
while 100% of the tested mink remained seropositive. However, in November, it was found
that the mink had become infected again. Surprisingly, a high proportion (>75%) of the ani-
mals tested had been re-infected by SARS-CoV-2 (Table 1 and Fig 1). The virus responsible for
the second round of infection was most closely related to the virus found almost 3 months ear-
lier on this farm (Fig 3A and 3B), but with distinctive differences (see Table 2) from the viruses
responsible for the initial infections observed in mink on Farms 1–3 [2]. The virus acquired
sequence changes during the period between the infections recognized in August and Novem-
ber (Table 2), indicative of continued replication, rather than simply having been preserved in
an infectious form. Discussion Since the viruses present on Farm 4 in November were most closely related
to viruses present on the same farm in August, it seems most likely that re-infection of the
mink from within the farm had occurred. It cannot be established, however, whether the virus
had continued to replicate in a small number of mink on the farm, but with very restricted
spread, or if it had replicated in an alternative host, linked to the farm, during this time and
had then been re-introduced into the seropositive mink. It has been demonstrated, in both DK
and the NL, that transmission between humans and mink can occur in both directions [2, 6]. Transmission to, and from, other host species is theoretically possible (but not described previ-
ously; some cats were found to be infected on mink farms in DK and in the NL but they do not
seem to spread the virus). It has been found that there was a cluster of occurrences of SARS--
CoV-2 with the ΔH69/N70 and Y453F changes (as in Farm 4) in the local human population
in August. Furthermore, a virus containing these changes plus the additional mutations (i.e. C3792T, C5167T, G10887A, C21727T and T23815C, see Table 2), which were present in the
mink viruses from Farm 4 in November, was found in one person in early November. It seems
likely that these human cases were infections derived from mink. A high proportion of the sequence changes observed in mink (Table 2), which occurred in
the viruses from Farm 4 between August and November (and also between the clade 20B
viruses and the Wuhan virus, see [2]), involved C to T changes (in cDNA) that correspond to
C to U changes in the viral RNA. Several of these nt changes are synonymous, i.e., they do not
result in amino acid sequence changes. It has been suggested that such changes reflect host
immune pressure via RNA editing systems (e.g. by APOBEC) rather than selection for
increased transmissibility in particular hosts [15–17]. However, this process of RNA editing is
not relevant to the key mutation in the S gene (A22920T), which seems to be an adaptation
that occurred during the initial infection of mink [2], or to the generation of deletions. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Discussion The
loss of residues H69 and V70 in the spike protein, seen in mink for the first time on Farm 4,
and in certain variants from people, has been reported to double the infectivity of pseudo-
viruses displaying the mutant spike protein compared to the wild type particles [18]. This dele-
tion appears to emerge in SARS-CoV-2 following other changes in the spike protein [19]. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 8 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 The sampling of the mink on Farm 4 tested, at most, 300 animals on any particular date,
out of a population of about 15,000 animals. It is clearly possible that a small number of
infected mink were missed although the repeated follow-up screening makes this unlikely. The
level of seropositivity among tested animals, prior to the second round of infection, remained
very high (100%). Thus, it is not clear why so many animals (77% of 30 animals tested) were
susceptible to a second round of infection. It has been considered whether the seropositivity
detected in kits in August may be a consequence of maternally derived antibodies that could
potentially decline more rapidly than antibodies generated from the infection in each animal. However, it seems difficult to reconcile this with the fact that >80% of throat swabs from mink
kits tested clearly positive by RT-qPCR in August, which indicated a high level of infection
amongst the kits in the first wave also. The measurements of antibody responses were made using an ELISA that targets the recep-
tor binding domain (RBD) of the spike protein. Antibodies to the SARS-CoV-2 spike protein
were present in up to 100% of the infected mink. The antibody titres, measured in this assay,
increased to very high levels during the period of re-infection (Fig 2A). In studies on human
sera, samples testing clearly positive (10 x cut-off) in this ELISA all had neutralizing antibodies
[20]. Indeed, assessment of the same samples of mink sera as tested by ELISA in virus neutrali-
zation tests indicated a high correspondence between these two types of assay. Discussion Thus, the
ELISA positive mink sera neutralized the virus and, furthermore, the sera collected in Novem-
ber, after reinfection, had significantly higher levels of anti-SARS-CoV-2 antibodies as mea-
sured in each assay (Fig 2A and 2B), these results are consistent with boosting of the immune
response due to a second round of infection. Due to the relatively low number of samples tested, the calculated proportions of virus or
antibody positive animals may not directly correspond to prevalence of infection on the farm. However, during the course of the SARS-CoV-2 infections in mink in Denmark, the collection
of samples from 62 Danish mink farms, where no clinical signs were present, a prevalence of
virus of 100% was found on 45% of the farms, and on only 11 farms (18%) was a prevalence of
virus below 50% observed [5]. On 40 farms, where blood samples were collected at the first
sampling date, i.e. shortly after suspicion of infection was raised, a seroprevalence of 100% was
found in 22 farms (55%), while on 12 farms (30%), a seroprevalence below 50% was observed
[5]. This indicates that when animals were entirely randomly selected (due to the complete
absence of clinical signs) for sampling, high prevalence of virus as well as of seropositive ani-
mals was observed. In Denmark, mink were usually kept in long rows of open houses, i.e. in contiguous wire
netting cages (S1 Fig). Cages were typically side-by-side, with the possibility of neighbouring
mink having nose-to-nose contact and of air exchange between cages. Samples of air, fur and
straw from mink farms have previously been found PCR-positive for SARS-CoV-2 [3, 5, 21],
indicating that transmission indirectly through feed, bedding and airborne dust might occur
within farms. It appears that the virus responsible for the infections in November was antigenically identi-
cal to the virus in August since there were no non-synonymous changes within the spike pro-
tein gene during this time, although some silent sequence changes (i.e. C21727T and
T23815C) had occurred in it, as well as changes elsewhere within the virus genome. The most plausible conclusion is that infection of farmed mink with SARS-CoV-2 does not
induce long-term protection against the virus. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Sampling strategy At the time of first detection of infection on Farm 4, the practice was that suspected farms
were visited by an official veterinarian, who took throat swabs from animals with clinical signs
of SARS-CoV-2, if present, or alternatively from randomly selected animals. The numbers of
samples taken varied during the epidemic. Here we describe only the samples taken in Farm 4. At first suspicion, following positive detection in the EW samples, 30 samples were taken from
live animals, this approach provided 95%-confidence of detecting an infection prevalence of
0.1 with a test sensitivity of 99% and a specificity of 100%. When the samples were found posi-
tive, staff from University of Copenhagen (UCPH) collected further throat swab samples as
well as blood samples for serology. UCPH staff collected samples randomly from each house
(S1 Fig) and randomly from the periphery and centres of the rows [5]. UCPH collected 60
samples from live animals, providing 95%-confidence of detecting a disease prevalence of 0.05
with a test sensitivity of 99% and a specificity of 100%. As increased mortality was one of the
signs observed most often on infected farms [3, 5], throat swab samples from 5–21 recently
deceased animals (within the previous 14 days) were collected when indicated (Table 1). Ethics statement No experimental procedures were performed on animals in this study. Only routine diagnostic
samples (blood samples and throat swabs) were collected from the live, farmed, animals with
no harm to them. Therefore, no prior ethical approval was required. Discussion This should be compared with the situation in
rhesus macaques where primary infection did protect against reinfection at about 1 month
post-initial infection [13, 22] and in humans where protection from reinfection may last at
least eight months [12, 23]. However, some cases of re-infection have been reported in health
care workers in Brazil [24], although this occurred in people who only developed a weak PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 9 / 13 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 immune response during the initial infection. Furthermore, only about 50% of people aged
over 65 years in DK, who had been infected with SARS-CoV-2, were found to be protected
against re-infection [25]. On a mink farm, a large number of animals live in close proximity to
each other and, potentially, once the infection occurs in some animals then there can be a
rapid increase in virus production and a strong challenge to neighbouring animals. Perhaps
this is sufficient to overcome the immune response. It is notable that greatly enhanced levels of
anti-SARS-CoV-2 antibodies were detected in the mink following the second round of infec-
tion (Fig 2A and 2B), but this was also observed following challenge of previously infected rhe-
sus macaques which did not become re-infected [13, 22]. Interestingly, two doses of a spike
protein-based subunit vaccine did confer protection in mink against virus challenge at 5 weeks
following the second vaccination [26] but it is not known how long this resistance to infection
was maintained. Similarly, in ferrets, two doses of the adenovirus-vectored S gene vaccine pro-
vided good protection against the virus [27]; however, it is noteworthy that virus challenge
after a single dose of this vaccine resulted in an increase in neutralizing antibody titres whereas
no such increase was observed following challenge after two doses of the vaccine. In our study,
the mink did exhibit a boost in antibody levels following the re-infection, suggesting the
immune response to the initial infection was inadequate to block virus replication. Currently,
there are no “correlates of protection” that can be used to evaluate the immune responses in
mink. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 Laboratory analyses Blood and throat-swab samples were collected from mink (adults and kits) as indicated in
Table 1. The presence of SARS-CoV-2 RNA was determined by RT-qPCR as described previ-
ously [2]. The SARS-CoV-2 Ab ELISA (Beijing Wantai Biological Pharmacy Enterprise, Bei-
jing, China) was used as described previously [2], according to the manufacturer’s protocol 10 / 13 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021 PLOS PATHOGENS Re-infection of mink with SARS-CoV-2 (the assay has sensitivity of 97% and specificity of 100%). Undiluted sera were used to identify
seropositive animals and selected sera were then diluted (2-fold steps) and re-assayed in the
ELISA. Antibody titres are presented as the reciprocal of the highest dilution of the serum giv-
ing a positive result. Neutralizing antibody titres were determined as described previously [8]. For documentation of freedom from circulating virus (free-testing), 300 randomly selected
mink were tested (in 60 pools of 5 samples) by RT-qPCR. This testing strategy was designed to
detect, with 95% confidence, a 1% prevalence of SARS-CoV-2 RNA positive animals in 300
individual samples, leading to 93% confidence when pooling of 5 samples was taken into
account. Selected SARS-CoV-2 positive RNA samples were sequenced as described [2] and SARS--
CoV-2 sequences were aligned using MAFFT [28]. Phylogenetic analysis was performed using
MEGA version X, using the Maximum Likelihood method and General Time Reversible
model with elimination of all sites with less than 95% coverage [29]. The GISAID accession
IDs are listed in S1 and S2 Tables. The statistical significance of the differences between anti-CoV-2 antibody levels was deter-
mined using the Kruskal-Wallis test in R [30]. Supporting information S1 Fig. Layout of mink houses on Farm 4. The locations from which samples were collected
are indicated in dark blue (for August and October sampling) or red (November sampling). The open houses (in light blue unless sampled) in both the old and new parts of the farm are
numbered and the number of mink sampled from each house are shown (in parenthesis). (TIF) S1 Table. List of accession numbers for SARS-CoV-2 sequences obtained from Danish
mink farms. The names of virus samples, as used in the phylogenetic analysis (Fig 3A),
together with their date of collection plus their GISAID accession ID numbers are shown. (XLSX) S2 Table. List of accession numbers for SARS-CoV-2 sequences obtained from mink on
Farms 1–4. The names of virus samples, as used in the phylogenetic analysis (Fig 3B), together
with their site and date of collection plus their GISAID accession ID numbers are shown. (XLSX) Acknowledgments We greatly appreciate the collaborative attitude of the farmer. Furthermore, we appreciate the
work done by technicians and official veterinarians at the Danish Veterinary and Food
Administration (FVST) who collected many of the samples. The Danish COVID-19 Genome
Consortium (https://www.covid19genomics.dk) is acknowledged for sequencing. Writing – original draft: Graham J. Belsham. Writing – review & editing: Thomas Bruun Rasmussen, Jannik Fonager, Charlotte Sværke
Jørgensen, Ria Lassaunière, Anne Sofie Hammer, Michelle Lauge Quaade, Anette Boklund,
Louise Lohse, Bertel Strandbygaard, Morten Rasmussen, Thomas Yssing Michaelsen, Sten
Mortensen, Anders Fomsgaard, Graham J. Belsham, Anette Bøtner. Author Contributions Conceptualization: Thomas Bruun Rasmussen, Sten Mortensen, Anders Fomsgaard, Graham
J. Belsham, Anette Bøtner. Data curation: Thomas Bruun Rasmussen, Graham J. Belsham, Anette Bøtner. Formal analysis: Thomas Bruun Rasmussen, Jannik Fonager, Anette Boklund, Louise Lohse,
Morten Rasmussen. 11 / 13 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
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CoV-2 spike deletion H69/V70 and its role in the Alpha variant B.1.1.7. Cell Reports. 2021. 35, 109292. https://doi.org/10.1016/j.celrep.2021.109292 PMID: 34166617 20. GeurtsvanKessel CH, Okba N, Igloi Z, Bogers S, Embregts C, Laksono BM, et al. An evaluation of
COVID-19 serological assays informs future diagnostics and exposure assessment. Nature Communi-
cations. 2020; 11(1), 3436. https://doi.org/10.1038/s41467-020-17317-y PMID: 32632160 21. de Rooij MMT, Hakze-Van der Honing RW, Hulst MM, Harders F, Engelsma M, van de Hoef W, et al. Occupational and environmental exposure to SARS-CoV-2 in and around infected mink farms. medRxiv
2021.01.06.20248760; https://doi.org/10.1136/oemed-2021-107443 PMID: 34330815 22. Deng W, Bao L, Liu J, Xiao C, Liu J, Xue J, et al. Primary exposure to SARS-CoV-2 protects against
reinfection in rhesus macaques. Science. 2020; 369(6505):818–823. https://doi.org/10.1126/science. abc5343 PMID: 32616673 23. Choe PG, Kim K-H, Kang CK, Suh HJ, Kang E, Lee SY, et al. Antibody responses 8 months after
asymptomatic or mild SARS-CoV-2 infection. Emerg Infect Dis. 2021. Epub https://doi.org/10.3201/
eid2703.204543 24. PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
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https://stat.ethz.ch/R-manual/R-devel/library/stats/html/kruskal.test.html References Adrielle Dos Santos L, Filho PGG, Silva AMF, Santos JVG, Santos DS, Aquino MM et al. Recurrent
COVID-19 including evidence of reinfection and enhanced severity in thirty Brazilian healthcare work-
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34676095 27. Marsh G. A., McAuley A. J., Au G. G., Riddell S., Layton D., Singanallur N. B. et al. ChAdOx1 nCoV-19
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formance and Usability. Molecular Biology and Evolution. 2013; 30(4):772–780. https://doi.org/10. 1093/molbev/mst010 PMID: 23329690 29. Kumar S, Stecher G, Li M, Knyaz C, Tamura K. MEGA X: Molecular Evolutionary Genetics Analysis
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msy096 PMID: 29722887 30. https://stat.ethz.ch/R-manual/R-devel/library/stats/html/kruskal.test.html 13 / 13 PLOS Pathogens | https://doi.org/10.1371/journal.ppat.1010068
November 15, 2021
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Growth of Inner Carbon Nanotubes inside Cobaltocene-Filled Single-Walled Carbon Nanotubes
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Proceeding Paper
Growth of Inner Carbon Nanotubes inside Cobaltocene-Filled
Single-Walled Carbon Nanotubes †
Marianna V. Kharlamova 1,2
1
2
†
Centre for Advanced Materials Application (CEMEA), Slovak Academy of Sciences, Dúbravská Cesta 5807/9,
845 11 Bratislava, Slovakia; mv.kharlamova@gmail.com
Moscow Institute of Physics and Technology, 9 Institutskiy per., 141700 Dolgoprudny, Russia
Presented at the 6th International Electronic Conference on Atmospheric Sciences, 15–30 October 2023;
Available online: https://ecas2023.sciforum.net/.
Abstract: In this work, the single-walled carbon nanotubes (SWCNTs) were filled with cobaltocene.
The growth properties of individual chirality nanotubes were studied with Raman spectroscopy. It
was shown that the larger nanotubes grow slower. The growth of inner nanotubes becomes faster with
increasing annealing temperature. These results are of high importance as they stimulate research on
carbon nanotubes, and bring ideas from laboratories into factories.
Keywords: Raman spectroscopy; growth properties; cobaltocene
1. Introduction
Filling of single-walled carbon nanotubes (SWCNTs) is important for applications [1–4].
Metallocenes are promising filler material as they modify the chemical and physical properties of SWCNTs. Metallocenes inside SWCNTs represent a unique system for the growth of
inner carbon nanotubes. The electronic properties of filled SWCNTs are also modified [5,6].
In this work, I filled the SWCNTs with cobaltocene, and I investigated the growth of inner
carbon nanotubes. Raman spectroscopy allowed me to trace the process of growth with
high precision. The growth of inner SWCNTs with chiralities of (13,1), (12, 3), and (11, 1)
was detected. The chirality-specific growth curves of SWCNTs were obtained at different
temperatures to compare kinetics.
Citation: Kharlamova, M.V. Growth
of Inner Carbon Nanotubes inside
Cobaltocene-Filled Single-Walled
Carbon Nanotubes. Environ. Sci. Proc.
2023, 27, 15. https://doi.org/
10.3390/ecas2023-16351
Academic Editor: Anthony Lupo
Published: 27 November 2023
Copyright: © 2023 by the author.
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 (https://
creativecommons.org/licenses/by/
4.0/).
2. Experiments
I performed the filling of SWCNTs with cobaltocene in gas phase. The filling was
performed in glass ampoule at low temperature (~59 ◦ C). The filled SWCNTs were annealed at different temperatures to investigate kinetics. This system is very interesting for
investigation of these properties as it gives a clean environment for highly precise study of
growth of SWCNTs.
3. Results
Figure 1 shows the growth curves of inner nanotubes inside cobaltocene-filled SWCNTs at temperatures of 540 ◦ C (a), 560 ◦ C (b), 580 ◦ C (c), 600 ◦ C (d), 620 ◦ C (e) and 640 ◦ C
(f). With these lots of data, it is visible that the larger nanotubes grow slower. The growth of
inner nanotubes becomes faster with increasing annealing temperature. This is because the
kinetics of growth of inner SWCNTs depends on their chirality. Here, I present the chiralityspecific kinetics, which is important knowledge for applications. For example, this will
allow decreasing the growth temperature of SWCNTs to make the preparation processes
easier, simpler, and low cost. It should be noted that the growth kinetics of SWCNTs in this
system should be investigated with different conditions, i.e., precursor types, which lead to
new results, and important information on synthesis protocols is implemented in industry.
The kinetics experiment is time-consuming, but the established fundamental dependencies
Environ. Sci. Proc. 2023, 27, 15. https://doi.org/10.3390/ecas2023-16351
https://www.mdpi.com/journal/environsciproc
n. Sci. Proc. 2023, 27, x FOR PEER REVIEW
2 of 3
Environ. Sci. Proc. 2023, 27, 15
2 of 3
types, which lead to new results, and important information on synthesis protocols is implemented in industry. The kinetics experiment is time-consuming, but the established
and trends lead
to trends
quick modernization
of preparationof
processes.
I expect
fundamental dependencies
and
lead to quick modernization
preparation
pro- that this data
will
bethis
involved
in factory
process
developments
cesses. I expect
that
data will
be involved
in factory
processsoon.
developments soon.
Figure 1. The growth
inner curves
nanotubes
inside
cobaltocene-filled
SWCNTs at temperatures
Figurecurves
1. The of
growth
of inner
nanotubes
inside cobaltocene-filled
SWCNTs at temperatures
of 540 °C (a), 560
°C
(b),
580
°C
(c),
600
°C
(d),
620
°C
(e)
and
640
°C
(f)
[2].
by the
◦
◦
◦
◦
◦
of 540 C (a), 560 C (b), 580 C (c), 600 C (d), 620 C (e) andCopyright
640 ◦ C (f)2021
[2]. Copyright
2021 by the
author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under
author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the
the terms and conditions of the Creative Commons Attribution (CC BY) license.
terms and conditions of the Creative Commons Attribution (CC BY) license.
4. Conclusions
4. Conclusions
In this work, the
growth
of properties
individualofchirality
nanotubes
studied.
In this
work,properties
the growth
individual
chiralitywere
nanotubes
were studied. It
It was shown was
that shown
the larger
grow slower.
The
growth
inner nanotubes
bethatnanotubes
the larger nanotubes
grow
slower.
Theofgrowth
of inner nanotubes
becomes
comes faster with
annealing
temperature.
The high
of this of
data
fasterincreasing
with increasing
annealing
temperature.
Theimportance
high importance
thisisdata is caused
caused by theby
necessity
of a driving
force force
for researchers
to study.
WithWith
thesethese
materials
the necessity
of a driving
for researchers
to study.
materials obtained,
obtained, research
on
carbon
nanotubes
is
going
faster.
research on carbon nanotubes is going faster.
Funding: TheseFunding:
studies were
partly
performed
during
the implementation
of the project of
BuildingThese
studies
were partly
performed
during the implementation
the project Building-up
up Centre for advanced
materials
application
of
the
Slovak
Academy
of
Sciences,
ITMS
project
Centre for advanced materials application of the Slovak Academy of Sciences,code
ITMS project code
313021T081 supported
by Research
& Innovation
Programme
funded
by the ERDF.
313021T081
supported
by ResearchOperational
& Innovation
Operational
Programme
funded by the ERDF.
Institutional Review
Board Statement:
NotStatement:
applicable. Not applicable.
Institutional
Review Board
Informed Consent Statement: Not applicable.
Environ. Sci. Proc. 2023, 27, 15
3 of 3
Data Availability Statement: The data are available on request of Marianna V. Kharlamova.
Conflicts of Interest: The funders had no role in the design of the study; in the collection, analyses,
or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.
References
1.
2.
3.
4.
5.
6.
Kharlamova, M.V.; Kramberger, C. Applications of Filled Single-Walled Carbon Nanotubes: Progress, Challenges, and Perspectives. Nanomaterials 2021, 11, 2863. [CrossRef] [PubMed]
Kharlamova, M.V.; Kramberger, C. Metal Cluster Size-Dependent Activation Energies of Growth of Single-Chirality Single-Walled
Carbon Nanotubes inside Metallocene-Filled Single-Walled Carbon Nanotubes. Nanomaterials 2021, 11, 2649. [CrossRef] [PubMed]
Kharlamova, M.V.; Kramberger, C. Spectroscopy of filled single-walled carbon nanotubes. Nanomaterials 2022, 12, 42. [CrossRef]
[PubMed]
Kharlamova, M.V. Advances in tailoring the electronic properties of single-walled carbon nanotubes. Prog. Mater. Sci. 2016, 77,
125–211. [CrossRef]
Kharlamova, M.V. Electronic properties of pristine and modified single-walled carbon nanotubes. Phys. Uspekhi 2013, 56,
1047–1073. [CrossRef]
Kharlamova, M.V.; Kramberger, C. Metallocene-filled single-walled carbon nanotube hybrids. Nanomaterials 2023, 13, 77.
[CrossRef] [PubMed]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
people or property resulting from any ideas, methods, instructions or products referred to in the content.
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http://wrap.warwick.ac.uk/114077/1/WRAP-disabililty-act-vaccine-damage-payments-act-scare-Millward-2017.pdf
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English
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A Disability Act? The Vaccine Damage Payments Act 1979 and the British Government’s Response to the Pertussis Vaccine Scare
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Social history of medicine
| 2,016
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cc-by
| 14,359
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*Centre for History in Public Health, Faculty of Public Health and Policy, London School of Hygiene and Tropical
Medicine, 15–17 Tavistock Place, London WC1H 9SH, UK. E-mail: gareth.millward@lshtm.ac.uk or gareth@
garethmillward.com
Gareth Millward is a Research Fellow at the Centre for History in Public Health at the London School of Hygiene
and Tropical Medicine, currently working on a Wellcome Trust funded project entitled Placing the Public in Public
Health: Public Health in Britain, 1948–2010. His PhD, completed in 2013, focused on British disability policy from
1965 to 1995. A Disability Act? The Vaccine Damage Payments
Act 1979 and the British Government’s Response to
the Pertussis Vaccine Scare Gareth Millward* at London School of Hygiene & Tropical Medicine on October 28, 2016
http://shm.oxfordjournals.org/
Downloaded from at London School of Hygiene
http://shm.oxfordjournals.org/
Downloaded from Summary. The Vaccine Damage Payments Act 1979 provided a lump-sum social security benefit to
children who had become severely disabled as a result of vaccination. It came in the wake of a scare
over the safety of the whooping cough (pertussis) vaccine. Yet very little has been written about it. Existing literature focuses more on the public health and medical aspects of both the Act and the
scare. This article uses material from the archives of disability organisations and official documents
to show that this Act should be seen as part of the history of post-war British disability policy. By
framing it thus, we can learn more about why the government responded in the specific way that it
did, as well as shed new light on public attitudes towards vaccination and disability. Keywords: vaccination; disability; policy; social security; public health In the mid-1970s, a group of British parents claimed that their children had become dis-
abled as a result of government-recommended vaccinations. Although their complaints
covered a range of diseases, it was the whooping cough—pertussis—vaccine that cap-
tured the public imagination. Sections of the medical community backed the parents’ po-
sition, and the vaccination rate for pertussis plummeted. The confusion was such that
when the government was advised by its own expert bodies that a major publicity cam-
paign was necessary to avoid a whooping cough epidemic, it declined to do so until it
had received the results of epidemiological studies into the safety of the vaccination pro-
gramme. In an attempt to restore confidence, the Labour government forced through
legislation that would provide payments of £10,000 to those who could show that their
children had been damaged. But this was too late to avoid a pertussis epidemic in the
winter of 1978/79. The Department of Health and Social Security (DHSS) engaged in a two-pronged de-
fence of the vaccination programme. First, its advisory bodies the Committee on the
Safety of Medicines and the Joint Committee on Vaccination and Immunisation (JCVI) re-
viewed the evidence on the safety and efficacy of the pertussis vaccine. Second, to re-
store public trust it passed the Vaccine Damage Payments Act 1979 to provide social
security payments to families of damaged children. © The Author 2016. Published by Oxford University Press on behalf of the Society for the Social History of Medicine
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 reuse, distribution, and reproduction in any
medium, provided the original work is properly cited.
doi:10.1093/shm/hkv140 Social History of Medicine Vol. 0, No. 0 pp. 1–19
Social History of Medicine Advance Access published August 4, 2016 Social History of Medicine Vol. 0, No. 0 pp. 1–19 *Centre for History in Public Health, Faculty of Public Health and Policy, London School of Hygiene and Tropical
Medicine, 15–17 Tavistock Place, London WC1H 9SH, UK. E-mail: gareth.millward@lshtm.ac.uk or gareth@
garethmillward.com
Gareth Millward is a Research Fellow at the Centre for History in Public Health at the London School of Hygiene
and Tropical Medicine, currently working on a Wellcome Trust funded project entitled Placing the Public in Public
Health: Public Health in Britain, 1948–2010. His PhD, completed in 2013, focused on British disability policy from
1965 to 1995.
© The Author 2016. Published by Oxford University Press on behalf of the Society for the Social History of Medicine
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 reuse, distribution, and reproduction in any
medium, provided the original work is properly cited.
doi:10.1093/shm/hkv140 3Porter and Porter, ‘The Politics of Prevention’; Nadja
Durbach,
Bodily
Matters:
The
Anti-Vaccination
Movement in England, 1853–1907 (Durham, NC:
Duke University Press, 2004); Nelson Marie Clark and
John Rogers, ‘The right to die? Anti-vaccination activ-
ity and the 1874 smallpox epidemic in Stockholm’,
Social History of Medicine, 1992, 5, 369–88. paigners and how war veterans were ‘rehabilitated’.
See: Julie Anderson, War, Disability and Rehabilitation
in Britain (Manchester: Manchester University Press,
2011); Michael Mantin, ‘Educational Experiences of
Deaf Children in Wales: The Cambrian Institution for
the Deaf and Dumb, 1847–1914’ (unpublished PhD
thesis, Swansea University, 2012); Jameel Hampton,
‘Discovering
Disability:
The
General
Classes
of
Disabled People and the Classic Welfare State, 1948–
1964’, Historian, 2013, 75. 2Anne Borsay, Disability and Social Policy (Basingstoke:
Palgrave Macmillan, 2005). Again, recent studies have
investigated the lives of children, disability cam- paigners and how war veterans were ‘rehabilitated’.
See: Julie Anderson, War, Disability and Rehabilitation
in Britain (Manchester: Manchester University Press,
2011); Michael Mantin, ‘Educational Experiences of
Deaf Children in Wales: The Cambrian Institution for
the Deaf and Dumb, 1847–1914’ (unpublished PhD
thesis, Swansea University, 2012); Jameel Hampton,
‘Discovering
Disability:
The
General
Classes
of
Disabled People and the Classic Welfare State, 1948–
1964’, Historian, 2013, 75. A Disability Act? The Vaccine Damage Payments
Act 1979 and the British Government’s Response to
the Pertussis Vaccine Scare The former has received attention
from historians and researchers of public health. The latter, however, has been largely Gareth Millward 2 ignored, or presented as part of the medical establishment’s response to the ‘pertussis
vaccine scare’. As this article demonstrates, such analyses overlook the crucial influence
of contemporary political factors. In particular, developments in disability policy and the
position of disabled people fuelled and, in turn, provided some of the tools for respond-
ing to the crisis. at London School of Hygien
http://shm.oxfordjournals.org/
Downloaded from at London School of Hy
http://shm.oxfordjournals.org/
Downloaded from at London School of Hygiene & Tropical Medicine on October 28, 2016
http://shm.oxfordjournals.org/
Downloaded from 1Dorothy Porter and Roy Porter, ‘The Politics of
Prevention: Anti-vaccinationism and Public Health in
Nineteenth-century England’, Medical History, 1988,
32, 231–52. Other investigations in smallpox and the
Vaccination Acts include E. P. Hennock, ‘Vaccination
Policy Against Smallpox, 1835–1914: A Comparison
of England with Prussia and Imperial Germany’, Social
History of Medicine, 1998, 11, 49–71; Ann Clark,
‘Compliance
with
Infant
Smallpox
Vaccination
Legislation
in
Nineteenth-century
Rural
England:
Hollingbourne, 1876–88’, Social History of Medicine,
2004, 17, 175–98; Michael Bennett, ‘Jenner’s Ladies:
Women and Vaccination against Smallpox in Early
Nineteenth-Century Britain’, History, 2008, 93, 497–
513. 1Dorothy Porter and Roy Porter, ‘The Politics of
Prevention: Anti-vaccinationism and Public Health in
Nineteenth-century England’, Medical History, 1988,
32, 231–52. Other investigations in smallpox and the
Vaccination Acts include E. P. Hennock, ‘Vaccination
Policy Against Smallpox, 1835–1914: A Comparison
of England with Prussia and Imperial Germany’, Social
History of Medicine, 1998, 11, 49–71; Ann Clark,
‘Compliance
with
Infant
Smallpox
Vaccination
Legislation
in
Nineteenth-century
Rural
England:
Hollingbourne, 1876–88’, Social History of Medicine,
2004, 17, 175–98; Michael Bennett, ‘Jenner’s Ladies:
Women and Vaccination against Smallpox in Early
Nineteenth-Century Britain’, History, 2008, 93, 497–
513. 5Notable exceptions concern Bacillus Calmette-Gue´rin
(BCG), Heaptitis B policy, and a growing interest in
polio. Linda Bryder, ‘“We shall not find salvation in in-
oculation”’, Social Science & Medicine, 1999, 49,
1157–67; Jennifer Stanton, ‘What Shapes Vaccine
Policy?’, Social History of Medicine, 1994, 7, 427–46;
Gareth Williams, Paralysed with Fear: The Story of
Polio (Basingstoke: Palgrave Macmillan, 2013); Ulrike
Lindner and Stuart S. Blume, ‘Vaccine Innovation and
Adoption: Polio Vaccines in the UK, the Netherlands
and West Germany, 1955–1965’, Medical History,
2006, 50, 425–46. Disability, Vaccination and Social History Disability, Vaccination and Social History
The current historiography on the whooping cough crisis of the 1970s and early 1980s
has focused on the public health ramifications. This has meant that the primary source
materials and analytical focus have been predominantly medical or concerned with the
minutiae of public health policy. Yet the events are better explained through the prevail-
ing political and social context. This is by no means a new approach to the history of
medicine. Porter and Porter, for example, have shown that opposition to compulsory
smallpox vaccination in the nineteenth century was tied into a number of cultural atti-
tudes towards poverty and pauperism, as well as scepticism over the truth claims of the
emerging fields of epidemiology and public health.1 On the disability side, Borsay has
shown how disabled people were institutionalised during the modern period; but at the
same time, many participated in public and private pursuits. This has provided a richer
view of how health status and concepts such as disability and capacity were understood
in modern British society.2 By highlighting the disability aspects of the Vaccine Damage
Payments Act 1979, we can better understand reactions to both public health and dis-
ability issues in the post-war era. The Act was explicitly framed using disability legislation,
telling us much about the legal framework derived from a definition of disability that had
evolved from earlier decades. The catalyst was a medical scandal, born in the wake of
the thalidomide crisis and played out in the political discourse of the period. This is, there-
fore, an opportunity to see public anxieties over acute and chronic health concerns in
action. Work has been done on public and organised opposition to smallpox vaccination in
the nineteenth century, and has included debates over class, religion, scientific consensus
and the rights of individuals versus the collective.3 Many of these themes continued into A Disability Act? The Vaccine Damage Payments Act 1979 3 the twentieth century, as has been shown with other emerging immunisation techniques
and how they were accepted by their target population.4 However, immunisation in post-
war Britain is much less studied from a historical perspective.5 For whooping cough in par-
ticular, we are left with mainly medical and epidemiological analyses rather than political
or social history. These locate the controversy almost exclusively within public health prac-
tice and policy. 6G.
Amirthalingam,
S.
Gupta
and
H.
Campbell,
‘Pertussis Immunisation and Control in England and
Wales, 1957 to 2012: A Historical Review’, Euro
Surveillance, 2013, 18; Maria A. Riolo, Aaron A. King
and Pejman Rohani, ‘Can Vaccine Legacy Explain the British Pertussis Resurgence?’, Vaccine, 2013, 31,
5903–8. 4See: Anne Hardy, ‘Straight Back to Barbarism: Anti-ty-
phoid Inoculation and the Great War, 1914’, Bulletin
of the History of Medicine, 2000, 74, 265–90; Jane
Lewis, ‘The Prevention of Diphtheria in Canada and
Britain 1914–1945’, Journal of Social History, 1986,
20, 163–76. 8Jeffrey P. Baker, ‘The Pertussis Vaccine Controversy in
Great Britain, 1974–1986’, Vaccine, 2003, 21, 4003–
10;
Department
of
Health
and
Social
Security,
Committee
on
Safety
of
Medicines,
and
Joint
Committee
on
Vaccination
and
Immunisation,
Whooping Cough (London: HMSO, 1981). Disability, Vaccination and Social History This ignores much of the contemporary political climate, including the
growing disability movement, sweeping reforms to social security benefits for disabled
people, the legacy of the recent thalidomide scandal and a deepening financial crisis. As a
result, the scare has been somewhat dehistoricised and placed in the context of proceed-
ing. Broadly, this has created two types of analysis. The first uses the pertussis vaccination
and incidence data from the 1970s and 1980s to show that the epidemics of 1979 and
1982 were much larger than at any point before or since the introduction of a routine
diphtheria-tetanus-pertussis (DTP) vaccine in 1957.6 The scare is therefore presented as a
cautionary tale of the risks of allowing fear of vaccine safety to grow amongst the public,
as well as evidence for the efficacy of mass vaccination programmes. The second type of
analysis draws parallels with the later MMR controversy of the late 1990s and early
2000s.7 This is problematic, because both scares were produced in very specific historical
conditions. Instead, they are thought equivalent because the central concern of these
studies is how to measure the effects of declining vaccination rates. Both these forms of
analysis gloss over the political and social context of the period, and take as granted the
hindsight that the pertussis vaccination was declared safe in the early 1980s.8 Further,
they tend to disregard the historical importance of the scare in its own right in favour of
wider practical questions about public health and vaccination. For public health practi-
tioners, the scandal represents ‘bad science’, to borrow a term, in a world that is more
prone to focus on the ‘lesson of history’ for concrete action rather than to understand the
motives of policy actors within their own specific historical context.9 at London School of Hygiene & Tropical Medicine on October 28, 2016
http://shm.oxfordjournals.org/
Downloaded from at London School of Hygiene & Tropical Medicine on October 28, 2016
http://shm.oxfordjournals.org/
Downloaded from at London School of Hygiene
http://shm.oxfordjournals.org/
Downloaded from 7Chris T. British Pertussis Resurgence?’, Vaccine, 2013, 31,
5903–8.
7 7Chris T. Bauch and Samit Bhattacharyya, ‘Evolutionary
Game Theory and Social Learning Can Determine
How Vaccine Scares Unfold’, PLoS Computational
Biology,
2012,
8,
1–12;
Rachel
Casiday,
‘Risk
Communication in the British Pertussis and MMR
Vaccine Controversies’, in Peter Bennett, Kenneth
Calman, Sarah Curtis and Denis Fischbacher-Smith,
eds, Risk Communication and Public Health (Oxford:
Oxford
University
Press,
2010),
129–46;
Rachel
Casiday, ‘Risk and Trust in Vaccine Decision Making’,
Durham Anthropology Journal, 2005, 13. (London: Harper Perennial, 2009). For histories of so-
cial welfare provision, see: Bernard Harris, The Origins
of the British Welfare State: Society, State and Social
Welfare
in
England
and
Wales,
1800–1945
(Basingstoke: Palgrave Macmillan, 2004); Howard
Glennerster, British Social Policy, 1945 to the Present,
3rd edn (Oxford: Blackwell, 2007); David Gladstone,
‘Renegotiating the Boundaries: Risk and Responsibility
in Personal Welfare since 1945’, in Helen Fawcett and
Rodney Lowe, eds, Welfare Policy in Britain: The Road
from 1945 (Basingstoke: Macmillan, 1999), 34–51. 11Mark Drakeford and Ian Butler, ‘Everyday Tragedies:
Justice, Scandal and Young People in Contemporary
Britain’, The Howard Journal of Criminal Justice,
2007, 46, 219–35. 12John W. Kingdon, Agendas, Alternatives and Public
Policies, 2nd edn (New York: Longman, 1995);
Gareth
Millward,
‘Invalud
Definitions,
Invalid
Responses: Disability and the Welfare State, 1965–
1995’ (unpublished PhD thesis, London School of
Hygiene & Tropical Medicine, 2014). 10Mark Drakeford and Ian Butler, Scandal, Social Policy
and Social Welfare (Bristol: Policy Press, 2005). (London: Harper Perennial, 2009). For histories of so-
cial welfare provision, see: Bernard Harris, The Origins
of the British Welfare State: Society, State and Social
Welfare
in
England
and
Wales,
1800–1945
(Basingstoke: Palgrave Macmillan, 2004); Howard
Glennerster, British Social Policy, 1945 to the Present,
3rd edn (Oxford: Blackwell, 2007); David Gladstone,
‘Renegotiating the Boundaries: Risk and Responsibility
in Personal Welfare since 1945’, in Helen Fawcett and
Rodney Lowe, eds, Welfare Policy in Britain: The Road
from 1945 (Basingstoke: Macmillan, 1999), 34–51. 13The DHSS had created the post of Minister for the
Disabled in 1974, while governments since the mid-
1960s had dedicated much administrative time to
the question of disability benefits and access to ser-
vices. See Gareth Millward, ‘Social Security Policy
and
the
Early
Disability
Movement—Expertise,
Disability,
and
the
Government,
1965–77’,
Twentieth Century British History, 2015, 26, 274–97.
14For a historiographical review, see: Julie Anderson
and Ana Carden-Coyne, ‘Enabling the Past: New
Perspectives in the History of Disability’, European
Review of History, 2007, 14, 447–57, and other arti-
cles in this special edition; Anne Borsay, ‘History and
Disability Studies: Evolving Perspectives’, in Nick
Watson,
Alan
Roulstone
and
Carol
Thomas,
Routledge Handbook of Disability Studies (Abingdon:
Routledge, 2012), 324–35; Catherine J. Kudlick,
‘Disability History: Why We Need Another “Other”’,
The American Historical Review, 2003, 108, 763–93.
15Rodney Lowe, The Welfare State in Britain since
1945
(Basingstoke:
Palgrave
Macmillan,
2005);
Glennerster, British Social Policy; Derek Fraser, The
Evolution of the British Welfare State (Basingstoke:
Palgrave Macmillan, 2009). Disability, Vaccination and Social History Bauch and Samit Bhattacharyya, ‘Evolutionary
Game Theory and Social Learning Can Determine
How Vaccine Scares Unfold’, PLoS Computational
Biology,
2012,
8,
1–12;
Rachel
Casiday,
‘Risk
Communication in the British Pertussis and MMR
Vaccine Controversies’, in Peter Bennett, Kenneth
Calman, Sarah Curtis and Denis Fischbacher-Smith,
eds, Risk Communication and Public Health (Oxford:
Oxford
University
Press,
2010),
129–46;
Rachel
Casiday, ‘Risk and Trust in Vaccine Decision Making’,
Durham Anthropology Journal, 2005, 13. 8Jeffrey P. Baker, ‘The Pertussis Vaccine Controversy in
Great Britain, 1974–1986’, Vaccine, 2003, 21, 4003–
10;
Department
of
Health
and
Social
Security,
Committee
on
Safety
of
Medicines,
and
Joint
Committee
on
Vaccination
and
Immunisation,
Whooping Cough (London: HMSO, 1981). 9Virginia
Berridge,
Public
Health
in
History
(Maidenhead: Open University Press, October 2011),
213–16; Virginia Berridge, ‘History Matters?’, Medical
History, 2008, 52, 311–26; Ben Goldacre, Bad Science 4
Gareth Millward 4 4
Gareth Millward 4 For these reasons, it is important for historians to look beyond the medical sphere. As
Drakeford and Butler have shown, ‘scandals’ such as this are manufactured to a certain
extent.10 The mere existence of morally offensive action is not enough; it needs to be ar-
ticulated through public discourse.11 This is true not just of a scandal, but also of the spe-
cific responses that are chosen by policy makers. Kingdon has noted that policy action
requires the confluence of a perceived problem, the political will to act, and the technical
capacity to respond.12 That is to say, it was neither inevitable that the knowledge of vac-
cine damage would turn into the scandal that it did; nor that the Vaccine Damage
Payments Act would be one of the policy results. The pertussis scare occurred at a crucial
time in disability politics in which both Labour and Conservative governments had en-
acted a range of policies aimed at improving the lives of disabled people. Disability was
being seen as a social issue as well as (if not instead of) a medical one; and it had become
a branch of policy with its own machinery for creating solutions to policy problems.13
Further, a voluntary organization in the form of the Association of Parents of Vaccine
Damaged Children was able to convince medical, state and private institutions that their
favoured solution to the problem—statutory compensation—was the morally correct
course of action. Disability, Vaccination and Social History at London School of Hygiene
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Downloaded from The Vaccine Damage Payments Act has received relatively little scrutiny of this type
partly because it is, historically speaking, a recent event. The traditional ‘thirty-year rule’
at The National Archives means that much of the material upon which this article is based
has only been publicly available for a few years. Moreover, disability histories are them-
selves relatively new.14 Histories of welfare provision have tended to focus on the wider
‘rediscovery of poverty’ and the politics of ‘consensus’ in the 1960s and 1970s which
provided a fertile environment for extending the welfare state to groups excluded from
the post-war settlement.15 Recent work has shed light on the lives of disabled people 13The DHSS had created the post of Minister for the
Disabled in 1974, while governments since the mid-
1960s had dedicated much administrative time to
the question of disability benefits and access to ser-
vices. See Gareth Millward, ‘Social Security Policy
and
the
Early
Disability
Movement—Expertise,
Disability,
and
the
Government,
1965–77’,
Twentieth Century British History, 2015, 26, 274–97. 14For a historiographical review, see: Julie Anderson
and Ana Carden-Coyne, ‘Enabling the Past: New
Perspectives in the History of Disability’, European
Review of History, 2007, 14, 447–57, and other arti-
cles in this special edition; Anne Borsay, ‘History and
Disability Studies: Evolving Perspectives’, in Nick
Watson,
Alan
Roulstone
and
Carol
Thomas,
Routledge Handbook of Disability Studies (Abingdon:
Routledge, 2012), 324–35; Catherine J. Kudlick,
‘Disability History: Why We Need Another “Other”’,
The American Historical Review, 2003, 108, 763–93. 15Rodney Lowe, The Welfare State in Britain since
1945
(Basingstoke:
Palgrave
Macmillan,
2005);
Glennerster, British Social Policy; Derek Fraser, The
Evolution of the British Welfare State (Basingstoke:
Palgrave Macmillan, 2009). A Disability Act? The Vaccine Damage Payments Act 1979 and the various institutions which governed their lives.16 This has begun to include dis-
cussions of the social construction of impairment and the differing experiences of dis-
abled people.17 This journal has also shown a growing interest in the implications for the
social history of medicine.18 But this relatively new endeavour has only just begun to in-
vestigate the period after 1970. 17Helen
Bolderson,
Social
Security,
Disability
and
Rehabilitation
(London:
Jessica
Kingsley,
1991);
Borsay, Disability and Social Policy; Julie Anderson,
War,
Disability
and
Rehabilitation;
Hampton,
‘Discovering Disability’. Reassessment’, Social History of Medicine, 2013, 26,
56–73;
Laura
L.
Phillips,
‘Gendered
Dis/ability:
Perspectives
from
the
Treatment
of
Psychiatric
Casualties in Russia’s early Twentieth-century Wars’,
Social History of Medicine, 2007, 20, 333–50; Beth
Linker, ‘Feet for Fighting: Locating Disability and
Social Medicine in First World War America’, Social
History of Medicine, 2007, 20, 91–109; and passim. 19For thalidomide see: Jack Ashley, Acts of Defiance
(London: Reinhardt, 1992); The Sunday Times, Suffer
the Children: The Story of Thalidomide (New York:
Viking
Press,
1979);
Mary
Wilkinson,
Defying
Disability (London: Jessica Kingsley, 2009), 35–56;
David
Mason,
Thalidomide
(London:
Allen
and
Unwin, 1976); Louise Medus, Laughing and Loving—
A Thalidomide Survivor’s Story (Pembroke Dock:
Accent Press, 2009). For vaccine damage see:
Rosemary Fox, Helen’s Story (London: John Blake,
2006); Wilkinson, Defying Disability, 35–56; Ashley,
Acts of Defiance. 20Jameel Hampton, ‘Disabled People and the Classic
Welfare State’ (Unpublished PhD thesis, University of
Bristol, 2011). 16See in particular: Anne Borsay and Pamela Dale (eds),
Disabled Children: Contested Caring, 1850–1979
(London: Pickering & Chatto, 2012); David M. Turner
and Kevin Stagg (eds), Social Histories of Disability
and Deformity (Abingdon: Routledge, 2006); Nick
Watson (ed.), Disability: Major Themes in Health and
Social Welfare (Abingdon: Routledge, 2008); Sonali
Shah
and
Mark
Priestley,
Disability
and
Social
Change: Private Lives and Public Bodies (Bristol: Policy
Press, 2011). 18Ben Curtis and Stephen Thompson, ‘“A Plentiful
Crop
of
Cripples
Made
by
all
this
Progress”:
Disability,
Artificial
Limbs
and
Working-class
Mutualism in the South Wales Coalfield, 1890–
1948’, Social History of Medicine, 2014, 27, 708–27;
Alistair Ritch, ‘English Poor Law Institutional Care for
Older People: Identifying the “Aged and Infirm” and
the “Sick” in Birmingham Workhouse, 1852–1912’,
Social History of Medicine, 2014, 27, 64–85; Heli
Leppa¨la¨, ‘Duty to Entitlement: Work and Citizenship
in the Finnish Post-war Disability Policy, early 1940s
to 1970’, Social History of Medicine, 2014, 27, 144–
64; Gwen A. Parsons, ‘The Construction of Shell
Shock
in
New
Zealand,
1919–1939:
A 21Claire Sewell, ‘“If one member of the family is dis-
abled the family as a whole is disabled”: Thalidomide
Children and the Emergence of the Family Carer in
Britain,
c.
1957–1978’,
Family
and
Community
History (2015), 18, 37–52. 16See in particular: Anne Borsay and Pamela Dale (eds),
Disabled Children: Contested Caring, 1850–1979
(London: Pickering & Chatto, 2012); David M. Turner
and Kevin Stagg (eds), Social Histories of Disability
and Deformity (Abingdon: Routledge, 2006); Nick
Watson (ed.), Disability: Major Themes in Health and
Social Welfare (Abingdon: Routledge, 2008); Sonali
Shah
and
Mark
Priestley,
Disability
and
Social
Change: Private Lives and Public Bodies (Bristol: Policy
Press, 2011). Disability, Vaccination and Social History As such, there is very little on the two big disability com-
pensation crises of the decade—thalidomide and vaccine damage. Memoirs and
biographical material of the major players have been produced in which the campaigners
narrate their side of the story, yet there is almost nothing on how these affected the posi-
tion of ‘disability’ as a social and legal concept.19 Jameel Hampton has discussed the
quandary confronted by the Disablement Income Group (DIG) when faced with the
claims by the thalidomide parents, but by ending his study of British disability policy in
1975 he does not tackle vaccine damage.20 Similarly, Claire Sewell’s work on the parents
of disabled children is analysed in the wake of the thalidomide crisis, but does this to
draw wider conclusions about parenting, childhood and the concept of ‘the carer’.21
Other than Jeffrey Baker’s overview of the pertussis vaccine controversy and its effects on
American anti-vaccination campaigns, there is no investigation into the primary material
surrounding the Vaccine Damage Payments Act and its significance in British disability
policy.22 at London School of Hygiene
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Downloaded from This article argues that by placing the Act in this wider political and social discussion,
historians can learn more about why the government responded as it did to the whoop-
ing cough scare. Campaigners successfully used the tactics of other voluntary organiza-
tions to press their case to the public. They were able to draw on both the successes of 18Ben Curtis and Stephen Thompson, ‘“A Plentiful
Crop
of
Cripples
Made
by
all
this
Progress”:
Disability,
Artificial
Limbs
and
Working-class
Mutualism in the South Wales Coalfield, 1890–
1948’, Social History of Medicine, 2014, 27, 708–27;
Alistair Ritch, ‘English Poor Law Institutional Care for
Older People: Identifying the “Aged and Infirm” and
the “Sick” in Birmingham Workhouse, 1852–1912’,
Social History of Medicine, 2014, 27, 64–85; Heli
Leppa¨la¨, ‘Duty to Entitlement: Work and Citizenship
in the Finnish Post-war Disability Policy, early 1940s
to 1970’, Social History of Medicine, 2014, 27, 144–
64; Gwen A. Parsons, ‘The Construction of Shell
Shock
in
New
Zealand,
1919–1939:
A 21Claire Sewell, ‘“If one member of the family is dis-
abled the family as a whole is disabled”: Thalidomide
Children and the Emergence of the Family Carer in
Britain,
c. 1957–1978’,
Family
and
Community
History (2015), 18, 37–52. y
22Baker, ‘The Pertussis Vaccine Controversy’. 23See The National Archives, Kew (hereafter TNA) MH
154/1053, ‘“Society should compensate for brain
damage”’, Birmingham Post, 26 June 1973 [page
numbers omitted]. 24Mary McCormack, ‘The Hazards of Health’, The
Guardian, 3 August 1973, 11. See also Fox, Helen’s
Story.
25 23See The National Archives, Kew (hereafter TNA) MH
154/1053, ‘“Society should compensate for brain
damage”’, Birmingham Post, 26 June 1973 [page
numbers omitted].
24Mary McCormack, ‘The Hazards of Health’, The
Guardian, 3 August 1973, 11. See also Fox, Helen’s
Story.
25Hampton, ‘Disabled People and the Classic Welfare
State’; Campbell and Oliver, Disability Politics.
26Since 1994, the Spastics Society has been called
Scope. See: ibid.; Pat Thane, ‘Voluntary Action in
Britain since Beveridge’, in Melanie Oppenheimer
and Nicholas Deakin, eds, Beveridge and Voluntary Disability, Vaccination and Social History 22Baker, ‘The Pertussis Vaccine Controversy’. Gareth Millward 6 the poverty lobby over the 1960s and recent health scandals which remained fresh in the
memory. Importantly, the specific framework of the Act drew heavily on existing disabil-
ity policies and definitions. It is only by moving beyond the existing medical narratives
that we can access this history. To go further, even though the Act has not been part of
the traditional narrative of disability policy, we can understand much about government
attitudes towards disability through the provisions contained within the Act. at London School of Hygien
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Downloaded from Action in Britain and the Wider British World
(Manchester: Manchester University Press, 2011),
121–34.
27Disablement Income Group, Creating a National
Disability Income (London: DIG, 1972); Hampton,
‘Disabled People and the Classic Welfare State’;
Millward,
‘Social
Security
Policy
and
the
Early
Disability Movement’.
28Disability Alliance, Poverty and Disability (London:
Disability Alliance, 1975); Howard Glennerster, ‘Peter
Townsend’, Oxford Dictionary of National Biography
(Oxford: Oxford University Press, 2013). Action in Britain and the Wider British World
(Manchester: Manchester University Press, 2011),
121–34. 27Disablement Income Group, Creating a National
Disability Income (London: DIG, 1972); Hampton,
‘Disabled People and the Classic Welfare State’;
Millward,
‘Social
Security
Policy
and
the
Early
Disability Movement’.
28 25Hampton, ‘Disabled People and the Classic Welfare
State’; Campbell and Oliver, Disability Politics. 26Since 1994, the Spastics Society has been called
Scope. See: ibid.; Pat Thane, ‘Voluntary Action in
Britain since Beveridge’, in Melanie Oppenheimer
and Nicholas Deakin, eds, Beveridge and Voluntary 28Disability Alliance, Poverty and Disability (London:
Disability Alliance, 1975); Howard Glennerster, ‘Peter
Townsend’, Oxford Dictionary of National Biography
(Oxford: Oxford University Press, 2013). 25Hampton, ‘Disabled People and the Classic Welfare
State’; Campbell and Oliver, Disability Politics.
26Since 1994, the Spastics Society has been called
Scope. See: ibid.; Pat Thane, ‘Voluntary Action in
Britain since Beveridge’, in Melanie Oppenheimer
and Nicholas Deakin, eds, Beveridge and Voluntary The Association of Parents of Vaccine Damaged Children The Association of Parents of Vaccine Damaged Children
The Association of Parents of Vaccine Damaged Children (hereafter the Association) was
formed in 1973 by two mothers who blamed their children’s brain damage on the polio-
myelitis vaccine. A piece in the Birmingham Post in June 1973 on the subject of vaccine
damage included a call from Rosemary Fox and Renee Lennon to establish a new soci-
ety.23 By the time their story was published in a Guardian article in August, this society
was calling itself the Association.24 Fox and the Association became the public face of
the campaign to provide compensation for victims of vaccine damage. In many ways, the Association drew on the tactics and successes of earlier disability or-
ganisations. Unlike others in the ‘poverty lobby’ or ‘welfare rights’ sphere, it was largely a
single-issue group. DIG became the first pan-impairment disability organisation to lobby
central government in 1965.25 Other voluntary organisations at this time concerned
themselves with specific impairments or groups of conditions—notable examples being
the Spastics Society and MENCAP—or were charities providing care for disabled
people—such as Leonard Cheshire.26 DIG’s concern was wide-ranging, and included a
complete reformulation of the social security system with regard to disabled people. It
established a campaign for a National Disability Income, an ideal social security benefit
that would compensate disabled people for the lost earnings and additional costs associ-
ated with living with single or multiple impairments.27 In 1974, the Disability Alliance
would promote a similar campaign led by prominent sociologist and poverty campaigner
Professor Peter Townsend.28 The Association, however, focused solely on the issue of compensation for vaccine
damaged children. This demand for special treatment was politically problematic. Both
DIG and the Disability Alliance argued against the system, which had developed after the
Second World War and gave preferential treatment to certain categories of disabled peo-
ple. Claimants with National Insurance records or those injured in industrial accidents or
the armed forces were entitled to higher levels of benefit; while married women qualified A Disability Act? The Vaccine Damage Payments Act 1979 7 for no benefits at all. Moreover, the system was designed to provide temporary cover
for sickness and unemployment rather than the specific effects of chronic illness. This
approach remained most prominent throughout the 1970s,29 but it was already coming
under scrutiny from more radical opponents. The Association of Parents of Vaccine Damaged Children Social security was seen by the Union of the
Physically Impaired Against Segregation as a symptom of disability, not the root cause of
why disabled people were discriminated against. Drawing on feminist and black critiques
of sexism and racism, it directly challenged the dominant ‘medical model’—whereby
most political and cultural institutions defined disabled people by medical diagnoses, or
what was ‘wrong’ with their bodies and minds. A new social model was proposed in
which people were said to be disabled by society.30 For example—a person is not dis-
abled because they cannot climb stairs; they are disabled because buildings are designed
for an assumed level of capacity in which everyone can climb stairs. Thus, the focus of
disability policy should not be on manipulating the individual to walk (necessarily), but
should instead look to install escalators and lifts in public buildings so that everyone has
access to core services.31 While these groups did not gain significant public attention
until the 1980s, it must be noted that the Association’s focus on the specific medical
problems of their members’ children went against many of the political developments of
the decade. at London School of Hygiene
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Downloaded from Until the financial crises of the Callaghan years restricted government expenditure, the
campaigns for disability benefits were largely successful. DIG and the Disability Alliance
became frustrated at the slow rate of progress, but after the passing of the Social
Security Benefits Act 1975, most of the groups that DIG had campaigned for were now
covered by at least some sort of benefit.32 The outgoing Wilson government in 1970 at-
tempted to create a limited invalidity pension, but the National Superannuation and
National Insurance Bill was lost to the general election. Such was the political consensus
on the matter, however, that the new Heath administration quickly established Invalidity
Benefit and Attendance Allowance to help unemployed disabled people and the cost of
caring for a disabled relative respectively. When it returned to power, Labour created
benefits for housewives, the costs of transport and a non-contributory version of
Invalidity Benefit in 1975. 33Parliamentary Debates (Commons), 767, 24 July
1969, 2158; ibid., 846, 14 November 1972, 96;
ibid., 881, 21 November 1974, 1558. 29Campbell and Oliver, Disability Politics, 55; Millward,
‘Social
Security
Policy
and
the
Early
Disability
Movement’.
30This was first properly articulated in Oliver, Politics of
Disablement. However, its roots are deeper. See Paul
Hunt, Stigma (London: G. Chapman, 1966); The
Disability Archive, University of Leeds: Union of the
Physically Imapaired Against Segregation and The
Disability Alliance, Fundamental Principles of Disability
<http://disability-studies.leeds.ac.uk/files/library/UPIAS-
fundamental-principles.pdf>,
accessed
13
August
2015; Victor Finkelstein, Attitudes and Disabled People:
Issues
for
Discussion
(New
York:
International 32Millward,
‘Social
Security
Policy
and
the
Early
Disability Movement’. 29Campbell and Oliver, Disability Politics, 55; Millward,
‘Social
Security
Policy
and
the
Early
Disability
Movement’.
30 Exchange of Information in Rehabilitation, 1980); Tom
Shakespeare, Disability Rights and Wrongs (Abingdon:
Routledge, 2006).
31Victor Finkelstein’s story about the only non-wheel-
chair user in a world of wheelchair users is a good il-
lustrative example. See: Victor Finkelstein, ‘Phase 2:
Discovering
the
Person
in
“Disability”
and
“Rehabilitation”’, Magic Carpet, 1975, 27, 31–8.
32Millward,
‘Social
Security
Policy
and
the
Early
Disability Movement’.
33Parliamentary Debates (Commons), 767, 24 July
1969, 2158; ibid., 846, 14 November 1972, 96; 31Victor Finkelstein’s story about the only non-wheel-
chair user in a world of wheelchair users is a good il-
lustrative example. See: Victor Finkelstein, ‘Phase 2:
Discovering
the
Person
in
“Disability”
and
“Rehabilitation”’, Magic Carpet, 1975, 27, 31–8. Exchange of Information in Rehabilitation, 1980); Tom
Shakespeare, Disability Rights and Wrongs (Abingdon:
Routledge, 2006). The Association of Parents of Vaccine Damaged Children Campaigners had managed to secure statements from succes-
sive Secretaries of State for Social Services that, once the economy recovered, the system
would be reformed and improved upon.33 For the Association, this meant that it was
widely accepted that monetary payments were an important facet of social policy for Gareth Millward 8 8 disabled people; and that there was a growing set of precedents upon which a compen-
sation scheme could be built. The result of this growing movement was a wider consideration of the needs of dis-
abled people, and parliamentarians were beginning to specialise in this area of policy. This
gave the Association the opportunity to build alliances with sympathetic figures in
Westminster. In 1969, Alfred Morris introduced the Chronically Sick and Disabled Persons
Bill. When it received Royal Assent the following year, it was the first such Act of its kind
in the world, giving powers to local authorities to provide services for disabled people.34 The result of this growing movement was a wider consideration of the needs of dis-
abled people, and parliamentarians were beginning to specialise in this area of policy. This
gave the Association the opportunity to build alliances with sympathetic figures in
Westminster. In 1969, Alfred Morris introduced the Chronically Sick and Disabled Persons
Bill. When it received Royal Assent the following year, it was the first such Act of its kind
in the world, giving powers to local authorities to provide services for disabled people.34
While it never had the powers of compulsion that Morris and the Bill’s supporters had
hoped for, it meant that after the February 1974 General Election Morris became the
world’s first Minister for the Disabled.35 He had been helped by the creation of the All
Party Group on Disablement, founded by Jack Ashley (Labour, Stoke-on-Trent South) and
John Astor (Conservative, Newbury).36 Ashley was central to the Association’s activities in
Westminster. He was also disabled, deaf as a result of an infection he had contracted after
surgery on his ears. In 1974 he became Parliamentary Private Secretary to Barbara Castle
(Secretary of State for Social Services), which gave the Association an opportunity to speak
directly to the head of the DHSS.37 Even when Ashley left his post, his relationship with
Morris and new Secretary of State David Ennals ensured that the issue remained on the
agenda. 39Millward, ‘Invalid Definitions, Invalid Responses’.
40Fox, Helen’s Story, 88.
41Parliamentary
Debates
(Commons)
847,
29
November 1972, 446.
42See: Hampton, ‘Disabled People and the Classic
Welfare State’; Derek Kinrade, Alf Morris (London:
National Information Forum, 2007), 207–18; Ashley,
Acts of Defiance; The Sunday Times, Suffer the
Children; Medus, Laughing and Loving.
43Colin Pearson, Royal Commission on Civil Liability and
Compensation for Personal Injury, vol. 1 (Cmnd.
7054–I) (London: HMSO, 1978), specifically quotes
thalidomide cases as one of the reasons for its
appointment. 36He was, for instance, the Labour vice president of
DIG. See Ashley, Acts of Defiance; Beth Capper, A
Celebration of the Work of the APPDG (London:
RADAR, 2008), 12. 38See correspondence with Ashley in TNA: BN 13/360;
and also TNA: BN 124/20, Meeting on the Vaccine
Damage Payments Scheme, 16 June 1981. 37Fox, Helen’s Story, 57–61. 35Alfred Morris and Arthur Butler, No Feet to Drag: Report
on the Disabled (London: Macmillan, 1972); Derek
Kinrade, Alf Morris: People’s Parliamentarian: Scenes
from the Life of Lord Morris of Manchester (London:
National Information Forum, 2007), esp. 155–82. 34Eda Topliss and Bryan Gould, A Charter for the
Disabled (Oxford: B. Blackwell & M. Robertson, 1981).
35Alfred Morris and Arthur Butler, No Feet to Drag: Report
on the Disabled (London: Macmillan, 1972); Derek
Kinrade, Alf Morris: People’s Parliamentarian: Scenes
from the Life of Lord Morris of Manchester (London:
National Information Forum, 2007), esp. 155–82. 34Eda Topliss and Bryan Gould, A Charter for the
Disabled (Oxford: B. Blackwell & M. Robertson, 1981). 44A. Robens, Safety and Health at Work, Report of the
Committee (Cmnd. 5034) (London: HMSO, 1972).
45Sewell, ‘Thalidomide Children and the Emergence of
the Family Carer’.
46Anon., ‘Help for Victims of Immunizations’, Br Med
J., 1973, 1, 758.
47Virginia Berridge, Martin Gorsky and Alex Mold,
Public
Health
in
History
(Maidenhead:
Open
University Press, 2011), 195–210. 48Parliamentary Debates (Commons) 766, 20 June
1968, 1294–5; ibid., 795, 11 February 1970, 1356–
7; ibid., 914, 8 July 1976, 1979; ibid., 957, 7
November 1978, 110–2W; Parliamentary Debates
(Lords) 317, 7 April 1971, 376–7.
49See in particular Fox’s autobiography in which she
details the campaign from her perspective. Fox,
Helen’s Story. 49See in particular Fox’s autobiography in which she
details the campaign from her perspective. Fox,
Helen’s Story. 48Parliamentary Debates (Commons) 766, 20 June
1968, 1294–5; ibid., 795, 11 February 1970, 1356–
7; ibid., 914, 8 July 1976, 1979; ibid., 957, 7
November 1978, 110–2W; Parliamentary Debates
(Lords) 317, 7 April 1971, 376–7. The Association of Parents of Vaccine Damaged Children This is evidenced not only by the correspondence between Ashley and the DHSS
during the 1970s but the involvement of the three men in meetings with Conservative
ministers over the Vaccine Damage Payments Scheme in the early 1980s.38 at London School of Hygiene
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Downloaded from Most crucially of all, disability was seen as a social category and a matter of policy.39
Yet the rhetoric had been based around equal treatment based on need, not on cause of
impairment. The Association was trying to argue that it was a ‘special case’.40 The recent
thalidomide crisis gave campaigners an analogous medical scandal that could be ex-
ploited. The Sunday Times campaign for full compensation from the drug’s manufac-
turers had only just concluded, pursued vigorously by Jack Ashley in parliament. In its
wake, the Heath government created the Family Fund to provide payments to ‘congeni-
tally disabled children’.41 The experience had made the public and medical establishment
wary about the dangers that could be posed by drugs and treatments presumed to be
safe.42 As a result, The Royal Commission on Civil Liability and Compensation for
Personal Injury added medical negligence to its remit.43 Chaired by Lord Pearson, it was A Disability Act? The Vaccine Damage Payments Act 1979
9 9 primarily concerned with the current system of accident compensation, including indus-
trial injuries following the earlier Robens Report into Health and Safety.44 Thalidomide
had also made the parents of disabled children more visible, even if, as Sewell argues, it
had not resulted in a fundamental shift in public attitudes or their legal status.45 By simul-
taneously claiming that the Family Fund did not provide adequate coverage, and appeal-
ing to the potential for another thalidomide-like scandal, the Association could make its
specific claims for compensation. at London School of Hygien
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Downloaded from The Vaccine Damage Campaign
The Association’s breakthrough in 1973 came as a result of Fox’s campaigning and the
recent publication of an article in the British Medical Journal (BMJ) which argued: The Vaccine Damage Campaign
The Association’s breakthrough in 1973 came as a result of Fox’s campaigning and the
recent publication of an article in the British Medical Journal (BMJ) which argued: The moral justification for compensation . . . is based on the social contract. National immunization programmes not only aim to protect the individual but also
to protect society. . . . If individuals are asked to accept a risk (even a very small
one) partly for the benefit of society then it seems equitable that society should
compensate the victims of occasional unlucky mishaps.46 ‘Protect[ing] society’ had taken on a dual meaning. In the short-term, vaccination policy
had been focused on preventing infectious disease; but it had also come to mean protec-
tion from disability. While early public health interventions had focused more on infec-
tious diseases, the relative increase of chronic disease had seen a shift in priorities.47
Vaccination was still seen as an important tool against infectious diseases such as diph-
theria and tuberculosis, but immunisations against poliomyelitis and rubella were driven
by concerns over the public and private costs of disabled children surviving into adult-
hood. The campaign against rubella, particularly aimed at women of child-bearing age,
was regularly cited throughout the 1970s as part of the government’s disability policy.48
Similarly, the request for monetary ‘compensation’ was entirely consistent with demands
from welfare rights organisations and the recent success of the parents of children
affected by thalidomide. Fox’s daughter, Helen, had received the polio vaccine in the early 1960s and soon af-
terwards showed signs of brain damage. She began to have fits and, by the time of the
campaign, was eleven years old with a diagnosed mental age of three. Believing that the
vaccine had caused this behaviour, Fox and the other parents were angered by the atti-
tude of the profession, with many doctors refusing to acknowledge that vaccination
could lead to damage at all. They began to collect detailed medical information from
Association members to make their case to the medical authorities.49 This had been a
core tactic among welfare rights organisations. The Vaccine Damage Campaign
The Association’s breakthrough in 1973 came as a result of Fox’s campaigning and the
recent publication of an article in the British Medical Journal (BMJ) which argued: The Child Poverty Action Group and DIG Gareth Millward 10 had collected information from members and those it sought to help in order to be able
to provide illustrative examples of the difficulties suffered by those who could not access
help from the welfare authorities.50 The majority view of the medical establishment was that vaccines were safe and effec-
tive measures of disease prevention. A large trial of 36,000 subjects in 1957 conducted
by the Medical Research Council had shown the pertussis vaccine to be safe and effec-
tive, with no cases of brain damage.51 But the parents were not ‘fobbed off’ by every-
one.52 In particular, Professor Gordon Stewart and Dr John Wilson offered their support
to the campaign. A letter to The Guardian by Drs J. V. T. Gosling and J. H. Moseley al-
leged that the pertussis vaccine was not effective enough to be worth administering. They also made reference to some cases of brain damage that might be linked to its
use.53 This was pressed further in 1974 by Wilson and colleagues at Great Ormond Street
Hospital, who alleged a link between brain-damaged children and the whooping cough
vaccine.54 ‘People seem to worry’, Fox told The Guardian, ‘doctors in particular, that they
may get themselves involved in another highly publicised thalidomide episode’.55 at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from It would also not have been the first high-profile instance of damage to children en
masse from vaccination. The American Cutter Incident, in which thousands of children
were injected with live polio virus as the result of a faulty batch of the new Salk vaccine,
had occurred less than 20 years previously.56 This led the Association to make a tactical
decision and focus its efforts on pertussis. 55McCormack, ‘The Hazards of Health’, 11.
56This created ripples across the developed world. See:
Per
Axelsson,
‘The
Cutter
Incident
and
the
Development of a Swedish Polio Vaccine, 1952–
1957’, Dynamis, 2012, 32, 311–28; Alison Day, ‘“An
American Tragedy”. The Cutter Incident and its
Implications for the Salk Polio Vaccine in New
Zealand 1955–1960’, Health & History: Journal of the
Australian & New Zealand Society for the History of
Medicine, 2009, 11, 42–61. 57As of January 1977, Fox claimed to have 281 cases
of damage, of which 182 were blamed on pertussis.
Hugh Herbert, ‘Parents Gain Ground in Medical
Fight’, The Guardian, 6 January 1977, 6. See also:
Fox, Helen’s Story; DHSS et al., Whooping Cough. 59G. Stewart, ‘Vaccination against Whooping-cough’,
Lancet, 1977, 1, 234–7; ‘Rush for Cough Vaccine
“could do harm”, The Guardian, 19 December
1977, 2; Baker, ‘The Pertussis Vaccine Controversy’. 50Whiteley and Winyard, Pressure for the Poor: The
Poverty Lobby and Policy Making (London: Methuen,
1987); Matthew Hilton, James McKay, Nicholas
Crowson and Jean-Franc¸ois Mouhot, The Politics of
Expertise:
How
NGOs
Shaped
Modern
Britain
(Oxford: Oxford University Press, 2013), esp. 133–5;
Matthew
Hilton,
Nick
Crowson,
Jean-Franc¸ois
Mouhot and James McKay, A Historical Guide to
NGOs in Britain: Charities, Civil Society and the
Voluntary Sector since 1945 (Basingstoke: Palgrave
Macmillan, 2012), 122–5. 52This had been a core complaint in the interview with
the Guardian. Mary McCormack, ‘The Hazards of
Health’, The Guardian, 3 August 1973, 11. 51‘Vaccination against Whooping-cough’, Br Med J.,
1956, 2, 454. 54M. Kulenkampff, J. S. Schwartzman and J. Wilson,
‘Neurological Complications of Pertussis Inoculation’,
Archives of Disease in Childhood, 1974, 49, 46–9. 58William Breckon, ‘A Vaccinating Question’, The
Guardian, 29 August 1973, 9. 53J. V. T. Gosling and J. H. Moseley, ‘To Jab or Not to
Jab?’, The Guardian, 20 August 1973, 9. 50Whiteley and Winyard, Pressure for the Poor: The
Poverty Lobby and Policy Making (London: Methuen,
1987); Matthew Hilton, James McKay, Nicholas
Crowson and Jean-Franc¸ois Mouhot, The Politics of
Expertise:
How
NGOs
Shaped
Modern
Britain
(Oxford: Oxford University Press, 2013), esp. 133–5;
Matthew
Hilton,
Nick
Crowson,
Jean-Franc¸ois
Mouhot and James McKay, A Historical Guide to
NGOs in Britain: Charities, Civil Society and the
Voluntary Sector since 1945 (Basingstoke: Palgrave
Macmillan, 2012), 122–5. Medicine, 2009, 11, 42–61. 63‘The Departments’ referred to the Department of
Health and Social Security (and its predecessors in
England and Wales) and the Scottish and Northern
Ireland Offices which had devolved responsibility for
health.
Parliamentary
Commissioner
for
Administration,
Sixth
Report,
Whooping
Cough
Vaccination (London: HMSO, 1977), HC571 (1976–
77), 3. ibid., 924, 17 January 1977, 73–4W and passim. For
questions from Adley see: ibid., 918, 2 November
1976, 547–8W; ibid., 923, 20 December 1976, 240–
59; ibid., 925, 7 February 1977, 575–7W and
passim.` The Vaccine Damage Campaign
The Association’s breakthrough in 1973 came as a result of Fox’s campaigning and the
recent publication of an article in the British Medical Journal (BMJ) which argued: Not only did many of its members (around
two-thirds) blame the vaccine for their children’s injuries, there was a growing literature
that suggested that there was hard evidence for their case.57 Professor George Dick, a
member of the JCVI, had noted in 1973 that he had evidence for around 80 cases of
damage from the vaccine per year.58 By 1977, Gordon Stewart’s claims that it was safer
to catch pertussis than receive the inoculation reflected how much attention had been
brought to the subject in the media and the medical community.59 Although there was
never consensus that the vaccine was dangerous, enough doubt had been sown for
there to be a genuine debate. A Disability Act? The Vaccine Damage Payments Act 1979
1 11 Parliamentarians became interested in the crisis, and the Association’s rising profile
saw both the Heath and Wilson governments of the mid-1970s forced to refute allega-
tions of medical negligence or a cover up.60 A succession of Early Day Motions, signed by
dozens of MPs, suggest at least “soft” support for the campaign’s broad goal of provid-
ing compensation for accident victims.61 Parliamentary questions from many MPs, but
particularly Jack Ashley and Robert Adley (Conservative, Bristol North East until February
1974, then Christchurch and Lymington), pressed the government to release more infor-
mation and to conduct further enquiries and tests into vaccine safety.62 In 1977, Ashley
referred a complaint to the Parliamentary Commissioner, Sir Idwal Pugh, on behalf of the
Association. Fox and Ashley argued that the health services had at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from failed to make available to parents all the information they should have taken into
account before they agreed to have their children vaccinated against whooping
cough (pertussis). Mrs Fox added that she felt medical practitioners and health visi-
tors were generally ill-informed about the conditions which made it inadvisable to
give pertussis vaccine in the first place (contra-indications). . . . She considered that
the Departments . . . had a responsibility also to see that everyone involved had ad-
equate information and guidance on the subject.63 Pugh’s report was significant in that it brought specific cases to the attention of
Parliament and the media. 62For questions from Astley see: ibid., 867, 17 January
1974, 172–5W; ibid., 914, 1 July 1976, 277–8W; 64Peter Hillmore, ‘MP Picks 4 Vaccine Victims for
Fight’, The Guardian, 25 January 1976, 6. 61Fox, Helen’s Story, 67–70. Early Day Motion 70
(1974–75), for example, had been signed by ‘more
than 50’ MPs by 3 December 1974: ‘That this House
is concerned at the lack of statistics concerning vac-
cine-damaged children: believes that their case for
compensation is at least as just as those children suf-
fering as a result of the thalidomide tragedy; and de-
mands an immediate investigation into the problem’,
Parliamentary Debates (Commons) 882, 3 December
1974, 1514–26. ibid., 924, 17 January 1977, 73–4W and passim. For
questions from Adley see: ibid., 918, 2 November
1976, 547–8W; ibid., 923, 20 December 1976, 240–
59; ibid., 925, 7 February 1977, 575–7W and
passim.` 60See, e.g., correspondence between Fox and the
Heath government in Kew, London: The National
Archives, TNA: MH 154/1053; and with the Wilson/
Callaghan governments in TNA: PIN 35/549. The Government Response The government resisted early calls for a compensation scheme for the children, despite
showing political sympathy with the Association’s cause. Eventually, however, multiple
pressure points forced action. Not only had the campaign for compensation gathered
pace, it was becoming increasingly clear that the dramatic decline in vaccination rates
was likely to lead to an epidemic in 1978 or 1979. at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from Ennals made an announcement to the House of Commons in February 1977. The JCVI
had urged him to begin a publicity campaign, but he opted to wait until he had harder
evidence of the vaccine’s safety, on the advice of the Committee for the Safety of
Medicines.66 In his speech, he expressed sympathy for the parents, but argued that any
action on the matter would have to wait for a detailed report from the JCVI on the scien-
tific evidence, and from the Pearson Report on the legal position of any compensatory
scheme.67 Pearson had been used as a delaying tactic throughout the Association’s cam-
paign. Castle, in her first meeting with Fox in May 1974, had suggested referring vaccine
damage to the Royal Commission.68 It also allowed the government to stall (and eventu-
ally fight off) a case in the European Commission of Human Rights that was being
pursued by the Association.69 A series of coinciding factors forced the government into action in the summer of 1977. The entire vaccination programme was in crisis. Vaccination rates for whooping cough had
declined 59 per cent between 1971 and 1975.70 Pearson was due to publish towards the
end of the year, and would most likely recommend a compensation scheme. Consumer in-
formation group Which? had also made its support for compensation public.71 Further,
Ennals clearly believed that the whole episode was inflicting significant political damage on
the Labour Party. Ashley and the Association had successfully argued their case, and the
government’s lack of action was ‘undermining our reputation as a caring government, and
many of our supporters do not understand why we are resisting a claim which they see as
obviously just’. Since the DHSS had already accepted, privately, that the compensation prin-
ciple was sound, ‘political considerations favour an early announcement ... The Vaccine Damage Campaign
The Association’s breakthrough in 1973 came as a result of Fox’s campaigning and the
recent publication of an article in the British Medical Journal (BMJ) which argued: Ashley had chosen the medical stories of four children that,
he argued, showed clear signs of contra-indications that were ignored by doctors at the
time, leading directly to vaccine damage.64 ‘T’ was apparently ‘normal and healthy’ until
he received his second dose of DTP and began having fits. The doctor gave the child a
third dose regardless of the symptoms, and now he was considered ‘severely brain-dam-
aged and ineducable’. ‘M’ had an epileptic mother, but has ‘begun to deteriorate after
immunisation at fourteen months old and by eighteen months had become totally unre-
sponsive’. ‘K’ had been born prematurely, and after receiving her vaccinations had be-
come prone to ‘bouts of screaming’. The final case, ‘R’, had developed a ‘curious jerking
of his left arm’ soon after being vaccinated for the first time, but the issue was dismissed
as unimportant. After the second dose, the child began to have convulsions. The
Commissioner did not agree entirely with the Association’s assertions of cause and ef-
fect, and believed that there was enough information about the benefits and risks of Gareth Millward 12 vaccination in the broad public health sense. Still, he believed that information on ad-
verse reactions was poor, and argued that parents and doctors should be given better ad-
vice on how to spot contra-indications.65 69Fox, Helen’s Story, 88–90. See also TNA: MH 154/
1057.
70TNA:
CAB
129/195/14,
Merlyn
Rees,
Vaccine
Damage, 29 April 1977, 1.
71Hugh
Herbert,
‘Which?
Backs
Vaccine
Injury
Compensation’, The Guardian, 13 January 1977, 7.
72TNA: CAB 129/195/16, David Ennals, Payment for
Vaccine Damaged Children, 2 May 1977, 1.
73‘Medicine:
Doubts
over
Vaccine
Damage’,
The
Times, 26 February 1977, 14; Hugh Herbert, ‘“No
cause for alarm” as Whooping Cough Spreads’, The
Guardian, 26 April 1978. 65Parliamentary
Commissioner
for
Administration,
Sixth Report, 17–18, 22.
66 68‘Bringing the Law up to Scratch’, The Guardian, 7
August 1974. 69Fox, Helen’s Story, 88–90. See also TNA: MH 154/
1057. 70TNA:
CAB
129/195/14,
Merlyn
Rees,
Vaccine
Damage, 29 April 1977, 1. 66‘Vaccination Campaign Shelved’, The Guardian, 22
November 1977, 4; ‘Minister Defers Campaign to
Encourage Vaccination’, The Times, 22 November
1974, 2; ‘Vaccine Campaign Launched Soon’, The
Guardian, 8 February 1978, 5. 67Parliamentary Debates (Commons) 925, 8 February
1977, 1227–39. 65Parliamentary
Commissioner
for
Administration,
Sixth Report, 17–18, 22.
66‘Vaccination Campaign Shelved’, The Guardian, 22
November 1977, 4; ‘Minister Defers Campaign to
Encourage Vaccination’, The Times, 22 November
1974, 2; ‘Vaccine Campaign Launched Soon’, The
Guardian, 8 February 1978, 5.
67Parliamentary Debates (Commons) 925, 8 February
1977, 1227–39.
68‘Bringing the Law up to Scratch’, The Guardian, 7
August 1974. 69Fox, Helen’s Story, 88–90. See also TNA: MH 154/
1057. 71Hugh
Herbert,
‘Which?
Backs
Vaccine
Injury
Compensation’, The Guardian, 13 January 1977, 7. p
y
72TNA: CAB 129/195/16, David Ennals, Payment for
Vaccine Damaged Children, 2 May 1977, 1. A Disability Act? The Vaccine Damage Payments Act 1979 13 The Cabinet resolved to accept the general principle of compensation for victims of
vaccine damage in order to restore faith in the vaccination programme. Partially, this was
to ‘mollify’ Ashley and the Association.74 But it was also designed to play to the wider
public. The belief was that by accepting the compensation principle, it would allay the
fears of parents by showing that if something went wrong the state would protect them. It was also seen as a sign of strength and confidence. The government was explicitly stat-
ing that it was sure that there were so few cases that it was willing to compensate par-
ents even if they could not definitively prove that vaccines were the sole cause of their
child’s disability.75 On the other hand, it was possible that such action would bring atten-
tion to those rare cases, and give parents cause for concern.76 On balance, the govern-
ment chose to acquiesce to the principle of the Association’s demands, and produce a
solution that was financially affordable and would not open the government up to com-
peting claims for no-fault compensation from other interest groups.77 at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from The government engineered a public exchange of correspondence between Lord
Pearson and James Callaghan, orchestrated by Ennals and Lord Chancellor Frederick
Elwyn-Jones.78 On 6 June 1977, Callaghan wrote: My ministerial colleagues and I are greatly concerned by the small, but tragic, number
of cases in which vaccination against serious childhood diseases may have caused
damage to the children concerned. . . . It would therefore go far to relieve the anxi-
eties and concern of myself and colleagues, and to restore public confidence, if you
were able to assure me that the Commission will be dealing specifically with the
problem of vaccine damage and to give an indication of your thinking at this stage.79 To which Pearson responded: I can readily give you the assurance you seek. .. . 76TNA: CAB 129/195/14, Vaccine Damage, 1. Similar
views were expressed in a Guardian editorial: ‘Either
Way, the Children still Die’, The Guardian, 12
February 1977. 80TNA: BN 120/10, Lord Pearson to James Callaghan, 9
June 1977. This exchange was reinforced by a state-
ment
by
Ennals
in
the
House
of
Commons:
Parliamentary Debates (Commons) 933, 14 June
1977, 240–1. 77TNA: CAB 128/61/18, Cabinet minutes, 5 May 1977,
8–11. 78See TNA: BN 120/10, esp. Lord Elwyn-Jones to James
Callaghan, 20 May 1977; Cabinet Office, Meeting
between Lord Chancellor, Secretary of State for
Social Services and Chief Secretary, Treasury, held 19
May 1977.
79 75TNA: CAB 129/195/14, Vaccine Damage; CAB 129/
195/16, Payment for Vaccine Damaged Children;
Parliamentary Debates (Commons) 925, 8 February
1977, 1227–39. 79TNA: BN 120/10, James Callaghan to Lord Pearson, 6
June 1977.
80 78See TNA: BN 120/10, esp. Lord Elwyn-Jones to James
Callaghan, 20 May 1977; Cabinet Office, Meeting
between Lord Chancellor, Secretary of State for
Social Services and Chief Secretary, Treasury, held 19
May 1977.
79TNA: BN 120/10, James Callaghan to Lord Pearson, 6
June 1977.
80TNA: BN 120/10, Lord Pearson to James Callaghan, 9
June 1977. This exchange was reinforced by a state-
ment
by
Ennals
in
the
House
of
Commons:
Parliamentary Debates (Commons) 933, 14 June
1977, 240–1. The Government Response rather than
waiting for many months, during which the pressure will build up and the vaccination pro-
gramme ... further damaged’.72 To give the government confidence, it was also becoming
increasingly clear that respected medical evidence supported the pertussis vaccine.73 A Disability Act? The Vaccine Damage Payments Act 1979 74TNA: CAB 128/61/18, CM(77) 18th Conclusions,
Cabinet minutes, 5 May 1977 10.30am, 10. A Disability Act? The Vaccine Damage Payments Act 1979 We see it as a particular part of a
very difficult field with which our Report will have to deal, but we have all reached the
conclusion that some kind of financial assistance should be made available for very seri-
ous injury resulting from vaccination recommended by a public health authority.80 The Association saw Pearson as a victory. While Pugh’s report had been seen as too
tame, Pearson reaffirmed many of the core arguments, especially the one made in the
BMJ in 1973—that is, that if the government was going to encourage all children to be
vaccinated on public health grounds, it should also compensate those rare cases of 74TNA: CAB 128/61/18, CM(77) 18th Conclusions,
Cabinet minutes, 5 May 1977 10.30am, 10. 77TNA: CAB 128/61/18, Cabinet minutes, 5 May 1977,
8–11. Gareth Millward 14 damage that followed.81 Although the report only briefly covered vaccination policy (six
pages out of 545), it acknowledged that almost every expert voice on the matter agreed
that there was a moral case for compensation. ‘Nobody argued in the contrary sense.’82 The Government was forced to produce legislation quickly as the 1979 General
Election was looming.83 Callaghan had already ordered that the scheme should be
planned in the background to ensure it could be brought to the House as quickly after
Pearson’s publication as possible.84 This meant that the drafting was essentially com-
plete, and cross-party support for the Bill ensured that the passage through the Houses
of Parliament became a formality.85 The resulting Act showed some very clear choices on
the part of the DHSS which cannot be explained outside of the realm of disability policy. As the full title states, this was: at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from An Act to provide for payments to be made out of public funds in cases where severe
disablement occurs as a result of vaccination against certain diseases or of contact
with a person who has been vaccinated against any of those diseases.86 ‘Severe disablement’ is, obviously, a reference to disability; the definition was based on
long-standing medico-legal practice that had only recently been reaffirmed with the
1975 expansion of disability benefits. Thus, a person qualified for payment if they ‘[suf-
fered] disablement to the extent of 80 per cent. 85TNA: BN 13/360; The Bill got its second reading on 5
February and received Royal Assent on 22 March,
days before the no-confidence vote. Parliamentary
Debates (Commons) 962, 5 February 1979; ibid.,
964, 22 March 1979, 1760. 84TNA: CAB 128/61/18, Cabinet minutes, 5 May 1977,
10–11. 86Vaccine Damage Payments Act 1979.
87Ibid., c. 1, para. 4. In Northern Ireland it references
the Social Security (Northern Ireland) Act 1975.
88Disability
Alliance,
Poverty
and
Disability;
DIG,
Creating a National Disability Income.
89Definition of ‘disablement’, used in all subsequent
Acts until the Disability Discrimination Act 1995.
Disabled Persons (Employment) Act 1944, c. 1.
90Social Security Act 1975, Schedule 8.
91Paul Abberley, ‘Counting Us Out: A Discussion of the
OPCS Disability Surveys’, Disability, Handicap &
Society, 1992, 7, 139–155; Glenn T. Fujiura and
Violet Rutkowski-Kmitta, ‘Counting Disability’, in
Albrecht et al., eds, Handbook of Disability Studies,
69–96. 83An election had to be called by October as it had
been five years since the previous one, but it would
be brought forward by a vote of no confidence in
March 1979. Parliamentary Debates (Commons)
965, 28 March 1979, 461–590. 81For allegations that the Pugh report was too tame see:
Gillian Linscott, ‘“Frail” Vaccine Report Disappoints
Parents’, The Guardian, 28 October 1972, 2. y
,
91Paul Abberley, ‘Counting Us Out: A Discussion of the
OPCS Disability Surveys’, Disability, Handicap &
Society, 1992, 7, 139–155; Glenn T. Fujiura and
Violet Rutkowski-Kmitta, ‘Counting Disability’, in
Albrecht et al., eds, Handbook of Disability Studies,
69–96. 81For allegations that the Pugh report was too tame see:
Gillian Linscott, ‘“Frail” Vaccine Report Disappoints
Parents’, The Guardian, 28 October 1972, 2. 82Pearson, Royal Commission, para. 1397, 296. A Disability Act? The Vaccine Damage Payments Act 1979 or more, assessed as for the purposes of
section 57 of the Social Security Act 1975’.87 The idea of ‘percentage of disablement’
came from the Industrial Injuries and War Pensions schemes from before the Second
World War. The Disability Alliance favoured this system as a way of determining pay-
ments based on need for all disabled people, though in this respect they differed from
DIG’s wider National Disability Income Scheme.88 The concept is, however, rooted in
older medical definitions of disability. Percentage of disablement was designed to deter-
mine the effects on an adult being able to find employment ‘of a kind which apart from
that injury, disease or deformity would be suited to his age, experience and qualifica-
tions’.89 The degree of disablement was measured against ‘a person of the same age
and sex whose physical and mental condition is normal’ by a medical practitioner, who
would provide a written assessment for the social security authorities.90 Transposing this
concept onto children was not unheard of, despite the potential difficulties in applying
such measures of disablement.91 By choosing 80 per cent—a generally accepted level of A Disability Act? The Vaccine Damage Payments Act 1979 15 ‘severe disablement’ that would also be used when Severe Disablement Allowance was
introduced in 1984—the government also made a decision that only the ‘most in need’
would receive benefit.92 This was a traditional tactic in restricting access to new benefits,
with the DHSS and the Treasury often wary of opening the door to an avalanche of
claims, and a seemingly exponential rise in public expenditure over time.93 It remains clear that the Vaccine Damage Payments Act 1979 could not have operated
without the legal framework of disability that had been established over decades of legis-
lation. Indeed, the restrictions on access were defended by reference to the supposed im-
provements in disability policy over the past decade. The Act was originally intended as
an interim measure—the Labour government specifically brought it to Parliament with
the caveat that once final recommendations on vaccines safety from JCVI were available
(and Person had been fully digested) that there would be follow-up legislation to create a
more comprehensive Act.94 This was in part a defence of the relatively low sum of money
available: £10,000 was not considered enough by campaigners to truly cover the costs of
caring for a severely disabled child over its lifetime. 94JCVI published its recommendations in 1981, along
with data on the effectiveness of the vaccine. See
DHSS et al., Whooping Cough; Anon., ‘Efficacy of
Pertussis Vaccination in England’, Br Med J., 1982, 96TNA: BN 124/20, Norman Fowler to Fox, 4 March
1983; Margaret Thatcher to Fox, (?)20 April 1982;
TNA: PIN 35/549, Gerard Vaughan to Fox, 22
September 1980; Parliamentary Debates (Commons)
977, 22 January, 163W. p
95Parliamentary Debates (Commons) 962, 5 February
1979, 32–86. A Disability Act? The Vaccine Damage Payments Act 1979 Yet this was also countered by refer-
ence to recent improvements in the general state of disability benefits.95 After the gen-
eral election, Margaret Thatcher’s Conservative government used the defence that it
planned to improve life for all disabled people and was not willing to give more special
treatment to a group that already benefited hugely over other equally disabled people.96
Once again, the Act and its implementation were rooted in disability policy, legally and
politically. at London School of Hygiene & Tropical Medicine on October 28, 2016
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rnals.org/ 97TNA: CAB 129/195/14, Vaccine Damage, Annex. 93Millward, ‘Invalid Definitions, Invalid Responses’. See
also Stone’s work on how disability schemes tend to
grow as pressure builds from within: Deborah A.
Stone, The Disabled State (Philadelphia: Temple
University
Press,
1984);
Deborah
A.
Stone,
‘Physicians as Gatekeepers’, Public Policy, 1979, 27,
227–54. 92For the Severe Disablement Allowance levels of disable-
ment see: Health and Social Security Act 1984, c. 11. 285, 357–39; R. Alderslade, Department of Health
and Social Security, and Middlesex Hospital Medical
School, National Childhood Encephalopathy Study
(London: Middlesex Hospital Medical School, 1981). 285, 357–39; R. Alderslade, Department of Health
and Social Security, and Middlesex Hospital Medical
School, National Childhood Encephalopathy Study
(London: Middlesex Hospital Medical School, 1981). 977, 22 January, 163W. 92For the Severe Disablement Allowance levels of disable-
ment see: Health and Social Security Act 1984, c. 11.
93Millward, ‘Invalid Definitions, Invalid Responses’. See
also Stone’s work on how disability schemes tend to
grow as pressure builds from within: Deborah A.
Stone, The Disabled State (Philadelphia: Temple
University
Press,
1984);
Deborah
A.
Stone,
‘Physicians as Gatekeepers’, Public Policy, 1979, 27,
227–54.
94JCVI published its recommendations in 1981, along
with data on the effectiveness of the vaccine. See
DHSS et al., Whooping Cough; Anon., ‘Efficacy of
Pertussis Vaccination in England’, Br Med J., 1982, 92For the Severe Disablement Allowance levels of disable-
ment see: Health and Social Security Act 1984, c. 11. The Significance of the Act By looking at the historical and political context of the Vaccine Damage Payments Act,
we can see more clearly why this specific piece of legislation was passed. Winning the
medical argument through the Medical Research Council and JCVI evidence was not
enough. A political statement needed to be made that accorded with public opinion and
concern over the vaccination programme in general. The provisions contained within the
Act were relatively cheap, a welcome relief in the economic circumstances. Initial esti-
mates predicted only around 300 to 500 initial claims, followed by 14 to 70 claims per
year thereafter. On the basis of £25,000 lump-sum payments, this would have cost
around £10 million, and then £350,000 to £1,750,000 per annum.97 In the end, only
£10,000 was awarded to each of 349 children in 1979 and 255 in 1980, before the claim Gareth Millward 16 rate fell significantly.98 It was also seen, to quote Ennals, as ‘one essentially of political
judgement’. Vaccination was not compulsory in Britain, and it would be possible to argue
that these cases affected the tiniest of minorities.99 Still, if the Association’s campaign
had continued, Ennals believed that ‘the vaccination programme can be got going
again’. It was ‘vital’ that it were, ‘because of the possibility of an outbreak of poliomyelitis
this summer—an event for which many people would lay responsibility at the
Government’s door’.100 The Act, and pronouncements leading to it, were part of a spe-
cific political response to a particular public threat. rate fell significantly.98 It was also seen, to quote Ennals, as ‘one essentially of political
judgement’. Vaccination was not compulsory in Britain, and it would be possible to argue
that these cases affected the tiniest of minorities.99 Still, if the Association’s campaign
had continued, Ennals believed that ‘the vaccination programme can be got going
again’. It was ‘vital’ that it were, ‘because of the possibility of an outbreak of poliomyelitis
this summer—an event for which many people would lay responsibility at the
Government’s door’.100 The Act, and pronouncements leading to it, were part of a spe-
cific political response to a particular public threat. at London School of Hygiene
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Downloaded from The Association’s success was due to a number of factors, many of which are seen as
typical of the campaigning landscape at the time. 100TNA: CAB 129/195/16, Payment for vaccine dam-
aged children, 1.
101See: Whiteley and Winyard, Pressure for the Poor.
102CAB 128/61/18, Cabinet minutes 5 May 1977, 8.
103See Ennals’ arguments in CAB 12/195.16, Payment
for vaccine damaged children.
104Drakeford and Butler, ‘Everyday Tragedies’.
105DHSS et al., Whooping Cough; Baker, ‘The Pertussis
Vaccine Controversy’. 98While the value of the award would be scaled up at
points over the proceeding decade to combat the ef-
fects of inflation, the number of claims remained rel-
atively low. A total of 74 successful claims were
made in 1981; 42 in 1983; 29 in 1984; 26 in 1985;
15 in 1986 and 10 up to December 1987. See
Parliamentary
Debates
(Commons)
124,
18
December 1987, 931W.
99TNA: CAB 128/61/18, Cabinet minutes 5 May 1977,
8–11. 111The Disability Alliance’s files in the Peter Townsend
Collection at the University of Essex cover this pe-
riod in great detail. See especially: Peter Townsend
Collection, University of Essex, Colchester: 79.03, ‘A
note about the Pearson Commission Report’, Peter
Townsend 16 June 1978; 77.02, Disability Alliance
Steering Group minutes, 29 June 1978, 1. The Significance of the Act The use of more professionalised re-
search, exploitation of media coverage and the creation of key allies in positions of power
greatly aided the parents’ cause.101 The relationship between Rosemary Fox and Jack
Ashley MP was central to this. Ashley had experience in precisely this sort of campaign
for medical compensation following thalidomide. Cabinet spoke about the Association
and Ashley in the same breath, referring to ‘Mr Ashley’s campaign’.102 Recent develop-
ments in disability policy cannot be ignored in explaining how these issues came to be
recognised by the public as worthy of discussion. Social security payments were seen at
this time as logical responses to social injustices; and disabled people were seen as wor-
thy recipients of new benefit schemes. There were also a number of parliamentarians
able to articulate these points. In many ways, the Association was unlike DIG and the
Disability Alliance for its dogged focus on one specific benefit for a special medical case. However, it clearly benefited from many of the successes of those organisations, drawing
on their tactics and building on their political arguments. For it should be noted that The Association won the moral argument, and won it early. The only scientific debate to be won was to prove that vaccine damage existed. It man-
aged to provide hundreds of potential examples, enough to spread doubt among the
public and to win support for a compensation scheme. Pugh’s report, coupled with news-
paper coverage of the medical doubts of Dick, Stewart and Wilson made vaccine damage
a fact. It took the government three years to publicly announce that it accepted the thrust
of the Association’s argument, as a direct result of the public pressure Fox and her allies
had generated.103 This cannot be separated from the wider medical scare, but it reem-
phasises Drakeford and Butler’s claims that scandals have to be articulated and pur-
sued.104 No person or body ever provided enough evidence to overturn the initial MRC
trials; and two years later the completed review by the JCVI reaffirmed the medical estab-
lishment’s position.105 Without the wider focus on the political pressures of the period,
we cannot explain why this particular medical debate became a full-blown ‘scandal’. A Disability Act? 108For examples of the Interdepartmental Group on
Disablement and of cabinet sub-committee discus-
sions Morris led, see TNA: CAB 134/3845; CAB 134/
4036; CAB 134/4235; MH 154/848; and passim.
Evelyn Adelaide Sharp chaired the Sharp Report,
published as Mobility of Physically Disabled People
(London:
HMSO,
1974).
The
Silver
Jubilee
Committee was chaired by Peter Large and its re-
port published as ‘Can Disabled People Go Where
You Go?’: Report by the Silver Jubilee Committee
on Improving Access for Disabled People (London:
HMSO, 1979). See also: Committee on Restrictions
Against Disabled People, Report (London: HMSO,
1982). 106See Kingdon’s work on policy making and agenda
setting: Kingdon, Agendas, Alternatives and Public
Policies. 110Only 843 payments had been made in total from
the Vaccine Damage Payments scheme up to
December 1987. By contrast, over one million peo-
ple were claiming invalidity benefit at any one time
in 1987/88. See Parliamentary Debates (Commons)
124, 18 December 1987, 931W. There were an av-
erage of 1,067,000 claimants at any one time of in-
validity
benefit,
the
main
National
Insurance
unemployment benefit for disabled people, in the fi-
nancial year 1987/88. Department of Work and
Pensions, Benefit Expenditure Tables, 2013 <http://
statistics.dwp.gov.uk/asd/asd4/expenditure_tables_
Budget 2013.xls>, accessed 12 June 2013. 110Only 843 payments had been made in total from
the Vaccine Damage Payments scheme up to
December 1987. By contrast, over one million peo-
ple were claiming invalidity benefit at any one time
in 1987/88. See Parliamentary Debates (Commons)
124, 18 December 1987, 931W. There were an av-
erage of 1,067,000 claimants at any one time of in-
validity
benefit,
the
main
National
Insurance
unemployment benefit for disabled people, in the fi-
nancial year 1987/88. Department of Work and
Pensions, Benefit Expenditure Tables, 2013 <http://
statistics.dwp.gov.uk/asd/asd4/expenditure_tables_
Budget 2013.xls>, accessed 12 June 2013. 109Campbell and Oliver, Disability Politics; Michael
Oliver and Colin Barnes, The New Politics of
Disablement
(Basingstoke:
Palgrave
Macmillan,
2012). 107TNA: BN 59/75.
108 The Significance of the Act The Vaccine Damage Payments Act 1979 17 By establishing that there was a policy problem and generating the political will to rec-
tify it, a solution needed to be found.106 Developments in disability benefits over the de-
cade provided the bureaucratic tools for this. Since the late 1960s, the DHSS had been
planning for a number of disability benefits. Even after the Social Security Benefits Act
1975, it had continued to be involved in developing a scheme for disabled drivers to pur-
chase cars.107 Alfred Morris had established an Interdepartmental Group on Disablement
within government, and the Sharp Report, Silver Jubilee Committee and Committee on
Restrictions Against Disabled People were considering social rights issues with regard to
access to businesses and services.108 In short, the British government had created the
tools necessary for dealing with disability issues, both in the form of a bureaucratic appa-
ratus for investigating policy solutions and the legal precedents of previous schemes. As
we have also seen, concerns surrounding thalidomide had led to the introduction of
medical issues in the Pearson Report. Thus, even if the decline in public support for vacci-
nation is seen as a medical issue, the response cannot be explained outside the disability
and social security politics of the late 1970s. at London School of Hygiene & Tropical Medicine on October 28, 2016
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Downloaded from And yet, it must be stressed that most of the other disability organisations and cam-
paigners of the period wrote very little about vaccine damage compensation. Disability
studies activists, where they have written historical analyses of the 1970s, have focused
on the battles they themselves fought. 112Reports of declining vaccination rates and increased
risk of epidemic were published across the winter of
1977/78. See for example: ‘Whooping Cough
Vaccinations Fall’, The Guardian, 23 November
1977, 4; ‘Whooping Cough Could Sweep Britain’,
The Guardian, 10 December 1977, 24; ‘The Omens
so Far Are Bad—These Could be the First Ripples of
a Whooping Cough Wave’, The Guardian, 25
January 1978, 9. The Significance of the Act Since many of them were involved in DPOs such
as the Union of the Physically Impaired Against Segregation and the British Council of
Organisations of Disabled People, such legislation was neither part of their remit, nor was
it a core constituent of the wider struggle for disabled people’s civil rights.109 Moreover,
while the scheme is still running, very few disabled people received payments as a pro-
portion of all the disabled people in the United Kingdom.110 Even at the time, organisa-
tions such as the Disability Alliance had covered Pearson in great detail and submitted
evidence; but it had focused on industrial injuries compensation, not mentioning vaccina-
tion at all.111 Vaccine damage, then, occupies an interesting analytical hinterland, being 109Campbell and Oliver, Disability Politics; Michael
Oliver and Colin Barnes, The New Politics of
Disablement
(Basingstoke:
Palgrave
Macmillan,
2012). 109Campbell and Oliver, Disability Politics; Michael
Oliver and Colin Barnes, The New Politics of
Disablement
(Basingstoke:
Palgrave
Macmillan,
2012). Gareth Millward 18 both rooted in the disability politics and policy of the 1970s, while seemingly ignored as a
disability issue by many of its contemporaries. This again stresses the need to look beyond
solely medical readings of the pertussis vaccine scare. It also should make historians
aware of the need to acknowledge that medical definitions of disability—while rejected
by social model advocates as politically illegitimate—offer a useful lens for understanding
and framing the decisions and attitudes of institutions in the past. at London School of Hygiene
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Downloaded from 117Baker, ‘The Pertussis Vaccine Controversy’, esp.
4006. 113Dr
Tony
Smith,
‘Clearing
the
Doubts
over
Whooping Cough’, The Times, 18 August 1978, 12.
114Melanie Phillips, ‘Row over Cause of Whooping
Cough Outbreak’, The Guardian, 9 August 1978, 3. g
116‘Whooping Cough Vaccine “almost run out”’, The
Times, 16 December 1977, 2. 115Ashley, Acts of Defiance. See also Parliamentary
Debates (Commons) 962, 5 February 1979, 33;
Parliamentary Debates (Lords) 551, 12 January
1994, 125. Fox and the Association were also keen
to emphasise that they were not anti-vaccination,
but were looking for more informed choice and
compensation for those injured:‘Mary McCormack,
‘The Hazards of Health’, 11; ‘Bringing the Law up to
Scratch’, The Guardian, 7 August 1974. 113Dr
Tony
Smith,
‘Clearing
the
Doubts
over
Whooping Cough’, The Times, 18 August 1978, 12. 114Melanie Phillips, ‘Row over Cause of Whooping
Cough Outbreak’, The Guardian, 9 August 1978, 3. Conclusions The Association’s success quickly turned sour. Between 1974 and 1977, it won the moral
argument for compensation, and legislation soon followed. After 1977, however, the fo-
cus shifted back towards public health. JCVI had warned of a potential whooping cough
epidemic for 1978 or 1979, and when it hit, the Association and Jack Ashley took much
of the blame.112 Dr Tony Smith in the The Times argued that while the press should have
been more responsible in providing a balanced review of the evidence, it was the atten-
tion drawn by the Association that had caused the controversy.113 The JCVI and Office of
Population Censuses and Surveys went further, arguing that the Association was to
blame for scaring parents.114 Ashley was forced to refute at the time and many years
later that he opposed vaccination, making it very clear that he and his colleagues sup-
ported the national programme and believed declining vaccination rates were worri-
some.115 Such was the volatility of public opinion on the matter that in the summer of
1978 the government reported a shortage of whooping cough vaccine owing to the rush
from parents who had previously opted out.116 In some ways, this marked a new medical
scandal—not surrounding the failure of government protection against vaccine damage,
but of its failure to protect against infectious disease. As Baker has shown, the targets of
opprobrium were not a complacent medical establishment, but those who undermined
the vaccination programme through scaremongering.117 The Vaccine Damage Payments Act was just a part of the government’s response to
the pertussis vaccine scare. Ostensibly, it was designed to restore faith in the vaccination
programme, allowing the state to resume its protective policies against infectious disease. But the specific form of this legislation and the way in which the campaigns for compen-
sation were run owed a lot to the context of disability and social security developments
over the course of the 1970s. The government had to act in such a way that took note of
the economic conditions of the time, as well as public attitudes towards medical risk, vac-
cination and notions of the role of the state in protecting and providing for disabled A Disability Act? The Vaccine Damage Payments Act 1979 19 people. Yet there is a paradox here for historians. Conclusions Despite being seen as largely a matter
of medical and public health policy, the responses to the pertussis scare were rooted in
the context of disability and social security policy of the 1970s. It is clear that medical his-
torians need to pay closer attention to the disability issues; and by the same token,
disability historians can learn much from re-examining the Act using the skills they have
developed over the past 20 years. This will begin to provide a wider view of the pertussis
vaccine scare as a social phenomenon, and not just one of crisis within the public health
profession. at London School of Hygiene & Tropical Medicine on October 28, 2016
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loaded from Acknowledgements The author would like to thank Alex Mold, Harriet Palfreyman, Martin Moore and Emily
Andrews for their notes and feedback on earlier drafts of this article. Thanks also to the
examiners of the PhD, Pat Thane and the late Anne Borsay, from which some of this
work is based.
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English
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Overweight and obesity among women: analysis of demographic and health survey data from 32 Sub-Saharan African Countries
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BMC public health
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© 2016 Neupane et al. 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. Abstract Background: Overweight and obesity are risk factors for many chronic diseases globally. However, the extent of
the problem in low-income countries like Sub-Saharan Africa is unclear. We assessed the magnitude and disparity
of both phenomena by place of residence, level of education and wealth quintile using cross-sectional data from
32 countries. Methods: Demographic and Health Survey (DHS) data collected in 32 Sub-Saharan African countries between
January 2005 and December 2013 were used. A total of 250651 women (aged 15–49 years) were analyzed. Trained
personnel using a standardized procedure measured body weight and height. Body mass index (BMI) was
calculated by dividing body weight by height squared. Prevalence of overweight (25.0–29.9 kg/m2) and obesity
(≥30.0 kg/m2) were estimated for each country. Analysis of the relationships of overweight and obesity with place
of residence, education and wealth index were carried out using logistic regression. Results: The pooled prevalence of overweight for the region was 15.9 % (95 % CI, 15.7–16.0) with the lowest in
Madagascar 5.6 % (95 % CI, 5.1–6.1) and the highest in Swaziland 27.7 % (95 % CI, 26.4–29.0). Similarly, the
prevalence of obesity was also lowest in Madagascar 1.1 % (95 % CI, 0.9–1.4) and highest in Swaziland 23.0 (95 %
CI, 21.8–24.2). The women in urban residence and those who were classified as rich, with respect to the quintile of
the wealth index, had higher likelihood of overweight and obesity. In the pooled results, high education was
significantly associated with overweight and obesity. Conclusions: The prevalence of overweight and obesity varied highly between the countries and wealth index
(rich vs. poor) was found to be the strongest predictor in most of the countries. Interventions that will address the
socio-cultural barriers to maintaining healthy body size can contribute to curbing the overweight and obesity
epidemic in Africa. Keywords: Overweight, Obesity, Women, BMI, DHS, Sub-Saharan Africa Keywords: Overweight, Obesity, Women, BMI, DHS, Sub-Saharan Africa are attributable to overweight and obesity [4]. The
World Health Organization (WHO) defines a person to
be overweight if his or her body mass index (BMI) is
>25, and obese if BMI is ≥30 [5]. Overweight and obesity among women:
analysis of demographic and health survey
data from 32 Sub-Saharan African Countries Subas Neupane1, Prakash K.C.1 and David Teye Doku2* Subas Neupane1, Prakash K.C.1 and David Teye Doku2* * Correspondence: dokudavid@gmail.com
2Department of Population and Health, University of Cape Coast, Private Mail
Bag, University Post Office, Cape Coast, Ghana
Full list of author information is available at the end of the article Neupane et al. BMC Public Health (2016) 16:30
DOI 10.1186/s12889-016-2698-5 Neupane et al. BMC Public Health (2016) 16:30
DOI 10.1186/s12889-016-2698-5 Background Obesity has become a major public health problem both
in developed and developing countries [1]. Overweight
and obesity are the fifth leading risk for global deaths
[2]. At least 2.8 million adults die each year as a result of
being overweight or obese [3]. In addition, 44 % of the
diabetes burden, 23 % of the ischemic heart disease bur-
den and between 7 and 41 % of certain cancer burdens According to a recent research reports, the burden of
obesity is increasing in developing countries and also no
significant reduction has been seen in its burden in de-
veloped countries over the past few decades [1]. For ex-
ample, in West Africa, the prevalence of obesity rapidly
increased during the last two decades of the 20th
century and it continues to increase in the 21st cen-
tury. A recent review indicates that the prevalence * Correspondence: dokudavid@gmail.com
2Department of Population and Health, University of Cape Coast, Private Mail
Bag, University Post Office, Cape Coast, Ghana
Full list of author information is available at the end of the article Neupane et al. BMC Public Health (2016) 16:30 Page 2 of 9 Page 2 of 9 information on age and height were included. DHS
surveys
are
available
to
investigators
through
the
World Wide Web (http://www.dhsprogram.com). All
32 countries, DHS survey followed the same standard
procedures. Detail
descriptions
of
DHS
sampling
procedures,
validation
of
questionnaire,
and
data
collection methods are published elsewhere (http://
www.dhsprogram.com). Briefly, the DHS used a strati-
fied two-stage random sampling approach, consisting
of a selection of census enumeration areas based on a
probability, followed by a random selection of house-
hold from a complete listing of a household within
the selected enumeration areas. In this study, all to-
gether 366885 women from 32 countries responded
to the surveys with the response rates varying from
86.2 to 100.0 %. However, the present analysis is
based on all women who had information on weight
and height (N = 250651). Women granted written in-
formed consent before interviewing them. Ethical ap-
proval was given by ICF International (Calverton,
MD, USA) institutional review board and by individ-
ual review boards within every participating country. of obesity in the region between 2000 and 2004 was
roughly 10 % [6, 7]. Measurements of variables Over all, some few studies on obesity in Africa have
been conducted [13–15]. While these studies have made
various contributions to understanding the phenomenon
in the region, their focuses differ from the present stud-
ies. For instance, Steyn and Mchiza [13] focused on un-
derstanding whether changes in nutrition diet and
obesity have taken place over the past three decades in
Sub-Saharan Africa. Ziraba et al. [14] on the other hand,
explored the phenomenon in urban Africa. Another
challenge with these previous findings is that they used
different data sets, which have varying representativeness
and methodological procedures. Therefore, the findings
are not comparable across countries. To address these
constraints, this study used nationally representative
data from 32 Sub-Saharan African countries with similar
method of data collection to explore the prevalence of
overweight and obesity in the region. Furthermore, the
study explored disparity in the phenomenon by place of
residence, level of education and wealth quintile. In all DHS survey, trained personnel measured the
height and weight using a standardized procedure. Weight was measured using solar-powered scales with
accuracy of 0.1 kg and height was measured using stan-
dardized measuring boards with accuracy to 0.1 cm. Body mass index (BMI) was calculated by dividing body
weight (kg) by squared height (m2). Overweight and
obesity were defined as recommended by World Health
Organization [5]: overweight 25.0–29.9 kg/m2 and obes-
ity ≥30.0 kg/m2. As the prevalence of obesity was low
(<1 %) in some countries, the categories of overweight
and obesity were combined together in the logistic re-
gression analyses. Only the respondents who had infor-
mation on BMI were included in the analyses. The participants’ place of residence was designated as
rural and urban according to country specific definitions. The wealth index was calculated using easy-to-collect
data on a household’s ownership of selected assets (e.g. televisions, bicycles, cars, materials used for housing
construction and types of water access and sanitation fa-
cilities). The wealth index was then generated as a com-
posite variable by demographic and health survey (DHS)
staff using principal components analysis. Continuous
scale of relative wealth was then categorized into five
(poorest, poorer, middle, richer, and richest) according
to the quintile of the sample. Wealth index was not
available from the DHS data from Chad. Maternal edu-
cation was assessed from self-report of the completed
educational level (no education, primary, secondary, or
higher). Background Overweight and obesity is as a result of energy imbal-
ance that consumes more calories than what is equiva-
lently expended in physical activities. Westernization
and Urbanization are said to be among the main reasons
for this energy imbalance in the African region and they
are viewed from two perspectives [7]. First, urbanization
and westernization lead to decreased physical activity. Sec-
ond, urbanization and westernization result in increased
food supply, which include access to high caloric fast foods
and sugar sweetened beverages (fatty foods) [8]. Previous
studies have found socioeconomic differences in obesity
and overweight [9], and in developing countries the direc-
tion is not consistent [9]. While some studies found the
likelihood of being obese or overweight to the detriment
of those with higher socio-economic status (SES) [10, 11],
others reported higher chances of being overweight or
obese among those with lower SES [12]. Height, which is a
component of BMI is itself socioeconomically patterned
because past socioeconomic status and nutrition during
the developmental stages of life (childhood and adoles-
cence) affect height. Statistics number of outcome events to reflect their influence on
the correlation. Analyses of the relationships between
overweight and obesity and place of residence, education
and wealth index were carried out. Odds ratios (ORs) and
their 95 % confidence intervals (CIs) for overweight and
obesity (<25.0 = 0, ≥25.0 = 1) were estimated in multivari-
ate logistic regressions model including the place of
residence (urban = 0, rural =1), maternal education
(secondary or higher =0, no or primary education =1)
and wealth index (richer or richest =0, poorest to Sample weights were applied to the data to remove the
bias due to unequal selection probabilities. Descriptive
figures of the study participants are reported in percent-
ages and the prevalence of overweight and obesity with
their 95 % confidence intervals (CIs) are reported separ-
ately for each country. The pooled prevalence for the re-
gion was also estimated. Data sources and procedures Thirty-two nationally representative cross-sectional data
from the most recent Demographic and Health survey
(DHS) conducted between January 1, 2005, and Decem-
ber 31, 2013 in Sub-Saharan Africa were used. The DHS
survey data were collected at about 5-year intervals
across low and middle-income countries. DHS collect
data on health and welfare by interviewing women of re-
productive age (15–49 years), their children, and their
households. In this analysis only women who had Neupane et al. BMC Public Health (2016) 16:30 Page 3 of 9 Page 3 of 9 a Number of women of reproductive age (15–49 years) group who had information on BMI
NA data not available Statistics Scatterplots were used to
visualize the relationship between no education and over-
weight and obesity with the size of a marker relative to the Table 1 Characteristics of women in Demographic Health Surveys across countries
Country
Na
Mean age
(years)
Urban
residents (%)
Lowest house-hold
wealth quintile (%)
Highest house-hold
wealth quintile (%)
No
education (%)
Mean value of total
children ever born
Benin, 2006
16071
28.93
45.6
17.1
23.8
60.0
2.77
Burkina Faso, 2010
8503
28.72
26.7
18.2
24.4
74.0
3.27
Burundi, 2010
4616
27.74
10.5
20.0
20.0
45.4
2.74
Cameroon, 2011
7872
27.82
54.0
15.8
24.3
19.0
2.73
Chad
3801
28.26
18.5
NA
NA
77.1
4.42
Comoros
5155
27.68
33.4
16.3
22.0
31.2
2.19
Congo (Brazzaville)
2011-12
5480
28.48
66.8
17.7
20.3
5.7
2.54
Congo Republic,
2007
4763
28.52
45.0
18.7
21.9
22.1
3.08
Cote d’Ivoire, 2011-12 4694
28.20
49.6
18.0
23.6
54.4
2.70
Ethiopia, 2011
16065
27.70
23.3
18.2
25.1
51.0
2.91
Gabon, 2012
5408
28.68
88.4
14.8
21.9
4.5
2.35
Ghana, 2008
4822
28.99
48.5
15.8
23.1
21.2
2.33
Guinean, 2005
4756
28.16
35.0
17.5
22.5
66.4
2.95
Kenya, 2008
8295
28.44
25.3
16.5
26.2
8.8
2.68
Lesotho, 2009
3903
28.19
32.6
14.6
26.0
1.2
1.82
Liberia, 2007
6951
29.43
42.1
17.7
22.0
42.7
3.11
Madagascar, 2008-09
8389
28.84
16.9
17.9
24.2
19.2
2.88
Malawi, 2010
7554
27.95
19.6
16.9
24.4
15.2
3.06
Mali, 2006
5261
28.77
24.2
19.9
22.9
75.0
3.35
Mozambique, 2011
13619
28.58
34.5
19.0
23.4
31.3
2.90
Namibia, 2006-07
9446
28.31
47.7
16.9
22.9
6.7
1.92
Niger, 2006
5149
28.83
17.6
17.7
21.3
80.7
4.22
Nigeria, 2013
38263
28.81
42.1
18.2
22.8
37.7
3.07
Rwanda, 2010
6948
28.23
15.2
18.1
21.9
15.3
2.38
Sao Tome, 2008-09
2246
29.02
63.3
17.5
24.1
5.9
2.73
Senegal, 2010-11
5768
27.97
49.1
16.3
24.1
57.4
2.73
Sierra Leon, 2008
3487
29.26
34.7
18.4
21.4
67.8
3.08
Swaziland, 2006-07
4853
27.73
26.1
15.8
24.9
8.0
2.28
Tanzania, 2010
10002
28.58
28.4
16.7
23.6
18.9
2.89
Uganda, 2011
2666
27.94
20.6
17.3
25.7
12.2
3.43
Zambia, 2007
7037
28.08
42.1
17.5
25.0
10.4
3.04
Zimbabwe, 2010-11
8806
28.17
37.7
17.1
24.4
2.3
2.11
a Number of women of reproductive age (15–49 years) group who had information on BMI Neupane et al. Results Data from a total of 250651 women from 32 countries
in Sub-Saharan Africa were analysed in this study. Table 1 shows the country level characteristics of the
study participants. The mean age of the studied women
varied from 27.68 years (Comoros) to 29.43 years
(Liberia). The overall mean age of the study participants
was 28.46 years. Only 10.5 % of women were urban resi-
dents in Burundi which is the least among countries
studied whereas Congo (Brazzaville) had the highest
number of urban residents (66.8 %). On the average,
36.6 % of the women resided in urban areas. According
to wealth index, Lesotho had the fewest poorest (14.6 %)
and the highest number of poorest women were found
in Burundi (20 %). Similarly, Burundi also had the fewer
richest (20 %) people compared to Kenya (26.2 %). The
largest number of women who had no education (80.7%)
were found in Niger compared to only 1.2 % in Lesotho. Similarly, women in Lesotho also had the lowest mean
number of children (1.82) compared to 4.42 % in Chad. The pooled prevalence of overweight for the region was
15.9 % (95 % CI, 15.7–16.0) with the lowest prevalence
in Madagascar 5.6 % (95 % CI, 5.1–6.1) and the highest
in Swaziland 27.7 % (95 % CI, 26.4–29.0) Table 2. Other
countries such as Burkina Faso, Burundi, Chad and
Ethiopia had also lower prevalence (<10 %) of over-
weight. Moreover, Cameroon, Comoros, Gabon, Sao
Tome, and Zimbabwe were among those with high
prevalence (>20 %) of overweight among women. Simi-
larly, the lowest and the highest prevalence of obesity
were also found in the same countries; lowest in
Madagascar 1.1 % (95 % CI, 0.9–1.4) and the highest in
Swaziland 23.0 (95 % CI, 21.8–24.2). Many countries
such as Burkina Faso, Burundi, Chad, Congo Repub-
lic, Guinean, Malawi, Niger, Rwanda, Tanzania and
Zambia have obesity prevalence of less than 5 %. Figures 1, 2 and 3 show clear substantial heterogeneity
in prevalence estimates of overweight and obesity be-
tween countries of Sub-Saharan Africa. Table 3 presents the odds ratio and 95 % CI for over-
weight and obesity among women in urban vs. rural, high
education vs. low and vs. poor . The place of residence,
education and wealth index strongly predicted overweight
and obesity among Sub-Saharan African women. Statistics BMC Public Health (2016) 16:30 Page 4 of 9 Table 2 Prevalence of overweight and obesity with their 95 %
confidence intervals (CIs) among women by countries
Country
Prevalence of
overweight (95 % CI)
Prevalence of
obesity (95 % CI)
Benin, 2006
19.4 (18.8–20.0)
6.4 (6.0–6.8)
Burkina Faso, 2010
8.0 (7.5–8.6)
2.8 (2.4–3.1)
Burundi, 2010
8.3 (7.5–9.1)
2.3 (1.9–2.8)
Cameroon, 2011
22.0 (21.0–22.9)
10.2 (9.5–10.9)
Chad
8.9 (8.0–9.8)
2.5 (2.0–3.0)
Comoros
25.3 (24.1–26.5)
13.1 (12.2–14.1)
Congo (Brazzaville) 2011–12
14.6 (13.7–15.5)
5.7 (5.1–6.4)
Congo Republic, 2007
10.4 (9.6–11.3)
2.6 (2.1–3.0)
Cote d’Ivoire, 2011–12
17.6 (16.5–18.7)
5.9 (5.3–6.6)
Ethiopia, 2011
6.2 (5.8–6.6)
1.7 (1.5–2.0)
Gabon, 2012
23.6 (22.5–24.7)
14.9 (13.9–15.8)
Ghana, 2008
19.8 (18.6–20.9)
8.5 (7.7–9.3)
Guinean, 2005
14.5 (13.5–15.6)
4.4 (3.8–5.0)
Kenya, 2008
17.9 (17.0–18.7)
7.5 (6.9–8.0)
Lesotho, 2009
24.5 (23.1–25.8)
15.8 (14.7–16.9)
Liberia, 2007
15.4 (14.6–16.3)
5.6 (5.1–6.2)
Madagascar, 2008–09
5.6 (5.1–6.1)
1.1 (0.9-1.4)
Malawi, 2010
13.5 (12.7–14.3)
3.2 (2.8–3.6)
Mali, 2006
13.5 (12.6–14.4)
5.8 (5.2–6.5)
Mozambique, 2011
15.1 (14.5–15.7)
5.3 (4.9–5.6)
Namibia, 2006–07
16.3 (15.6–17.0)
11.6 (11.0–12.3)
Niger, 2006
15.2 (14.3–16.2)
4.9 (4.3–5.5)
Nigeria, 2013
17.8 (17.3–18.1)
7.6 (7.3–7.8)
Rwanda, 2010
15.6 (14.7–16.4)
2.4 (2.0–2.7)
Sao Tome, 2008–09
23.0 (21.3–24.7)
11.2 (10.0–12.5)
Senegal, 2010–11
13.3 (12.4–14.2)
5.1 (4.5–5.7)
Sierra Leon, 2008
21.3 (20.0–22.7)
9.9 (8.9–10.9)
Swaziland, 2006–07
27.7 (26.4–29.0)
23.0 (21.8–24.2)
Tanzania, 2010
15.5 (14.8–16.2)
6.2 (5.7–6.7)
Uganda, 2011
15.3 (14.0–16.7)
4.6 (3.8–5.4)
Zambia, 2007
15.0 (14.1–15.8)
4.6 (4.1–5.1)
Zimbabwe, 2010–11
20.7 (19.9–21.6)
9.9 (9.3–10.6)
Pooled prevalence
for the region
15.9 (15.7–16.0)
6.7 (6.6–6.8) middle =1). All the analyses were performed using
the SPSS statistical software package version 21 and
Stata version 13. Table 2 Prevalence of overweight and obesity with their 95 %
confidence intervals (CIs) among women by countries Results Abbreviation:
BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic, CIV Cote
d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI Mali, MOZ
Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA Tanzania,
UGA Uganda, ZMB Zambia, ZWE Zimbabwe NER
MLI
TCD
BFA
GIN
SLE
BEN
CIV
SEN
ETH
BDI
LBR
NGA
COM
CMR
SWZ
LSO
GAB
STP
ZWE
GHA
KEN
NAM
COG
TZA
RWA
UGA
ZMB
MWI
COD
MDG
0
20
40
60
80
No education
5
10
15
20
25
30
Overweight
Fitted values
No Education
:
Fig. 1 Scatterplot of overweight prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe Fig. 1 Scatterplot of overweight prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe Fig. 1 Scatterplot of overweight prevalence of women in each country by no education (weighted by total sample size of the country). Results Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe NER
MLI
BFA
TCD
GIN
SLE
BEN
SEN
CIV
ETH
BDI
LBR
NGA
COM
MOZ
SWE
CMR
GHA
TZA
LSO
GAB
NAM
STP
ZWE
KEN
COG
UGA
ZMB
MWI
RWA
COD
MDG
0
20
40
60
80
No education
0
5
10
15
20
25
Obesity
Fitted values
No education
Fig. 2 Scatterplot of obesity prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation:
BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic, CIV Cote
d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI Mali, MOZ
Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA Tanzania,
UGA Uganda, ZMB Zambia, ZWE Zimbabwe NER
MLI
BFA
TCD
GIN
SLE
BEN
SEN
CIV
ETH
BDI
LBR
NGA
COM
MOZ
SWE
CMR
GHA
TZA
LSO
GAB
NAM
STP
ZWE
KEN
COG
UGA
ZMB
MWI
RWA
COD
MDG
0
20
40
60
80
No education
0
5
10
15
20
25
Obesity
Fitted values
No education Fig. 2 Scatterplot of obesity prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation:
BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic, CIV Cote
d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI Mali, MOZ
Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA Tanzania,
UGA Uganda, ZMB Zambia, ZWE Zimbabwe Fig. 2 Scatterplot of obesity prevalence of women in each country by no education (weighted by total sample size of the country). Results Signifi-
cantly, the largest variation of overweight and obesity was
between urban and rural (OR 7.94, 95 % CI, 6.95–9.07),
high vs. low education (OR 3.71, 95 % CI, 3.27–4.21) and
rich vs. poor (OR 7.86, 95 % CI, 6.66–9.28) in Ethiopia. Likewise, the least variation of overweight and obesity was
by urban vs. rural (OR 1.24, 95 % CI, 1.10–1.40) in Gabon, high vs. low education (OR 0.65, 95 % CI, 0.58–0.73) and
rich vs. poor (OR 1.31, 95 % CI, 1.17–1.47) in Comoros. Urban residents compared to rural had higher odds of
overweight and obesity. Also, in many countries women
with high education had higher odds of overweight and
obesity except in Benin, Comoros, Sao Tome and Senegal. In almost all studied countries the overweight and obesity
was more common among rich women compared to poor
with an average odds of 2.45 (95 % CI 2.40–2.50). Neupane et al. BMC Public Health (2016) 16:30 Page 5 of 9 NER
MLI
TCD
BFA
GIN
SLE
BEN
CIV
SEN
ETH
BDI
LBR
NGA
COM
CMR
SWZ
LSO
GAB
STP
ZWE
GHA
KEN
NAM
COG
TZA
RWA
UGA
ZMB
MWI
COD
MDG
0
20
40
60
80
No education
5
10
15
20
25
30
Overweight
Fitted values
No Education
:
Fig. 1 Scatterplot of overweight prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe
NER
MLI
BFA
TCD
GIN
SLE
BEN
SEN
CIV
ETH
BDI
LBR
NGA
COM
MOZ
SWE
CMR
GHA
TZA
LSO
GAB
NAM
STP
ZWE
KEN
COG
UGA
ZMB
MWI
RWA
COD
MDG
0
20
40
60
80
No education
0
5
10
15
20
25
Obesity
Fitted values
No education
Fig. 2 Scatterplot of obesity prevalence of women in each country by no education (weighted by total sample size of the country). Discussion Twenty-seven of the studied countries had overweight
prevalence higher than 10 % and 7 countries had more
than 10 % prevalence of obesity. Urban residents, women
with high education and rich women as measured by
wealth index quintile had higher odds of overweight and
obesity in general. These findings put these countries at
the risk of high burden of obesity related morbidity and
mortality in the future. Twenty-seven of the studied countries had overweight
prevalence higher than 10 % and 7 countries had more
than 10 % prevalence of obesity. Urban residents, women
with high education and rich women as measured by
wealth index quintile had higher odds of overweight and
obesity in general. These findings put these countries at
the risk of high burden of obesity related morbidity and
mortality in the future. A number of previous studies have reported the emer-
gence of obesity and overweight in developing countries
[1, 10, 16, 17]. Although these earlier studies provide ag-
gregate picture of the epidemic in developing countries,
they lack in-depth analysis of the phenomenon in spe-
cific regions, alongside socio-demographic dimensions. Furthermore, with the exception of few studies [1, 10],
the previous studies used data collected from different
sources using varied methodologies and therefore it was
difficult for comparison across the diverse regions within
the developing countries. An additional constraint of a
number of the previous studies is that the BMI was esti-
mated from self-reported weight and height and therefore
it may be biased by the social desirability regarding weight
in the respective countries and communities within these
countries. To build on these previous studies and to ad-
dress the aforementioned gaps, the present study used a
large sample of the data which were collected using simi-
lar methods among women aged 15 to 49 years in 32 Afri-
can countries to explore the prevalence of overweight and
obesity in the region and to investigate the socio-
demographic disparities in the two outcomes across the
region. There exist some systematic reviews and meta-analyses
[1, 6, 9, 12] therefore we did not perform a systematic re-
view of the scientific literature. However we search the re-
cent literature published in English, employing no date
restrictions. Search terms included BMI, overweight, obes-
ity, developing countries, Sub-Saharan Africa etc. We
identified 20 relevant primary research articles based on
low- and middle-income countries. Results Abbreviation:
BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic, CIV Cote
d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO Lesotho, LBR Liberia, MDG Madagascar, MWI Malawi, MLI Mali, MOZ
Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA Tanzania,
UGA Uganda, ZMB Zambia, ZWE Zimbabwe Neupane et al. BMC Public Health (2016) 16:30 Page 6 of 9 NER
MLI
BFA
TCD
GIN
SLE
BEN
CIV
SEN
NGA
LBR
BDI
ETH
MOZ
COD
MDG
TZA
COM
CMR
GHA
SWZ
GAB
LSO
STP
ZWE
NAM
KEN
COG
ZMB
UGA
MWI
RWA
0
20
40
60
80
No education
10
20
30
40
50
Overweight and obesity
Fitted values
No education
Fig. 3 Scatterplot of overweight obesity prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO = Lesotho, LBR = Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe Fig. 3 Scatterplot of overweight obesity prevalence of women in each country by no education (weighted by total sample size of the country). Abbreviation: BEN Benin, BFA Burkina Faso, BDI Burundi, CMR Cameron, TCD Chad, COM Comoros, COG Congo (Brazzaville), COD Congo Republic,
CIV Cote d’Ivorie, ETH Ethiopia, GAB Gabon, GHA Ghana, GIN Guinean, KEN Kenya, LSO = Lesotho, LBR = Liberia, MDG Madagascar, MWI Malawi, MLI
Mali, MOZ Mozambique, NAM Namibia, NER Niger, NGA Nigeria, RWA Rwanda, STP Sao Tome, SEN Senegal, SLE Sierra Leon, SWZ Swaziland, TZA
Tanzania, UGA Uganda, ZMB Zambia, ZWE Zimbabwe Discussion Only very few of them
were based on national data. Considerable differences in overweight and obesity
across Sub-Saharan Africa were found. This ranged from
low overweight and obesity of 6.7 % in Madagascar to
50.8 % in Swaziland. Unlike in previous studies [10, 18]
where the characteristics of overweight and obesity have
been associated with the level of development in the
countries, it seems that the prevalence in the present
study does not reflect the developmental level of coun-
tries. The emerging
prevalence of overweight and Our study found high variation in overweight and
obesity problem across Sub-Saharan African countries. Neupane et al. BMC Public Health (2016) 16:30 Page 7 of 9 Page 7 of 9 Table 3 Odds ratios and their 95 % confidence intervals (CIs) for overweight and obesity among women due to place of residence,
education and wealth index across countries Table 3 Odds ratios and their 95 % confidence intervals (CIs) for overweight and obesity among women due to place of residence,
education and wealth index across countries education and wealth index across countries
Country
Percentagesa
OR (95 % CI)
Residence, urban vs. rural
Education, high vs. low
Wealth index, rich vs. Discussion poor
Benin, 2006
27.3
1.66 (1.55–1.79)
0.96 (0.88–1.05)
2.10 (1.95–2.26)
Burkina Faso, 2010
11.2
4.27 (3.70–4.92)
2.55 (2.16–3.02)
4.46 (3.80–5.22)
Burundi, 2010
8.3
5.75 (4.72–6.99)
3.11 (2.54–3.82)
4.01 (3.24–4.97)
Cameroon, 2011
32.6
2.25 (2.04–2.48)
1.66 (1.51–1.82)
2.51 (2.28–2.76)
Chad
7.9
5.16 (4.05–6.57)
3.30 (2.48–4.40)
NA
Comoros
37.7
1.44 (1.29–1.63)
0.65 (0.58–0.73)
1.31 (1.17–1.47)
Congo (Brazzaville) 2011–12
26.2
2.55 (2.24–2.92)
1.91 (1.66–2.19)
3.21 (2.78–3.69)
Congo Republic, 2007
11.4
2.56 (2.14–3.06)
1.92 (1.62–2.28)
2.74 (2.30–3.28)
Cote d’Ivoire, 2011–12
25.7
2.56 (2.14–3.06)
1.14 (0.96–1.35)
2.65 (2.31–3.04)
Ethiopia, 2011
5.9
7.94 (6.95–9.07)
3.71 (3.27–4.21)
7.86 (6.66–9.28)
Gabon, 2012
44.9
1.24 (1.10–1.40)
1.06 (0.95–1.18)
1.73 (1.53–1.96)
Ghana, 2008
30.3
3.01 (2.64–3.43)
1.75 (1.54–1.99)
4.12 (3.61–4.70)
Guinean, 2005
19.5
3.02 (2.60–3.50)
1.53 (1.29–1.83)
3.30 (2.82–3.85)
Kenya, 2008
25.2
2.49 (2.25–2.76)
2.07 (1.87–2.29)
3.13 (2.82–3.48)
Lesotho, 2009
42.6
1.65 (1.43–1.91)
1.32 (1.16–1.50)
2.07 (1.82–2.36)
Liberia, 2007
20.2
1.95 (1.73–2.19)
1.61 (1.41–1.83)
2.22 (1.98–2.50)
Madagascar, 2008–09
6.3
3.28 (2.76–3.90)
2.91 (2.44–3.46)
4.66 (3.80–5.71)
Malawi, 2010
17.7
2.14 (1.84–2.50)
1.61 (1.40–1.86)
2.19 (1.94–2.48)
Mali, 2006
17.5
3.34 (2.90–3.84)
1.44 (1.21–1.72)
3.10 (2.68–3.59)
Mozambique, 2011
16.7
3.02 (2.77–3.30)
1.84 (1.67–2.01)
4.53 (4.10–5.01)
Namibia, 2006–07
28.5
2.14 (1.95–2.34)
1.27 (1.15–1.40)
2.76 (2.52–3.03)
Niger, 2006
17.1
3.97 (3.44–4.57)
1.77 (1.46–2.15)
3.18 (2.74–3.69)
Nigeria, 2013
25.1
2.11 (2.02–2.21)
1.67 (1.59–1.75)
2.90 (2.76–3.04)
Rwanda, 2010
17.5
2.10 (1.82–2.43)
1.68 (1.45–1.95)
2.33 (2.05–2.64)
Sao Tome, 2008–09
34.8
1.29 (1.09–1.53)
0.79 (0.66–0.96)
1.43 (1.20–1.70)
Senegal, 2010–11
21.3
2.18 (1.90–2.50)
0.77 (0.65–0.93)
1.90 (1.66–2.19)
Sierra Leon, 2008
29.9
1.59 (1.38–1.84)
1.29 (1.10–1.53)
1.38 (1.19–1.59)
Swaziland, 2006–07
51.0
1.32 (1.16–1.49)
1.13 (1.01–1.27)
1.63 (1.46–1.83)
Tanzania, 2010
21.3
2.64 (2.38–2.94)
1.56 (1.41–1.74)
3.62 (3.27–4.01)
Uganda, 2011
19.2
3.20 (2.63–3.89)
2.18 (1.79–2.65)
4.68 (3.77–5.82)
Zambia, 2007
20.0
2.72 (2.41–3.07)
1.78 (1.58–2.01)
3.15 (2.78–3.57)
Zimbabwe, 2010–11
31.9
2.06 (1.88–2.26)
1.16 (1.05–1.28)
2.18 (1.98–2.39)
Pooled value for the region
22.5
2.35 (2.31–2.40)
1.81 (1.78–1.85)
2.45 (2.40–2.50)
NA data not available aPercentages of overweight and obesity cases obesity in Africa has been largely attributed to the ris-
ing level of urbanisation in the region and its attendant
global nutrition transition [19]. Urbanization in Africa
is increasing rapidly, for example, for the first time, the
Ghana Population and Housing Census shows that
more Ghanaians are living in urban areas than rural
areas [20]. African countries are projected to have 50 %
urbanisation by 2020 [21]. Authors’ contributions Authors’ contributions
SN and DTD conceptualized the study, developed the analytical strategy. SN
conducted the statistical analysis and drafted the methods and result
sections. DTD drafted the introduction and discussion sections and
contributed to the methods sections. PK contributed in cleaning the data
and statistical analysis. SN and DTD together wrote the first draft of the
report. All authors did the critical revision of the manuscript and approved
the final version. j
g
[
]
We also found socioeconomic differences in over-
weight and obesity by level of education and wealth to
the detriment of those with lower socioeconomic status
in most countries across Africa similar to those found in
other previous studies [12, 30]. Studies have argued that
cultural norms that favour fatter body size contribute
significantly to the SES differences in overweight and
obesity in developing countries, particularly in Africa
[31]. Women of higher SES may have the resources
and knowledge of the importance of physical activity
and healthy diet but they also face several socio-
cultural barriers that may prevent them from putting
those into use [10, 30]. Received: 24 July 2015 Accepted: 7 January 2016 Received: 24 July 2015 Accepted: 7 January 2016 Received: 24 July 2015 Accepted: 7 January 2016 Received: 24 July 2015 Accepted: 7 January 2016 Discussion The growing urbanization
comes
along
with
sedentary
lifestyle,
"motorised culture", availability of refined foods and physical in-
activity related recreations such as cinema houses and
video games are all implicated in the rising overweight
and obesity in Sub-Saharan Africa. These risk factors
for obesity are similar to those found in several studies
across the world as accounting for the increasing over-
weight and obesity epidemic in developing countries and
the stall in the phenomenon in developed countries
[22–25]. obesity in Africa has been largely attributed to the ris-
ing level of urbanisation in the region and its attendant
global nutrition transition [19]. Urbanization in Africa
is increasing rapidly, for example, for the first time, the
Ghana Population and Housing Census shows that
more Ghanaians are living in urban areas than rural
areas [20]. African countries are projected to have 50 %
urbanisation by 2020 [21]. The growing urbanization
comes
along
with
sedentary
lifestyle,
"motorised Neupane et al. BMC Public Health (2016) 16:30 Page 8 of 9 Page 8 of 9 Our study found differences in overweight and obesity
to the disadvantage of those in urban settings similar to
a recent study [26]. These rural-urban disparities could
be explained by the differences in lifestyle and dietary
pattern between urban and rural dwellers in Africa. In
rural areas, residents mainly eat fresh food from the
farm, and mostly green and fresh fruits and vegetables
are available from backyards. Therefore, the dietary pat-
tern of rural folks, although unintentional, tends to be
healthy compared to that of urban folks. Apart from
diet, the lifestyle of urban residents is tilted towards
westernization and the blind adoption of the so-called
western lifestyle. There are growing numbers of western
food outlets and urban residents perceive eating at such
joints as a sign of affluence. Transnational fast-food
companies in the region are aggressively exploiting this
perception [21]. study personnel with similar measurement equipment
which is another strengths of our study. There are also
some limitations in this study which are worth discuss-
ing. Firstly, we did not have data on waist circumference
which would have allowed examination of trends in ab-
dominal obesity. Additionally, no data were available on
behavioural or other factors that could have explained
the prevalence of overweight across the countries. Acknowledgements The authors are thankful to all the participants who participated in this study
and all the members who took part in the data collection process. We thank
Measure DHS for granting us the permission to use the data for the study. There was no funding source for this study. SN and DTD had full access to the
DHS data and final responsibility to submit the report. Conclusions Women of higher SES may have the resources
and knowledge of the importance of physical activity
and healthy diet but they also face several socio-
cultural barriers that may prevent them from putting
those into use [10, 30]. The nature of occupation prevailing in rural and urban
setting in Africa also contributes to the differences in
obesity and overweight between the two settings. In
most rural settings the main form of occupation is still
non-mechanized agriculture and physical activity based
vocations such as fishing, small scale mining and lum-
bering. An occupation related physical activity is a
known protective factor against obesity [27]. In the
urban area, however, there is increasing shift from high
physical activity based occupations such as construction
and working in factories to sedentary and service based
occupation. On the other hand, the growing urbanisa-
tion coupled with climate change and other socioeco-
nomic
transition
have
raised
food
prices
in
most
developing countries and it is possible that rural women
are just unable to afford enough food to feed on [28, 29]. 1.
Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C. Global,
regional, and national prevalence of overweight and obesity in children and
adults during 1980–2013: a systematic analysis for the Global Burden of
Disease Study 2013. Lancet. 2014;384:766–81. Competing interest Competing interest
The authors declare that they have no competing interests. Conclusions The prevalence of overweight and obesity varied highly
between the countries and wealth index (rich vs. poor)
was found to be the strongest predictor in most of the
countries. Owing to the well-known risk of overweight
and obesity, the emerging epidemic in Africa needs to be
addressed early enough to prevent its related morbidity
and mortality. A number of interventions can be imple-
mented. The fast growing cities should include in their
development plans the creation of safe pedestrian walk-
ways and bicycle lanes to enable pedestrians and cyclist
feel safe. This may encourage walk and cycling in cities. There should be national and regional campaigns to en-
courage consumptions of healthy foods and physical ac-
tivity. This should include the provision of healthy foods
at school and nutritional education in schools and com-
munities. Interventions that will aim at addressing the
socio-cultural barriers to maintaining healthy body size
can also contribute to fighting the overweight and obesity
epidemic in Africa. p
p
[
]
The nature of occupation prevailing in rural and urban
setting in Africa also contributes to the differences in
obesity and overweight between the two settings. In
most rural settings the main form of occupation is still
non-mechanized agriculture and physical activity based
vocations such as fishing, small scale mining and lum-
bering. An occupation related physical activity is a
known protective factor against obesity [27]. In the
urban area, however, there is increasing shift from high
physical activity based occupations such as construction
and working in factories to sedentary and service based
occupation. On the other hand, the growing urbanisa-
tion coupled with climate change and other socioeco-
nomic
transition
have
raised
food
prices
in
most
developing countries and it is possible that rural women
are just unable to afford enough food to feed on [28, 29]. We also found socioeconomic differences in over-
weight and obesity by level of education and wealth to
the detriment of those with lower socioeconomic status
in most countries across Africa similar to those found in
other previous studies [12, 30]. Studies have argued that
cultural norms that favour fatter body size contribute
significantly to the SES differences in overweight and
obesity in developing countries, particularly in Africa
[31]. Author details
1 1School of Health Sciences, FI – 33014 University of Tampere, Tampere,
Finland. 2Department of Population and Health, University of Cape Coast,
Private Mail Bag, University Post Office, Cape Coast, Ghana. Reporting national-level rates of overweight and obes-
ity using nationally representative data is a major
strength
of
our
study,
therefore
the
findings
are
generalizable to the respective countries. In DHS sur-
veys, each country followed standardised procedure to
collect the data using validated questionnaire, therefore
the data are comparable between the countries. The data
on the body weight and height was measured by trained Neupane et al. BMC Public Health (2016) 16:30 Neupane et al. BMC Public Health (2016) 16:30 Page 9 of 9 2. Stevens GA, Singh GM, Lu Y, Danaei G, Lin JK, Finucane MM, et al. National, regional, and global trends in adult overweight and obesity
prevalences. Popul Health Metr. 2012;10:22. 3. Lim SS, Vos T, Flaxman AD, Danaei G, Shibuya K, Adair-Rohani H, et al. A
comparative risk assessment of burden of disease and injury attributable to
67 risk factors and risk factor clusters in 21 regions, 1990–2010: a systematic
analysis for the Global Burden of Disease Study 2010. Lancet. 2012;380:
2224–60. 4. World Health Organization. Obesity and overweight, World Health
Organization Fact Sheet. 2013. p. 311. 31. Gupta N, Goel N, Shah P, Misra A. Childhood obesity in developing
countries: epidemiology, determinants, and prevention. Endocr Rev. 2012;33:48–70. 5. World Health Organization. WHO obesity: preventing and managing the
global epidemic; 894, Report of the WHO consultation. World Health
Organization Technical Report Series 2000. 2000. p. 1–253. 6. Abubakari AR, Lauder W, Agyemang C, Jones M, Kirk A, Bhopal RS. Prevalence and time trends in obesity among adult West African
populations: a meta-analysis. Obes Rev. 2008;9:297–11. 7. Benkeser RM, Biritwum R, Hill AG. Prevalence of overweight and obesity and
perception of healthy and desirable body size in Urban, Ghanaian Women. Ghana Med J. 2012;2:62–8. 8. Duda RB, Dark R, Seffah J, Adanu RMK, Anarfi JK, Hill AG. Prevalence of
Obesity in Women of Accra, Ghana. Afr J Health Sci. 2007;14:154–59. 9. Wang Y, Beydoun MA. The obesity epidemic in the United States – gender,
age, socioeconomic, racial/ethnic, and geographic characteristics: a
systematic review and meta-regression analysis. Epidemiol Rev. 2007;29:6–28. 10. Subramanian SV, Perkins JM, Özaltin E, Davey-Smith G. Weight of nations: a
socioeconomic analysis of women in low- to middle-income countries. Am
J Clin Nutr. 2011;93:413–21. 11. Moore S, Hall JN, Harper S, Lynch JW. Global and national socioeconomic
disparities in obesity, over- weight, and underweight status. J Obes. 2010;2010(ID 514674):11. 12. Dinsa GD, Goryakin Y, Fumagalli E, Suhrcke M. Obesity and socioeconomic
status in developing countries: a systematic review. Obes Rev. 2012;13:1067–79. 13. Steyn NP, Mchiza ZJ. Obesity and the nutrition transition in Sub-Saharan
Africa. Ann N Y Acad Sci. 2014;1311(1):88–101. 14. Ziraba AK, Fotso JC, Ochako R. Overweight and obesity in urban Africa: a
problem of the rich or the poor? BMC Public Health. 2009;9(1):465. 15. Doku DT, Neupane S. 27.
Monda KL, Adair LS, Zhai F, Popkin BM. Longitudinal relationships between
occupational and domestic physical activity patterns and body weight in
China. Eur J Clin Nutr. 2008;62:1318–25. 28.
Popkin BM, Lu B, Zhai F. Understanding the nutrition transition: measuring
rapid dietary changes in transitional countries. Public Health Nutr.
2002;5:947–53. 30.
Griffiths P, Bentley M. Women of higher socio-economic status are more
likely to be overweight in Karnataka, India. Eur J Clin Nutr. 2005;59:1217–20. 27.
Monda KL, Adair LS, Zhai F, Popkin BM. Longitudinal relationships between
occupational and domestic physical activity patterns and body weight in
China. Eur J Clin Nutr. 2008;62:1318–25.
28.
Popkin BM, Lu B, Zhai F. Understanding the nutrition transition: measuring
rapid dietary changes in transitional countries. Public Health Nutr.
2002;5:947–53.
29.
Popkin BM. The nutrition transition: an overview of world patterns of change.
Nutr Rev. 2004;62:S140–43.
30.
Griffiths P, Bentley M. Women of higher socio-economic status are more
likely to be overweight in Karnataka, India. Eur J Clin Nutr. 2005;59:1217–20.
31.
Gupta N, Goel N, Shah P, Misra A. Childhood obesity in developing
countries: epidemiology, determinants, and prevention. Endocr Rev.
2012;33:48–70. 29.
Popkin BM. The nutrition transition: an overview of world patterns of change.
Nutr Rev. 2004;62:S140–43. 31.
Gupta N, Goel N, Shah P, Misra A. Childhood obesity in developing
countries: epidemiology, determinants, and prevention. Endocr Rev.
2012;33:48–70. Neupane et al. BMC Public Health (2016) 16:30 Neupane et al. BMC Public Health (2016) 16:30 Double burden of malnutrition: increasing overweight
and obesity and stall underweight trends among Ghanaian women. BMC
Public Health. 2015;15(1):670. 16. Kelly T, Yang W, Chen CS, Reynolds K, He J. Global burden of obesity in
2005 and projections to 2030. Int J Obes (Lond). 2008;32:1431–37. 16. Kelly T, Yang W, Chen CS, Reynolds K, He J. Global burden of obesity in
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J Epidemiol. 2006;35:93–9. 17. Prentice AM. The emerging epidemic of obesity in developing countries. Int
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of obesity in developing Countries. Nutr Rev. 2012;70(1):3–21. 19. Popkin BM, Adair LS, Ng SW. The global nutrition transition: the pandemic
of obesity in developing Countries. Nutr Rev. 2012;70(1):3–21. 20. Ghana Statistical Service (GSS), Ghana Health Service (GHS), ICF Macro. Ghana Demographic and Health Survey 2008. Accra: GSS, GHS, and ICF
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M F 1. Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C. Global,
regional, and national prevalence of overweight and obesity in children and
adults during 1980–2013: a systematic analysis for the Global Burden of
Disease Study 2013. Lancet. 2014;384:766–81. Page 9 of 9 Page 9 of 9 Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: 22. Astrup A, Brand-Miller J. Diet composition and obesity. Lancet. 2012;379:1100. author reply 1100–01. 22. Astrup A, Brand-Miller J. Diet composition and obesity. Lancet. 2012;379:1100. author reply 1100–01. • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
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• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: 23. Luke A, Cooper RS. Physical activity does not influence obesity risk: time to
clarify the public health message. Int J Epidemiol. 2013;42:1831–36. 23. Luke A, Cooper RS. Physical activity does not influence obesity risk: time to
clarify the public health message. Int J Epidemiol. 2013;42:1831–36. 24. Blair SN, Archer E, Hand GA. Commentary: Luke and Cooper are wrong:
physical activity has a crucial role in weight management and determinants
of obesity. Int J Epidemiol. 2013;42:1836–38. 24. Blair SN, Archer E, Hand GA. Commentary: Luke and Cooper are wrong:
physical activity has a crucial role in weight management and determinants
of obesity. Int J Epidemiol. 2013;42:1836–38. 25. Church TS, Thomas DM, Tudor-Locke C, et al. Trends over 5 decades in U.S. occupation-related physical activity and their associations with obesity. PLoS
One. 2011;6:e19657. 25. Church TS, Thomas DM, Tudor-Locke C, et al. Trends over 5 decades in U.S. occupation-related physical activity and their associations with obesity. PLoS
One. 2011;6:e19657. 26. Neuman M, Kawachi I, Gortmaker S, Subramanian SV. Urban-rural differences
in BMI in low- and middle-income countries: the role of socioeconomic
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in BMI in low- and middle-income countries: the role of socioeconomic
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English
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Cr2Te3 Thin Films for Integration in Magnetic Topological Insulator Heterostructures
|
Scientific reports
| 2,019
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Cr2Te3 Thin Films for Integration
in Magnetic Topological Insulator
Heterostructures
D. M. Burn 1, L. B. Duffy2,3, R. Fujita1,2, S. L. Zhang2, A. I. Figueroa1,4, J. Herrero-Martin5
G. van der Laan
1 &T. Hesjedal
2 Received: 28 March 2019
Accepted: 12 July 2019
Published: xx xx xxxx Chromium telluride compounds are promising ferromagnets for proximity coupling to magnetic
topological insulators (MTIs) of the Cr-doped (Bi,Sb)2(Se,Te)3 class of materials as they share the
same elements, thus simplifying thin film growth, as well as due to their compatible crystal structure. Recently, it has been demonstrated that high quality (001)-oriented Cr2Te3 thin films with perpendicular
magnetic anisotropy can be grown on c-plane sapphire substrate. Here, we present a magnetic and
soft x-ray absorption spectroscopy study of the chemical and magnetic properties of Cr2Te3 thin films. X-ray magnetic circular dichroism (XMCD) measured at the Cr L2,3 edges gives information about the
local electronic and magnetic structure of the Cr ions. We further demonstrate the overgrowth of Cr2Te3
(001) thin films by high-quality Cr-doped Sb2Te3 films. The magnetic properties of the layers have been
characterized and our results provide a starting point for refining the physical models of the complex
magnetic ordering in Cr2Te3 thin films, and their integration into advanced MTI heterostructures for
quantum device applications. Ferromagnetic materials, which are compatible with semiconductors in terms of their crystal structure and dep-
osition conditions, have been intensely studied for applications in spintronics1. Apart from traditional semicon-
ductor spintronics, the combination of magnetic materials and topological insulators (TIs) has been a promising
route for observing new quantum effects at more easily accessible temperatures2,3. Transition metal doped mag-
netic TIs (MTIs) grown by molecular beam epitaxy (MBE), such as Cr-doped (Bi,Sb)2Te3, have been pivotal for
observing the quantum anomalous Hall effect4.h gf
The lattice-matched antiferromagnet CrSb and ferromagnetic Cr2Ge2Te6 have been shown to be ideal for the
combination with Cr-doped (Bi,Sb)2Te3 MTI layers in heterostructures and superlattices, allowing for the engi-
neering of their electronic and magnetic properties3,5. A key advantage of CrSb is the fact that no additional
elements are needed for their MBE growth. On the other hand, chromium telluride compounds are promis-
ing ferromagnets for the integration with Cr-doped (Bi,Sb)2Te3 as they also share the same elements and due
to their compatible crystal structure. Recently, the epitaxial growth of high quality (001)-oriented Cr2Te3 thin
films with perpendicular magnetic anisotropy has been demonstrated on c-plane sapphire and Si(111) substrates
using MBE6. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Cr2Te3 Thin Films for Integration
in Magnetic Topological Insulator
Heterostructures
D. M. Burn 1, L. B. Duffy2,3, R. Fujita1,2, S. L. Zhang2, A. I. Figueroa1,4, J. Herrero-Martin5
G. van der Laan
1 &T. Hesjedal
2 1: CrI atoms have no direct neighbors in the ab plane, but are accompanied by CrIII atoms in the neighboring
Cr layers above and below. CrII atoms, on the other hand, are the neighbor of CrIII in the filled Cr layers, however,
not accompanied by any Cr atoms along the c-axis in the adjacent Cr layers. While the Cr sites at the layers con-
taining CrII and CrIII are completely filled, the other layers are only partially occupied by CrI atoms with vacancies. From the crystal structure in Fig. 1, the exchange interaction between CrII and CrIII is expected to be large as they
are close together. On the other hand, the interaction of CrI with the more distant CrII and CrIII ions is expected
to be relatively weak because its nearest neighbor is Te.i Fig. 1: CrI atoms have no direct neighbors in the ab plane, but are accompanied by CrIII atoms in the neighboring
Cr layers above and below. CrII atoms, on the other hand, are the neighbor of CrIII in the filled Cr layers, however,
not accompanied by any Cr atoms along the c-axis in the adjacent Cr layers. While the Cr sites at the layers con-
taining CrII and CrIII are completely filled, the other layers are only partially occupied by CrI atoms with vacancies. From the crystal structure in Fig. 1, the exchange interaction between CrII and CrIII is expected to be large as they
are close together. On the other hand, the interaction of CrI with the more distant CrII and CrIII ions is expected
to be relatively weak because its nearest neighbor is Te.i y
g
In the form of thin films, the most relevant compounds are the half-metal CrTe (δ = 0, zincblende), Cr3Te4
(δ = 0.25, monoclinic), and Cr2Te3 (δ = 0.33, trigonal), which are all metallic ferromagnets with ordering temper-
atures ranging from 100–340K9–12. Cr2Te3 is of particular interest in the context of MBE-grown thin films with a
reported TC ≈ 183K. Neutron diffraction showed that the magnetic moments of Cr in the fully occupied layers are
ferromagnetically aligned and have an average value of 2.6 μB/atom, while the Cr atoms in the partially filled lay-
ers are assumed to have only a small moment10. The interlayer coupling along the c-axis is weak. Cr2Te3 Thin Films for Integration
in Magnetic Topological Insulator
Heterostructures
D. M. Burn 1, L. B. Duffy2,3, R. Fujita1,2, S. L. Zhang2, A. I. Figueroa1,4, J. Herrero-Martin5
G. van der Laan
1 &T. Hesjedal
2 For Cr2Te3, the
electronic band-structure calculations show that Cr 3d–Te 5p covalency and Cr d
3 z 2–Cr d
3 z 2 overlap along the
c-axis are the most important interactions. The magnetic polarization of Te is antiparallel to the Cr moment with
calculated average values of μCr = 3.30 μB/Cr and μTe = −0.18 μB/Te, respectively9. g
μCr
μB
μTe
μB
p
y
However, the relatively complicated magnetic structure of Cr2Te3 is not fully understood yet, in parts owing to
the various ways the spins of the three distinct Cr sites can couple13. In fact, from electron spin resonance meas-
urements of bulk crystals, it was claimed that the true Curie temperature is 335K, and that the generally reported
TC of 198K is only another type of magnetic transition point14.t C
y
yp
g
p
Here, we present a magnetic and soft x-ray absorption spectroscopy study of the chemical and magnetic prop-
erties of Cr2Te3 thin films. We further demonstrate the successful growth of Cr2Te3/Cr:Sb2Te3 heterostructures,
opening the door for advanced heterostructures combining proximity coupling to ferromagnetic layers. Cr2Te3 Thin Films for Integration
in Magnetic Topological Insulator
Heterostructures
D. M. Burn 1, L. B. Duffy2,3, R. Fujita1,2, S. L. Zhang2, A. I. Figueroa1,4, J. Herrero-Martin5
G. van der Laan
1 &T. Hesjedal
2 A systematic study of the structural and magnetic properties of Cr2Te3 films on CdTe(001) sub-
strates showed that the epitaxial relationship of the film with the substrate depends on the Cr:Te flux ratio during
growth7. Cr2Te3 has also been grown in the form of nanorods using a high-temperature organic-solution-phase
method8.hi The chromium tellurides with metal-deficient NiAs-type crystal structures, Cr1−δTe, have in common a (dis-
torted) hexagonal close packing of Te atoms, with Cr atoms in octahedral interstices. The crystal structure of
Cr2Te3 (see Fig. 1) can be described in the space group P
c
31 or D d
3
2 (#163 in the International Tables of
Crystallography), with the atoms on the special positions9. The lattice parameters are a = 6.814 Å and
c = 12.073 Å10. The unit cell appears layered and is characterized by an alternating sequence of Cr and Te layers,
while Cr vacancies occur in every second metal layer. Consequently, there are distinct Cr positions as shown in 1Magnetic Spectroscopy Group, Diamond Light Source, Didcot, OX11 0DE, United Kingdom. 2Clarendon Laboratory,
Department of Physics, University of Oxford, Parks Road, Oxford, OX1 3PU, United Kingdom. 3ISIS, Rutherford
Appleton Laboratory, Science and Technology Facilities Council, Oxon, OX11 0QX, United Kingdom. 4Catalan Institute
of Nanoscience and Nanotechnology (ICN2), CSIC, Campus UAB, Barcelona, 08193, Spain. 5CELLS-Divisió Experiments,
ALBA Synchrotron Light Source, E-08290 Cerdanyola del Vallès, Barcelona, Catalonia, Spain. Correspondence and
requests for materials should be addressed to T.H. (email: Thorsten.Hesjedal@physics.ox.ac.uk) Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 1 www.nature.com/scientificreports/ Figure 1. Crystal structure of Cr2Te3. The unit cell is characterized by an alternating sequence of Cr and Te
layers, with Cr vacancies occurring in every other Cr layer. The distinct Cr atoms, Cr I in the vacancy layer, as
well as Cr II and Cr III in the fully occupied layer, are labeled. Note that the roman numbers in the subscripts
refer to the different sites and not to the valencies of Cr. Figure 1. Crystal structure of Cr2Te3. The unit cell is characterized by an alternating sequence of Cr and Te
layers, with Cr vacancies occurring in every other Cr layer. The distinct Cr atoms, Cr I in the vacancy layer, as
well as Cr II and Cr III in the fully occupied layer, are labeled. Note that the roman numbers in the subscripts
refer to the different sites and not to the valencies of Cr. Fig. Results and Discussionh Structural properties. The structural quality of the samples was characterized using XRD. The results for
both single-layer Cr2Te3 and Cr2Te3/Cr:Sb2Te3 are shown in Fig. 2. The spectrum for single-layer Cr2Te3 (Fig. 2a)
is characterized by film and sapphire substrate peaks, whereas the Cr2Te3/Cr:Sb2Te3 spectrum (Fig. 2b) addition-
ally shows Sb2Te3 related peaks. These are shifted to higher angles with respect to undoped Sb2Te3 as Cr doping
reduces the lattice spacing15–17. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 2 www.nature.com/scientificreports/ Figure 2. X-ray diffraction characterization. (a), Cr2Te3, and (b), Cr:Sb2Te3/Cr2Te3 thin film samples on c-
plane sapphire. The peaks from the Al2O3 substrate, and the Cr2Te3 and Cr:Sb2Te3 thin films, have been indexed
(shown in red, green, and cyan, respectively). The small peak at 2θ = 38° in (b) is originating from the Al
sample holder. On the right-hand side, 1 × 1 μm2 AFM scans show the morphology of the Cr2Te3 and Cr:Sb2Te3
surfaces, respectively, with the latter showing the characteristic triangular strictures. Figure 2. X-ray diffraction characterization. (a), Cr2Te3, and (b), Cr:Sb2Te3/Cr2Te3 thin film samples on c-
plane sapphire. The peaks from the Al2O3 substrate, and the Cr2Te3 and Cr:Sb2Te3 thin films, have been indexed
(shown in red, green, and cyan, respectively). The small peak at 2θ = 38° in (b) is originating from the Al
sample holder. On the right-hand side, 1 × 1 μm2 AFM scans show the morphology of the Cr2Te3 and Cr:Sb2Te3
surfaces, respectively, with the latter showing the characteristic triangular strictures. Figure 2. X-ray diffraction characterization. (a), Cr2Te3, and (b), Cr:Sb2Te3/Cr2Te3 thin film samples on c-
plane sapphire. The peaks from the Al2O3 substrate, and the Cr2Te3 and Cr:Sb2Te3 thin films, have been indexed
(shown in red, green, and cyan, respectively). The small peak at 2θ = 38° in (b) is originating from the Al
sample holder. On the right-hand side, 1 × 1 μm2 AFM scans show the morphology of the Cr2Te3 and Cr:Sb2Te3
surfaces, respectively, with the latter showing the characteristic triangular strictures. Figure 3. Magnetization as a function of applied out-of-plane field. (a), Cr2Te3, and (b), Cr2Te3/Cr:Sb2Te3. The measurements were performed at various temperatures as indicated. In (a) the average moment per Cr is f Figure 3. Magnetization as a function of applied out-of-plane field. (a), Cr2Te3, and (b), Cr2Te3/Cr:Sb2Te3. The measurements were performed at various temperatures as indicated. Results and Discussionh In (a) the average moment per Cr is
shown, whilst in (b) the units are arbitrary as both layers contain Cr in different environments. Figure 3. Magnetization as a function of applied out-of-plane field. (a), Cr2Te3, and (b), Cr2Te3/Cr:Sb2Te3. The measurements were performed at various temperatures as indicated. In (a) the average moment per Cr is
shown, whilst in (b) the units are arbitrary as both layers contain Cr in different environments. Magnetic behavior. The magnetic characterization of the films was performed through SQUID measure-
ments as a function of both applied magnetic field and temperature. Figure 3a,b show hysteresis loops of the
magnetization as a function of applied magnetic field for Cr2Te3 and Cr2Te3/Cr:Sb2Te3, respectively. The Cr2Te3 films show square hysteresis loops with the magnetization reversing to its saturated state dur-
ing a sharp transition over a narrow field range (Fig. 3a). At 3K, the magnetization is saturated at 3.6 μB/Cr
and a coercive field of 600 mT is required to reverse the magnetization At the higher temperature of 140K, the Magnetic behavior. The magnetic characterization of the films was performed through SQUID measure-
ments as a function of both applied magnetic field and temperature. Figure 3a,b show hysteresis loops of the
magnetization as a function of applied magnetic field for Cr2Te3 and Cr2Te3/Cr:Sb2Te3, respectively.hi Magnetic behavior. The magnetic characterization of the films was performed through SQUID measure-
ments as a function of both applied magnetic field and temperature. Figure 3a,b show hysteresis loops of the
magnetization as a function of applied magnetic field for Cr2Te3 and Cr2Te3/Cr:Sb2Te3, respectively. The Cr2Te3 films show square hysteresis loops with the magnetization reversing to its saturated state dur-
i
h
t
iti
fi ld
(Fi
3 ) At 3K th
ti
ti
i
t
t d t 3 6
/C ments as a function of both applied magnetic field and temperature. Figure 3a,b show hysteresis loops of the
magnetization as a function of applied magnetic field for Cr2Te3 and Cr2Te3/Cr:Sb2Te3, respectively. The Cr2Te3 films show square hysteresis loops with the magnetization reversing to its saturated state dur-
ing a sharp transition over a narrow field range (Fig. 3a). Results and Discussionh This is attributed to a magnetic component in the Cr:Sb2Te3 film
with a lower Curie temperature. Further SQUID magnetometry measurements were carried out to investigate the change in magnetic behavior
at different temperatures. Figure 4a,b show both the magnetization and its derivative with respect to temperature
as a function of increasing temperature after field-cooling in a field of 6T, respectively. At low temperatures after
field cooling, Cr2Te3 has a large moment which decreases with increasing temperature. The Curie temperature,
as defined as the peak in the derivative, is ~16K. The Cr2Te3/Cr:Sb2Te3 sample shows a similar variation of the
magnetization with temperature, with a similar TC of ~15K. However, there are additional subtle features, such as
kinks at 70K and 160K (see Fig. 4).hi g
The variation in magnetization as a function of temperature from the field cooled measurements is consistent
with the saturation magnetization found in Fig. 3. Furthermore, the feature at 70K indicates the point at which
the two-step magnetization reversal occurs in Fig. 3b. X-ray magnetic circular dichroism. Before showing the results from a clean sample, we first present the
results from a surface-oxidized sample, in order to show the effect of oxidation on the spectra. Figure 5a shows the
Cr L2,3 edge of a ~100-nm-thick Cr2Te3 film measured with surface-sensitive TEY detection. Comparison with a
Cr2O3 reference sample (Fig. 5b) clearly indicates that the Cr2Te3 film surface is oxidized (due to aging). Oxidation
leads to an additional Cr3+ peak. The photon energy of this peak is 1.5 eV higher than the photon energy of the
proper Cr peak.h Figure 5c shows the spectra across the Cr L2,3 edges in LY mode. These spectra represent an average over the
entire thin film heterostructure. The background variations in the LY arise from the x-ray absorption near edge
structure (XANES) O K edge above ~543 eV from the substrate sapphire (Al2O3)18. Furthermore, the Cr L2,3 edges
coincide with Te M4,5 edges, resulting in a sloping background of the XAS. The integrated intensity ratio of Te
M4,5/Cr L2,3 XAS is estimated to be ~7.5%19, meaning that the Te contribution is small.h Figure 5d shows the XMCD simultaneously detected with TEY and LY. The spectra have been normalized
to the maximum of the Cr L3 XMCD signal. Results and Discussionh At 3K, the magnetization is saturated at 3.6 μB/Cr
and a coercive field of 600 mT is required to reverse the magnetization At the higher temperature of 140K, the g
pp
gi
2
3
2
3
2
3
p
y
The Cr2Te3 films show square hysteresis loops with the magnetization reversing to its saturated state dur-
ng a sharp transition over a narrow field range (Fig. 3a). At 3K, the magnetization is saturated at 3.6 μB/Cr
nd a coercive field of 600 mT is required to reverse the magnetization At the higher temperature of 140K, the Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 3 www.nature.com/scientificreports/ Figure 4. Temperature dependence of the magnetization. (a), M(T), and (b), its derivative, measured with
SQUID for Cr2Te3 and Cr2Te3/Cr:Sb2Te3 samples. The measurements were performed in a field of 20 mT with
increasing temperature after preparation in a 6T field-cooled state. The moment for single-layer Cr2Te3 is shown
in μB/Cr, while for the bilayer sample, the units are arbitrary due to the mixed Cr environments. Kinks at ~70K
and 160K in the Cr2Te3/Cr:Sb2Te3 derivative plot are indicated by arrows. Figure 4. Temperature dependence of the magnetization. (a), M(T), and (b), its derivative, measured with
SQUID for Cr2Te3 and Cr2Te3/Cr:Sb2Te3 samples. The measurements were performed in a field of 20 mT with
increasing temperature after preparation in a 6T field-cooled state. The moment for single-layer Cr2Te3 is shown
in μB/Cr, while for the bilayer sample, the units are arbitrary due to the mixed Cr environments. Kinks at ~70K
and 160K in the Cr2Te3/Cr:Sb2Te3 derivative plot are indicated by arrows. oercivity reduces to 180 mT and is accompanied by a decrease in the saturation magnetization as the temperature
pproaches TC. Th
b
b l
h
l
l
h dd
l f
d The Cr2Te3/Cr:Sb2Te3 bilayers show a more complex magnetization reversal with additional features associated
with the MTI layer). At 140K, the magnetization reversals in Fig. 3a,b look similar with a sharp reversal at a low
coercive field of 180 mT. This suggests the magnetic response is dominated by the Cr2Te3 layer at this temperature. ih
gg
g
y
y
When the temperature is reduced, the magnetization reversal associated with the Cr2Te3 layer occurs at an
increased coercive field, consistent with the measurements on single-layer Cr2Te3. However, a second magnetiza-
tion reversal process arises with a low coercivity. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 Results and Discussionh As expected, the overall XMCD intensity of the L3 peak is negative
and that of the L2 peak positive, resulting from the spin-orbit interaction of the 2p core levels20. Although anti-
ferromagnetic Cr2O3 has zero XMCD signal, the surface-sensitive TEY of Cr2Te3 XMCD shows a more detailed
structure at the high end of the Cr L3 edge (577–580 eV). These differences in the XMCD are small in relation to
those in the XAS. This means that the oxidized surface hardly contributes to the magnetic signal, and it is likely to
be mainly antiferromagnetic as in the case of Cr2O3.i y
g
2
3
Figure 6 shows the XAS and XMCD of a non-oxidized Cr2Te3 thin film. In the XMCD a small negative Te
M5 signal is expected at ~572.7 eV as we earlier reported for Cr:Sb2Te3
21. In Fig. 6, this is however untraceable in 4 www.nature.com/scientificreports/ Figure 5. Experimental Cr L2,3 XAS and XMCD of a surface-oxidized, ~100-nm-thick film of Cr2Te3. Measurement carried out in a 6T field at 3K with 30° grazing incidence angle of the x-rays. (a), The total-
electron yield (TEY) spectra for μ+ and μ− (field parallel and antiparallel to incident photon helicity,
respectively). (b), For comparison, the Cr2O3 XAS, which quite well matches the second peak in the TEY of
Cr2Te3, which demonstrates that the film is oxidized at the surface. (c), The luminescence yield (LY) spectra for
μ+ and μ−, which show no oxidation. (d), The XMCD measured in TEY and LY. Spectra are normalized to the
size of the maximum XMCD signal. Figure 5. Experimental Cr L2,3 XAS and XMCD of a surface-oxidized, ~100-nm-thick film of Cr2Te3. Measurement carried out in a 6T field at 3K with 30° grazing incidence angle of the x-rays. (a), The total-
electron yield (TEY) spectra for μ+ and μ− (field parallel and antiparallel to incident photon helicity,
respectively). (b), For comparison, the Cr2O3 XAS, which quite well matches the second peak in the TEY of
Cr2Te3, which demonstrates that the film is oxidized at the surface. (c), The luminescence yield (LY) spectra for
μ+ and μ−, which show no oxidation. (d), The XMCD measured in TEY and LY. Spectra are normalized to the
size of the maximum XMCD signal. the coinciding Cr multiplet structure. Results and Discussionh The azimuthal quantum numbers of the orbitals in these electric-dipole
transitions are 3d → 5p for Te and 2p → 3d for Cr, i.e., opposite. Consequently the Te and Cr moments are aligned
antiparallel17,20 as expected from band structure calculations9. For comparison, theoretical calculations for the Cr L2,3 XAS and XMCD are also shown in Fig. 6, and are
discussed below. Multiplet calculations. We employed atomic multiplet theory to calculate the electric-dipole transitions
from 3dn to 2p53dn+1 22,23. For this purpose, the wave functions of the configurations of the initial and the final
state are obtained in intermediate coupling using Cowan’s atomic Hartree-Fock (HF) code with relativistic cor-
rections24,25. The 2p-3d and 3d-3d Coulomb and exchange interactions are included in the atomic electrostatic
interactions. To account for the intra-atomic screening, their atomic HF value is reduced by 30%22. By mixing the
3dn with
+
d
L
3
n
1 configurations with a transfer integral, V, hybridization effects are included. L represents a hole
in the overlapping Te 5p orbitals.h pp g
p
The local ground state of Cr is taken as a coherent mixture of ψ(3d3) and ψ
d L
(3
)
4
states. Similar to the calcu-
lation by Yaji et al.19, we obtain a mixed ground state of 54% Cr3+ d3 and 46% Cr2+ d L
4 using the parameters
Δ ≡
−
E
d L
E
d
(3
)
(3
)
i
4
3 = 0 eV. As the presence of a core hole reduces the energy of the 3d states, Δf defined as
−
E
p
d L
E
p
d
(2
3
)
(2
3
)
5
4
5
3 is −1 eV, the octahedral crystal field of 10Dq is 1.5 eV, and the mixing transfer integral
V is 1.5 eV. To account for intrinsic lifetime broadening and instrumental broadening, the calculated Cr L3 (L2)
line spectra are broadened by a Lorentzian and a Gaussian function, respectively. The Lorentzian has a half-width
at half-maximum of Γ = 0.3 eV (0.4 eV) and the Gaussian a standard deviation of σ = 0.15 eV. The calculated XAS
and XMCD are shown in Fig. 6.h g
The obtained covalent character of Cr2Te3 can be ascribed to the hybridization between the Cr d(eg) and Te 5p
bands, which are located just above and below the Fermi level, respectively. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 5 www.nature.com/scientificreports/ Figure 6. Results and Discussionh Cr L2,3 spectra of a clean, ~100-nm-thick film of Cr2Te3. Measurement carried out in a 6T field at 3K
with 30° grazing incidence angle of the x-rays. (a), The XAS (average of μ+ and μ−) obtained from multiplet
calculations and as measured in LY. (b), The XMCD (μ+ − μ−) as calculated and as measured in LY. The red
lines at 572.7 eV mark the location of the small Te M5 peak expected in the LY data, which is not clearly evident
here. Spectra are normalized to the size of the maximum XMCD signal. Figure 6. Cr L2,3 spectra of a clean, ~100-nm-thick film of Cr2Te3. Measurement carried out in a 6T field at 3K
with 30° grazing incidence angle of the x-rays. (a), The XAS (average of μ+ and μ−) obtained from multiplet
calculations and as measured in LY. (b), The XMCD (μ+ − μ−) as calculated and as measured in LY. The red
lines at 572.7 eV mark the location of the small Te M5 peak expected in the LY data, which is not clearly evident
here. Spectra are normalized to the size of the maximum XMCD signal. The Cr state for the covalent compound Cr2Te3 (54% d3 and 46% d4 character in the wave function) resembles
that of (V,Cr)xSb2−xTe3 (ref.26), but strongly differs from that of CrxSb2−xTe3 (ref.17) and CrxBi2−xSe3 (refs15,27). In
the latter, Sb and Bi are substitutionally replaced by Cr. In this case, Cr is nominally divalent and has 30% d3 and
70% d4 character. The Cr state for the covalent compound Cr2Te3 (54% d3 and 46% d4 character in the wave function) resembles
that of (V,Cr)xSb2−xTe3 (ref.26), but strongly differs from that of CrxSb2−xTe3 (ref.17) and CrxBi2−xSe3 (refs15,27). In
the latter, Sb and Bi are substitutionally replaced by Cr. In this case, Cr is nominally divalent and has 30% d3 and
70% d4 character. Using the sum rules, the orbital and spin magnetic moments are obtained from the integrated L2,3 XAS and
XMCD intensities28,29. For obtaining the spin moment from the sum rules, a correction factor has to be taken into
account to include the jj mixing between the 2p3/2 and 2p1/2 manifolds15. This correction can result in a substantial
error bar for Cr. Results and Discussionh Therefore, we determined instead the spin and orbital moments from the calculated ground state,
which gives μspin ≈ 3.5 μB/Cr (i.e., high spin moment) and μorb ≈ −0.1 μB/Cr (i.e., opposite sign). XMCD magnetization loops. The XMCD furthermore provides a means to explore the element-specific
hysteresis loops within our multilayer samples20. Figure 7 shows the Cr magnetization as a function of applied
field at 3K with the photon energy tuned to the maximum of the XMCD at the Cr L3 edge. Both the loop shape
and coercivity of the Cr XMCD hysteresis loop are consistent with the SQUID measurements of the bulk sample
shown in Fig. 3a. This shows the magnetization of the Cr dominates the magnetization in the bulk sample.h h
We note also that the XMCD hysteresis loop is present on a curved background. This is likely to result from the
XMCD measurements being performed at an angle of 30°. Therefore, there is a component of the in-plane loop
which also includes a continual rotation of the moments into the field direction at higher fields.i i
gi
Measurements of the Cr magnetization as a function of temperature were also performed on the Cr2Te3 film
and are shown, along with the derivative dM/dT, in Fig. 8a,b. Here, the LY and TEY signals are collected simul-
taneously. The solid lines present a polynomial fit to the data. The behavior of the magnetization in Cr shows
the same trend as observed in the SQUID measurements (Fig. 4) except for the TC measured by x-rays appears
slightly higher. This is likely to be due to temperature lag in the instrumentation. The TC, as obtained from dM/dT,
for the TEY signal is ~8K lower than for the LY signal, possibly pointing towards an enhanced magnetic ordering
temperature at the surface compared to the bulk. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 6 www.nature.com/scientificreports/ Figure 7. Asymmetry in the luminescence yield of Cr2Te3 measured at the Cr L3 edge. The data represent the
element-specific magnetization for Cr as a function of the applied magnetic field component out-of-plane of the
sample. Measurements are performed at 3K with an x-ray incidence angle of 30°. Figure 7. Asymmetry in the luminescence yield of Cr2Te3 measured at the Cr L3 edge. The data represent the
element-specific magnetization for Cr as a function of the applied magnetic field component out-of-plane of the
sample. Results and Discussionh Measurements are performed at 3K with an x-ray incidence angle of 30°. Figure 8. Element-specific magnetization of Cr2Te3 measured at the Cr L3 edge. (a), Luminescence yield (LY)
and total-electron yield (TEY) as a function of temperature, and (b), their derivatives. The sample was initially
field-cooled in 6T before measuring from 10 to 250K with a constant applied field of 20 mT with an x-ray
incidence angle of 30°. Figure 8. Element-specific magnetization of Cr2Te3 measured at the Cr L3 edge. (a), Luminescence yield (LY)
and total-electron yield (TEY) as a function of temperature, and (b), their derivatives. The sample was initially
field-cooled in 6T before measuring from 10 to 250K with a constant applied field of 20 mT with an x-ray
incidence angle of 30°. Methods
l The XMCD was obtained by taking the difference between XAS spectra with the photon helicity vector par-
allel (μ+) and antiparallel (μ−) to the applied magnetic field, respectively. The degree of circular polarization is
100% and for the sign convention, see ref.20. XMCD measurements were performed after first field-cooling to base
temperature (~3K) in a 6T field. The sample was mounted at a grazing incidence angle of 30° with the applied
magnetic field of ±6T along the x-ray beam direction. The XMCD results are obtained from an average over four
μ+ and four μ− scans of the photon energy across the absorption edges.ii X-ray absorption spectroscopy and x-ray magnetic circular dichroism. X-ray absorption spec-
troscopy (XAS) and x-ray magnetic circular dichroism (XMCD) measurements were performed on beamline
29 (BOREAS) at the ALBA synchrotron in Barcelona, Spain31. XAS was simultaneously measured at the Cr L2,3
edge in total-electron-yield (TEY) mode and luminescence-yield (LY) mode (see Fig. 9 for a schematic of the
measurement modes). The Cr L2,3 photon energy region coincides with that of the Te M4,5 edges. TEY provides
surface-sensitive measurements with a probing depth of 3–5 nm20. On the other hand, luminescence-yield (LY)
mode probes the entire thin film sample. In the latter mode, the transmitted x-rays that are not absorbed in the
sample stack give rise to x-ray excited optical luminescence in the sapphire substrate. The emitted optical photons
exit through a hole in the back of the sample holder and are detected by a photodiode21. The XAS spectra were
calculated by taking the negative logarithm of the LY intensity after normalizing it by the incident beam intensity.hf y
g
g
g
yt
g
y
y
The XMCD was obtained by taking the difference between XAS spectra with the photon helicity vector par-
allel (μ+) and antiparallel (μ−) to the applied magnetic field, respectively. The degree of circular polarization is
100% and for the sign convention, see ref.20. XMCD measurements were performed after first field-cooling to base
temperature (~3K) in a 6T field. The sample was mounted at a grazing incidence angle of 30° with the applied
magnetic field of ±6T along the x-ray beam direction. The XMCD results are obtained from an average over four
μ+ and four μ− scans of the photon energy across the absorption edges.ii Element-specific measurements of the magnetization vs. field (M-H) and magnetization vs. Conclusions We have studied the structural and magnetic properties of MBE-grown Cr2Te3 films on c-plane sapphire, in com-
parison with Cr2Te3/Cr:Sb2Te3 bilayer samples. The field and temperature dependence of the magnetization has
been explored through SQUID magnetometry where a ferromagnetic response in Cr2Te3 arises below TC = 150K
with a coercivity increasing with decreasing temperature. In bilayer samples with Cr:Sb2Te3, a second transition
temperature at ~7K shows an onset of a two-step magnetization reversal process with the reversal of the MTI layer
at a lower field. Using soft x-ray absorption spectroscopy we determined the chemical and magnetic properties of
Cr2Te3 thin films. The field and temperature dependent Cr XMCD matches that of the bulk magnetometry meas-
urements and confirms the full moment originates on the Cr sites. Comparison of the Cr L2,3 spectral shapes with
multiplet calculations gives a hybridized Cr state of 54% Cr3+ 3d3 and 46% Cr2+ 3d4 character in an octahedral
crystal-field symmetry with spin and orbital moments of μspin ≈ 3.5 μB/Cr and μorb ≈ −0.1 μB/Cr. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 7 www.nature.com/scientificreports/ Figure 9. X-ray absorption spectroscopy and x-ray magnetic circular dichroism measurements. Schematic
setup for simultaneous detection of total-electron yield (TEY) and luminescence yield (LY) in the vacuum
chamber of the magnet. In TEY, the drain current (compensation current) is a measure for the amount of
emitted electron due to x-ray absorption. TEY is surface-sensitive. In LY, which probes the entire thin-film
sample, the transmitted x-rays that are not absorbed in the sample stack give rise to x-ray excited optical
luminescence in the sapphire substrate. The emitted optical photons exit through a hole in the back of the
sample holder and are detected by a photodiode. Figure 9. X-ray absorption spectroscopy and x-ray magnetic circular dichroism measurements. Schematic
setup for simultaneous detection of total-electron yield (TEY) and luminescence yield (LY) in the vacuum
chamber of the magnet. In TEY, the drain current (compensation current) is a measure for the amount of
emitted electron due to x-ray absorption. TEY is surface-sensitive. In LY, which probes the entire thin-film
sample, the transmitted x-rays that are not absorbed in the sample stack give rise to x-ray excited optical
luminescence in the sapphire substrate. The emitted optical photons exit through a hole in the back of the
sample holder and are detected by a photodiode. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 Methods
l Structural characterization. The thin film samples were grown by MBE on 1/4-2” diameter, c-plane sap-
phire wafers. This study focuses on Cr2Te3 thin films (typical thickness 100 nm) which were grown in (001) ori-
entation at a substrate temperature of 400 °C and at a rate of ~1.7 nm/min on Al2O3(0001). Some of the films
were further overgrown with ~3 nm thick Cr-doped Sb2Te3 at a substrate temperature of 250 °C, as described in
detail in ref.30. CrxSb2−xTe3 is an MTI with out-of-plane magnetic anisotropy and a Cr concentration-dependent
transition temperature of up to 125K. The nominal Cr concentration was x = 0.25. X-ray diffraction (XRD) was
carried out on a Bruker D8 diffractometer using incident Cu-Kα1 radiation. The XRD measurements provide an
indication of the Cr-Te phase and the crystalline quality of the films. Atomic force microscopy (AFM) was used
to characterize the surface morphology of the samples. Magnetometry. Magnetic characterization of the samples was performed through SQUID magnetometry
with a field applied out-of-plane, along the c-axis of the sample. After field-cooling in a field of 6T, the magnet-
ization as a function of increasing temperature from 3 to 300K was measured in a magnetic field of 20 mT. The
magnetization as a function of applied field was also measured at various temperatures above and below TC. X-ray absorption spectroscopy and x-ray magnetic circular dichroism. X-ray absorption spec-
troscopy (XAS) and x-ray magnetic circular dichroism (XMCD) measurements were performed on beamline
29 (BOREAS) at the ALBA synchrotron in Barcelona, Spain31. XAS was simultaneously measured at the Cr L2,3
edge in total-electron-yield (TEY) mode and luminescence-yield (LY) mode (see Fig. 9 for a schematic of the
measurement modes). The Cr L2,3 photon energy region coincides with that of the Te M4,5 edges. TEY provides
surface-sensitive measurements with a probing depth of 3–5 nm20. On the other hand, luminescence-yield (LY)
mode probes the entire thin film sample. In the latter mode, the transmitted x-rays that are not absorbed in the
sample stack give rise to x-ray excited optical luminescence in the sapphire substrate. The emitted optical photons
exit through a hole in the back of the sample holder and are detected by a photodiode21. The XAS spectra were
calculated by taking the negative logarithm of the LY intensity after normalizing it by the incident beam intensity. References The theory of atomic structure and spectra (Univ of California Press, Berkeley, 1981).h h
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We acknowledge the CELLS-ALBA Synchrotron at Barcelona, Spain, on beamline BL29 (BOREAS) under
proposal 2017092446. This publication arises from research funded by the John Fell Oxford University Press
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on the fly at a constant temperature of 3K. Similarly, for the M-T measurements, on the fly on- and off-edge 8 Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 www.nature.com/scientificreports/ measurements were performed whilst ramping the temperature from 10K to 250K with a constant applied field of
20 mT. In both cases, the sample was initially field-cooled to 3K in a field of 6T. Measurements of the on-edge sig-
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20 mT. In both cases, the sample was initially field-cooled to 3K in a field of 6T. Measurements of the on-edge sig-
nal were normalized against the off-edge signal and the asymmetry was obtained between repeat measurements
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experiments, and R.J. the AFM measurements. The XAS and XMCD measurements were carried out on
beamline BL29 (BOREAS) at the CELLS-ALBA synchrotron by D.B., S.L.Z., A.I.F., J.H.-M., G.v.d.L. and T.H. D.B. performed the data analysis and G.v.d.L. carried out the ligand-field multiplet calculations. D.B. G.v.d.L. and T.H. wrote the paper with comments and input from all authors. All authors contributed to the discussions. Additional Information
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18. Henderson, G. S., Neuville, D. R. & Cormier, L. An O K-edge XANES study of glasses and crystals in the CaO–Al2O3–SiO2 (CAS)
system. Chem. Geo. 259, 54–62 (2009).t y
9. Yaji, K. et al. Electronic structure of Cr1−δX (X=S,Te) studied by Cr 2p soft x-ray magnetic circular dichroism. Phys. Rev. B 70
064402 (2004). 20. van der Laan, G. & Figueroa, A. I. X-ray magnetic circular dichroism|A versatile tool to study magnetism. Coord. Chem. Rev. 277–278, 95–129 (2014).f 21. Duffy, L. B. et al. Imposing long-range ferromagnetic order in rare-earth-doped magnetic topological insulator heterostructures. Phys. Rev. Mater. 2, 054201 (2018).h y
22. Thole, B. T. et al. 3d x-ray-absorption lines and the 3d94fn+1 multiplets of the lanthanides. Phys. Rev. B 32, 5107–5118 (1985). h
23. van der Laan, G. Hitchhiker’s Guide to Multiplet Calculations, Lect. Notes. Phys. 697, 143–200 (2006).h R. D. The theory of atomic structure and spectra (Univ of California P 24. Cowan, R. D. The theory of atomic structure and spectra (Univ o 24. Cowan, R. D. Scientific Reports | (2019) 9:10793 | https://doi.org/10.1038/s41598-019-47265-7 Additional Informationh Competing Interests: The authors declare no competing interests. Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Physical activity patterns among South-Asian adults: a systematic review
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This may be the author’s version of a work that was submitted/accepted
for publication in the following source:
Ranasinghe, Chathuranga, Ranasinghe, Priyanga, Mallika Arachchige,
Ranil, & Misra, Anoop
(2013)
Physical activity patterns among South-Asian adults: a systematic review.
International Journal of Behavioral Nutrition and Physical Activity, 10, pp.
1-11.
This file was downloaded from: https://eprints.qut.edu.au/220121/ This may be the author’s version of a work that was submitted/accepted
for publication in the following source:
Ranasinghe, Chathuranga, Ranasinghe, Priyanga, Mallika Arachchige,
Ranil, & Misra, Anoop
(2013)
Physical activity patterns among South-Asian adults: a systematic review. International Journal of Behavioral Nutrition and Physical Activity, 10, pp. 1-11. This file was downloaded from: https://eprints.qut.edu.au/220121/ This may be the author’s version of a work that was submitted/acc
for publication in the following source:
Ranasinghe, Chathuranga, Ranasinghe, Priyanga, Mallika Arach
Ranil, & Misra, Anoop
(2013)
Physical activity patterns among South-Asian adults: a systematic r
International Journal of Behavioral Nutrition and Physical Activity, 1
1-11. This file was downloaded from: https://eprints.qut.edu.au/220121/
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http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 6 Keywords: Physical activity, Inactivity, South Asia, Adults Studies in the United Kingdom have shown that the risk
of diabetes is 3 to 5 times higher for immigrants from
Bangladesh, India and Pakistan compared with the native
white Caucasian population, with an associated increased
risk of complications, morbidity and mortality [3]. South
Asia has the highest number of patients with diabetes and
the prevalence of diabetes among adults is over 10% in
many parts of the region [4]. This increased metabolic risk
among South Asians appears to be multi-factorial, where
unhealthy dietary habits and physical inactivity are coupled
with genetic predisposition [5]. Physical inactivity increases
the risk of developing abdominal adiposity, diabetes and
cardiovascular disease [6]. Furthermore, physical inactivity
is considered the fourth leading risk factor for global Physical activity patterns among South-Asian
adults: a systematic review Chathuranga D Ranasinghe1*, Priyanga Ranasinghe2, Ranil Jayawardena3 and Anoop Misra4 Chathuranga D Ranasinghe1*, Priyanga Ranasinghe2, Ranil Jayawardena3 and Anoop Misra4 © 2013 Ranasinghe 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. * Correspondence: chath_r@yahoo.com.au
1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka
Full list of author information is available at the end of the article Abstract Physical activity (PA) has many beneficial physical and mental health effects. Physical inactivity is considered the
fourth leading risk factor for global mortality. At present there are no systematic reviews on PA patterns among
South Asian adults residing in the region. The present study aims to systematically evaluate studies on PA patterns
in South Asian countries. A five-staged comprehensive search of the literature was conducted in Medline, Web of
Science and SciVerse Scopus using keywords ‘Exercise’, ‘Walking’, ‘Physical activity’, ‘Inactivity’, ‘Physical Activity
Questionnaire’, ‘International Physical Activity Questionnaire’, ‘IPAQ’, ‘Global Physical Activity Questionnaire’ and
‘GPAQ’, combined with individual country names. The search was restricted to English language articles conducted
in humans and published before 31st December 2012. To obtain additional data a manual search of the reference
lists of articles was performed. Data were also retrieved from the search of relevant web sites and online resources. The total number of hits obtained from the initial search was 1,771. The total number of research articles included
in the present review is eleven (India-8, Sri Lanka-2, Pakistan-1). In addition, eleven country reports (Nepal-3,
Bangladesh-2, India-2, Sri Lanka-2, Bhutan-1, Maldives-1) of World Health Organization STEPS survey from the
South-Asian countries were retrieved online. In the research articles the overall prevalence of inactivity was as
follows; India (18.5%-88.4%), Pakistan (60.1%) and Sri Lanka (11.0%-31.8%). STEPS survey reports were available from
all countries except Pakistan. Overall in majority of STEPS surveys females were more inactive compared to males. Furthermore, leisure related inactivity was >75% in studies reporting inactivity in this domain and people were
more active in transport domain when compared with the other domains. In conclusion, our results show that
there is a wide variation in the prevalence of physical inactivity among South-Asian adults within and between
countries. Furthermore, physical inactivity in South Asian adults was associated with several socio-demographic
characteristics. Majority of South Asian adults were inactive during their leisure time. These Factors need to be
considered when planning future interventions and research aimed at improving PA in the region. Keywords: Physical activity, Inactivity, South Asia, Adults Search strategy
A fi
d A five staged comprehensive search of the literature was
conducted in the following databases; PubMed® (U.S. National Library of Medicine, USA), Web of Science®
[v.5.4] (Thomson Reuters, USA) and SciVerse Scopus®
(Elsevier Properties S.A, USA) for studies published before
31st December 2012. During the first stage the above
databases were searched using the following search
criteria. The Medline database was searched using the
MeSH (Medical Subject Headings) terms ‘Exercise’ and
‘Walking’, with keywords ‘Physical activity’, ‘Inactivity’,
‘Physical Activity Questionnaire’, ‘International Physical
Activity Questionnaire’, ‘IPAQ’, ‘Global Physical Activity
Questionnaire’ and ‘GPAQ’. The search terms were com-
bined with the names of the individual South-Asian
countries; ‘Sri Lanka’, ‘Lanka’, ‘Ceylon’, ‘India’, ‘Bangladesh’,
‘Pakistan’, ‘Nepal’, ‘Bhutan’, ‘Maldives’. The Web of Science
database was searched using all of the above search terms
in article topic. In the SciVerse Scopus database the
above terms were searched in the article title, abstract
or keywords. In the United Kingdom the levels of physical activity
have long been known to be lower in the South Asian
people than in the general white Caucasian population
[14]. The desire to walk, cycle and participate in sports
and recreational activity is low among South Asians in
comparison with the general population in United
Kingdom [14]. Data from the Health Survey for England
found that South Asians were 60% less likely than native
Caucasians to meet government recommendations for
physical activity [15]. Likewise, a systematic review by
Fischbacher et al. (2004) examined physical activity levels
among South Asians and compared it to the general
United Kingdom population and noted that rates were
50–75% less in South Asians [16]. Lack of understanding
about benefits, communication gap with health care
professionals, cultural beliefs and lack of culturally sensi-
tive facilities are some of the potential barriers for physical
activity in South Asians [17]. Swaminathan and Vaz,
systematically reviewed the physical activity level of
children in India [18]. Although there are several stud-
ies from individual South Asian countries on the level
of physical activity among adults in each country, at
present there are no comprehensive systematic reviews
on physical activity patterns among South Asian adults
residing in the region. The aim of this exercise is to
systematically evaluate published work on physical activ-
ity from individual South Asian countries and summarize
as for a common region enabling comparison with other
regions. Introduction South Asia, commonly known as the Indian sub-continent,
is home to almost one-fifth of the world’s population
and is comprised of many diverse ethnic, linguistic and
religious groups [1]. Altogether there are 7 countries in
the region namely; Bangladesh, Bhutan, India, Maldives,
Nepal, Pakistan and Sri Lanka. Although there are signifi-
cant cultural differences between regional countries, South
Asians are an inherently high-risk group for developing
abdominal adiposity, diabetes, cardiovascular diseases [2]. * Correspondence: chath_r@yahoo.com.au
1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka
Full list of author information is available at the end of the article Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Page 2 of 11 Page 2 of 11 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Search strategy
A fi
d In the second stage the total hits obtained from
searching these three databases were pooled together
and duplicates were removed. This was followed by
screening of the retrieved articles by reading the article
title in the third stage and abstracts in stage four. In the
fifth stage individual manuscripts were screened, and those
not satisfying inclusion criteria (given below) were
excluded. To obtain additional data a manual search of
the reference lists of articles selected in stage five was
performed. Wherever possible forward citations of the
studies retrieved during the literature search was traced
and screened for possible inclusion. Furthermore, data
were also retrieved from the search of relevant web sites
and online resources. This search process was conducted
independently by two reviewers (PR and RJ) and the final
group of articles to be included in the review was deter-
mined after an iterative consensus process. The initial
literature search using the above search criteria identified
the following number of articles in the respective databases;
Medline® (n = 121), Web of Science® (n = 424) and SciVerse
Scopus® (n = 1226). The search strategy is summarized
in Figure 1. Methods mortality causing an estimated 3.2 million annual deaths
(6% of global deaths) [7]. A systematic review of published studies reporting physical
activity among South Asian adults residing in South Asia
was undertaken in accordance with the Preferred Reporting
Items for Systematic reviews and Meta-Analyses (PRISMA)
statement (Additional file 1) [19]. Physical activity is defined as any bodily movement
produced by skeletal muscles that substantially elevates
energy expenditure [8]. It is an established fact that
physical activity has many beneficial health effects. Regular
(≥3 times per week) moderate intensity physical activity
such as brisk walking, dancing and gardening decreases
the risk of non-communicable disease [9]. Adequate phys-
ical activity is also known to increase mental well being
[10]. The Harvard alumni study has shown that the alumni
mortality rates were significantly lower among those
who were physically active, even after adjusting for other
lifestyle risk factors [10]. Regular physical activity has
been reported to lower blood pressure in adults with
hypertension [11]. Physical activity assists in weight loss
or a reduction in visceral fat, which could ultimately
help in reducing blood pressure [12]. Participation in
regular physical activity improves blood glucose control
by increasing insulin sensitivity and can prevent or delay
onset of type 2 diabetes [13]. Hence it is evident that
regular physical activity has numerous cardio-metabolic
beneficial effects and the ongoing worldwide epidemic
of cardiovascular and metabolic disease is evidence to the
fact that the general population is physically inactive. Results The total number of research studies included in the
present review is eleven (India-8, Sri Lanka-2, Pakistan-1). In addition, country reports (n = 11, Nepal-3, Bangladesh-2,
India-2, Sri Lanka-2, Bhutan-1, Maldives-1) of World Health
Organization (WHO) STEPS survey for non-communicable
disease risk factors for the South-Asian countries were re-
trieved by searching the WHO website (http://www.who. int/chp/steps/reports/en/index.html). The sample size in
research studies varied from 416–6,940 and the study
setting for research studies were urban (n = 2), rural (n = 3)
or both (n = 6). In the STEPS surveys sample sizes were
between 2,026 and 44,491. Most research studies used
self designed interviewer administered questionnaires Quality assessment adults (>15 years of age), b) Cross‐sectional study design or
being the first phase of a longitudinal study, c) Geographic-
ally and temporally defined population from any of
the South Asian countries mentioned above, d) Being
an original study presenting data on physical activity,
e) Evaluating physical activity using questionnaires, f)
Published in English, or with detailed summaries in
English and g) Peer-reviewed fully published research
papers. Studies limited to adults engaged in a particular
profession, based in hospitals/institutions and confined to
those with diagnosed illnesses were excluded. In addition
conference proceedings, editorials, commentaries and book
chapters/book reviews were excluded. All included research studies were assessed for quality
and assigned a rating of either “good” (6–7 points), “fair”
(4–5 points) or “poor” (1–3 points) by two reviewers (DCR
and RJ). The following seven criteria were used and
each one was given a point; 1) appropriateness of research
design, 2) appropriate recruitment strategy, 3) adequate
response rate (>50%) 4) representativeness of sample, 5)
usage of objective and reliable measures to assess physical
activity 6) power calculation/justification of numbers and
7) appropriateness of statistical analysis. Inclusion and exclusion criteria The following inclusion criteria were used; a) Population-
based studies among healthy non-institutionalized human Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
Page 3 of 11
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Page 3 of 11 Figure 1 Summarized search strategy. Figure 1 Summarized search strategy. Findings from research studies
d
h
ll
l In India the overall prevalence of inactivity was 18.5%-
88.4% (Table 1). In Indian males the prevalence of
inactivity was 12.7%-66.2%. Majority of the studies (n = 5,
62.5%) reported a prevalence of inactivity < 23% in Indian
males. In Indian females the inactivity prevalence was
17.0%-79.6%, while majority of the studies (n = 5, 62.5%)
reported it to be > 39.5%. The prevalence of inactivity in
urban areas of India was reported as 20.7%-88.7%, while
in rural areas it was 6.6%-88.1%. One study conducted in
rural India reported that physical inactivity was more at
leisure time (males - 85.2%, females - 97.3%), and at work
(male - 57.2%, female - 59.9%) and less during transport
(male - 18.8%, female - 45.7%) [23]. A similar study in
both urban and rural areas of India reported inactivity
more at leisure time (74.0%) and less at work (31.0%) [24]. There were two research studies on physical activity
from Sri Lanka [30,31]. One study was conducted on a
nationally representative sample and the other in the most
populous western province of Sri Lanka. Both studies
looked at urban and rural settings and Inactivity was
defined using a uniformed method (IPAQ). The prevalence
of Inactivity was 11% in the national sample and 31.8% in In India the overall prevalence of inactivity was 18.5%-
88.4% (Table 1). In Indian males the prevalence of
inactivity was 12.7%-66.2%. Majority of the studies (n = 5,
62.5%) reported a prevalence of inactivity < 23% in Indian
males. In Indian females the inactivity prevalence was
17.0%-79.6%, while majority of the studies (n = 5, 62.5%)
reported it to be > 39.5%. The prevalence of inactivity in
urban areas of India was reported as 20.7%-88.7%, while
in rural areas it was 6.6%-88.1%. One study conducted in
rural India reported that physical inactivity was more at
leisure time (males - 85.2%, females - 97.3%), and at work
(male - 57.2%, female - 59.9%) and less during transport
(male - 18.8%, female - 45.7%) [23]. A similar study in
both urban and rural areas of India reported inactivity
more at leisure time (74.0%) and less at work (31.0%) [24]. Only one STEPS survey has been carried out in Bhutan
in the capital city Thimphu (2007, n = 2,484). The overall
inactivity prevalence was 58.6% and females (69.6%)
were more inactive than males (49.8%). Findings from STEPS surveys In the STEPS survey reports there was uniformity in the
sampling and the definition of inactivity. Overall in majority
of studies females were more inactive compared to males
(Table 2). Furthermore, leisure related inactivity was >75%
in studies reporting inactivity in this domain and people
were more active in the transport domain when compared
with other domains (Table 2). Two surveys were done in 2002 (n = 11,409) and 2009
(n = 9,275) in Bangladesh. In 2002, overall prevalence of
physical inactivity was 52.3%. However, in this survey
physical activity was categorised as light, moderate, heavy
based on a likert scale; always, usually, sometimes and
never. Inactivity was defined as people who have never
done light/moderate activities, which was different to the
criteria used in all other WHO STEPS surveys. In the
national sample (2009) the overall inactivity prevalence
was 27%, with more females (41.3%) being inactive than
males (10.5%) (Table 2). Data extraction A separate assessment is not included for the
WHO STEPS surveys conducted according to the uniform
STEPS study protocol which satisfies all of the above
seven criterion used for quality assessment. Definition of inactivity How sedentary lifestyle or inactivity was defined varied
significantly in the different studies that used self designed
questionnaires to evaluate physical activity (Table 1). Phys-
ical Activity Level (PAL) (Estimated total energy expend-
iture per 24 hrs / basal metabolic rate) was calculated in 3
studies and a PAL for inactivity was defined (<1.5/<1.69)
[20-22]. However, there was a wide variation in the def-
inition of physical inactivity in the other studies (Table 1). In the WHO STEPS surveys using the GPAQ, the total of
the categorical score in the 3 domains (work, leisure time
and transport) classifies an individual into three categor-
ies; ‘Inactive’, ‘Moderately active’ and ‘Highly active’. The
‘Inactive’ category includes those who do not perform any
physical activity or those reporting some activity, but not
enough to meet other categories. The same definition was
used in the IPAQ for the ‘Inactive’ category. Data extraction Data were extracted from the included studies by one
reviewer using a standardised form and checked for
accuracy by a second reviewer. The data extracted from
each study were: a) study details (lead author, country/
city, year published/year of survey), b) methods (sample
size, sampling method, age of subjects in years and type
of questionnaire used, definitions), and c) physical activity
data (all adults, males, females and domain specific
data). Discrepancies in the extracted data were resolved by
discussion, with involvement of a third reviewer when
necessary. Page 4 of 11 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 the other study conducted in western province (Table 1). Males (14.6% and 38.5%) were more inactive than females
(8.7% and 24.7%). Inactivity of urban adults was 35.2% and
higher than rural adults (27.6%) in the study from Western
province (Table 1). In the National sample; female gender
(OR:2.1), age > 70 (OR:3.8), urban-living (OR:2.5), Muslim
ethnicity (Sri Lankan Moor) (OR:2.7), tertiary education
(OR:3.6), obesity (OR:1.8), diabetes (OR:1.6), hypertension
(OR:1.2) and metabolic syndrome (OR:1.3) all significantly
increased odds of being ‘inactive’ [31]. The only study
on physical activity conducted in urban Pakistan using
IPAQ showed that prevalence of inactivity was 60.1%
(males-52.1%, females-69.8%) [29]. for evaluation of physical activity (n = 7). International
Physical Activity Questionnaire (IPAQ) was used by 3
research studies and 1 study used WHO STEPS survey
tool. All WHO STEPS surveys used Global Physical
Activity Questionnaire (GPAQ) for the evaluation of
physical activity. Majority of the research studies received
a “good” (n = 5) or “fair” (n = 3) ranking on the quality
assessment, while only 3 were ranked “poor” (Additional
file 2). A separate assessment is not included for the
WHO STEPS surveys conducted according to the uniform
STEPS study protocol which satisfies all of the above
seven criterion used for quality assessment. for evaluation of physical activity (n = 7). International
Physical Activity Questionnaire (IPAQ) was used by 3
research studies and 1 study used WHO STEPS survey
tool. All WHO STEPS surveys used Global Physical
Activity Questionnaire (GPAQ) for the evaluation of
physical activity. Majority of the research studies received
a “good” (n = 5) or “fair” (n = 3) ranking on the quality
assessment, while only 3 were ranked “poor” (Additional
file 2). Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 , Rural, M
579, (Ma
s, Urban
uster sa
416 (M es
racterist
782 (mal
s Urban minister
ys, carryi
activities
y calcula
dex inclu y
onnaire,
zed,
1.40–1.69
onnaire,
physical
nactive:
hour
per week
exercise Findings from research studies
d
h
ll
l Two large
STEPS surveys were done in India in 2003–2005 (6 states,
n = 44,491) and 2007–2008 (7 states, n = 39,064). In 2003
the overall prevalence of physical inactivity was 15.8% and
in 2007 it was 72.3%. This variation could be attributed to
different states used in the two surveys. However Kerala
and Maharashtra states were evaluated in both surveys,
and the overall prevalence of physical inactivity in Kerala/
Maharashtra has increased from 6.7%/6.8% in 2003 to
75.8%/81.2% in 2007. Male and Female physical inactivity
in 2003 was 12.6% and 18.9% respectively. In 2007 preva-
lence of Male and Female physical inactivity was 58.5%
and 75.7% respectively. Overall females were more inactive
than males and urban residents were more inactive than
rural (Table 2). The only STEPS survey conducted in
Maldives (2004) has been conducted in its’ capital city Malē
(n = 2026). p
g
g
at work, home or tran
discretionary time
es 3,768, Females
rban, rural and
ng
Interviewer administe
PAL was calculated an
PAL <1.40 extremely in
sedentary/lightly active
s 260, Females 260),
nd rural, Random
Interviewer administe
Inactive: Sedentary job
exercise or cycling, M
Sedentary job and som
physical exercise and/o
OR Standing job and n
or cycling ural po at work,
discretio
Interview
PAL was
PAL <1.4
sedentary
Interview
Inactive:
exercise
Sedentar
physical
OR Stand
or cycling Findings from research studies
d
h
ll
l More than 90% (Males 91.2%, Females 94.6%) at work, home or transport and
discretionary time
●In males inactivity was 19.7%, while in females it was
17.0%
6,447, (Males 3,768, Females
7-76 yrs, Urban, rural and
xed sampling
Interviewer administered questionnaire,
PAL was calculated and categorized,
PAL <1.40 extremely inactive, PAL 1.40–1.69
sedentary/lightly active
●Extreme inactivity prevalence 9.7% (Males 7.4%,
Females 12.9%), ●Sedentary/lightly active prevalence
62.1% (Males 58.8%, Females 66.7%)
520, (Males 260, Females 260),
rs, Urban and rural, Random
Interviewer administered questionnaire,
Inactive: Sedentary job and no physical
exercise or cycling, Moderately inactive:
Sedentary job and some but <1 hour
physical exercise and/or cycling per week
OR Standing job and no physical exercise
or cycling
●Prevalence of inactivity 29.4%* (Males 12.7%, Females
46.1%, Urban 29.6%, Rural 29.2%), ●Prevalence of
moderate inactivity 21.5%,* (Males 25.7%, Females
17.3%, Urban 30.0%, Rural 13.1%), ●Inactivity was
more in Urban and in females, ●Urban females
waist circumference reduced (p < 0.05) with
increased physical activity, ●BMI showed a steady
decline from inactivity to activity
,825, (Males 650, Females 1175),
Rural population
Interviewer administered questionnaire,
Sedentary lifestyle: those who had never
●40.0% had a sedentary lifestyle (Males 40.8%,
Females 39.7%) males it was
ales 7.4%,
e prevalence
.7%, Females
valence of
%, Females
ctivity was
females
with
ed a steady e in all
s 85.2%,
8.8%,
57.2%
ghest in
roup
2.9%,
ore
than
0%),
more
8.9%,
n 1.64
in
an
n the
r
old
not
d
and
cised vity lev
30-1.56
> 58 yr
w ove
tionary
●Wo
ercise
les, ●
n/day
ross ag
6 yrs ag 5%) and w
nactivity m
%), and le
%), ●Ina
- 59.9%; ●
4 yrs) and
prevalen
1.9% ), ●
poration 2
●Inactivit
(31.0%), ●
%, RR = 1
killed wo
(32.0%, R
3%, RR =
prevalenc
nder diffe
activity w
nactivity p
%), ●Sed
58.8%, F
of inactiv
n 29.6%, 5%) and w
nactivity m
%), and le
%), ●Ina
- 59.9%; ●
64 yrs) and
prevalen
1.9% ), ●
poration 2
●Inactivit
(31.0%), ●
7%, RR = 1
killed wo
(32.0%, R
3%, RR =
prevalenc
ender diffe
activity w
nactivity p
%), ●Sed
58.8%, F
of inactiv
n 29 6%, Females 39.7%) Res
●P
and
olde
fem
mal
you
disc
cho
exe
40.9
high
(rec R
a
o
f
m
y
d
c
e
4
( e,
e +
ure
e y
onnaire,
zed,
1.40–1.69
onnaire,
hysical
nactive:
hour
per week
exercise ose who had never minister
ys, carry
activities
y calcula
dex inclu g
home or tran
nary time
er administer
calculated an
0 extremely in
/lightly active
er administer
Sedentary job
or cycling, Mo
y job and som
exercise and/o
ng job and n ools an
ministe
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), Seden ools an
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sical a
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tabolic
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Inactive:
light/sede
travel, Ina
Composit Interview
Inactive:
light/sede
travel, Ina
Composit Sedentar at work,
discretio
Interview
PAL was
PAL <1.4
sedentar
Interview
Inactive:
exercise
Sedentar
physical
OR Stand
or cycling 441),
ent pling
les 3689),
atified
188) pling
les 3689),
atified
188) pulation s 3,768, Females
rban, rural and
ng
260, Females 260),
d rural, Random ural po 447, (M
-76 yrs
ed sam
20, (Ma
Urban http://www.ijbnpa.org/content/10/1/116 http://www.ijbnpa.org/content/10/1/116 (Males 52.1%, Females 69.8%)
●Females were significantly more inactive than
males (OR: 2.1, 95% CI 1.5–3.1, p < 0.001)
●Prevalence of inactivity 31.8%* (Males 38.5%,
Females 24.7%), ●Inactivity in urban adults 35.2%
(Males 41.0%, Females 29.0), ●Inactivity in rural
adults (Males 35.0%, Females 19.0%), ●Physical
inactivity had a significant association with high
BMI among women irrespective of their urban or
rural living
●Prevalence of inactivity 11.0% (Males 14.6%,
Females 8.7%) th
2% th
2% ral
with
%
an
%,
35.2%
l rban or
%, rban or
%, an 88.7%
on incre
activity 6
e inactiv
< 0.001)
* (Males
rban ad
activity irrespective of thei
ivity 11.0% (Males 1 n 88.7%
on incre
ctivity
e inactiv
0.001)
(Males
ban ad
activity ve of thei
% (Males 1 4% (U
perte
ce of
%)
tly m
–3.1,
y 31.8
vity in
9.0), ● Exercise
.1%), ●P
ck of exer
Males 52.1
Females
ales (OR:
Prevalen
males 24
Males 41.0
ults (Ma BMI amon
rural livin
●Prevalen
Females 8 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
Page 7 of 11
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http://www.ijbnpa.org/content/10/1/116 Table 2 Summary of findings from STEPS surveys
Country Year
of study
Sample characteristics
Results
Inactive (%)
Inactivity in each domain (%)
Male
Female
Urban
Rural
Total
Work
Transport
Recreation
Bangladesh 2002
Sample size 11,409
NR
NR
50.1#
56.7#
52#
(Male 5,625, Female 5,784)
Age 25–64 yrs
Urban and rural
In capital city - Dhaka
Bangladesh 2009-2010
Sample size 9,275
10.5
41.3
NR
NR
27.0
45.7
44.5
81.9
(Male 4,312, Female 4,963)
Age > 25 yrs
Urban and rural
Bhutan 2007
Sample size 2,484
49.8
69.6
58.6
NA
58.6
69.0
63.2
78.7
(Male 1,138, Female 1,346)
Age 25–74 yrs
Urban
In capital city - Thimpu
India 2003-2005
Sample size 44,491
(Male 21,871, Female 22,620)
Age 15–64 yrs
Urban and rural
6 States in India
1. Assam
8.3
10.7
26.1*
1.6*
9.5*
28.3*
24.6*
NR
2. Delhi
25.5
15.5
26.3*
NR
20.4*
62.9*
39.3*
NR
3. Haryana
16.9
47.6
38.3*
24.6*
32.7*
78.4*
41.9*
NR
4. Kerala
4.8
4.3
7.6*
5.9*
6.7*
18.4*
31.8*
NR
5. Maharashtra
7.7
6.1
14.9*
1.3*
6.8*
24.5*
21.1*
NR
6. http://www.ijbnpa.org/content/10/1/116 Tamil Nadu
16.9
27.2
29.1*
19.9*
22.0*
90.8*
25.1*
NR
India 2007-2008
Sample size 38,064
(Male 16,891, Female 21,173)
Age 24–64 yrs
Urban and rural
7 states in India
1. Andhra Pradesh
55.9
79.7
77.5
63.8
67.7
NR
NR
NR
2.Kerala
64.7
86.2
70.8
74.5
75.8
NR
NR
NR
3. Madhya Pradesh
33.5
52.0
68.3
31.8
42.3
NR
NR
NR
4. Maharashtra
75.4
87.7
86.1
77.2
81.2
NR
NR
NR
5. Mizoram
60.9
82.4
79.1
62.5
71.1
NR
NR
NR
6. Tamil Nadu
57.3
74.2
79.4
61.6
65.8
NR
NR
NR
7. Uttarakhand
64.6
69.7
91.6
57.6
67.1
NR
NR
NR
Maldives 2004
Sample size 2,026
NR
NR
NR
NA
NR
93.2*
NR
NR
(Male 934, Female 1,092)
Age 25–64 yrs
Urban (In Male) Table 2 Summary of findings from STEPS surveys
Country Year
of study
Sample characteristics Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
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http://www.ijbnpa.org/content/10/1/116 Page 8 of 11 Table 2 Summary of findings from STEPS surveys (Continued)
Nepal 2003
Sample size 2,030
73.6
90.9
NR
NA
82.3*
82.3*
27.6*
94.5*
(Male 1,010, Female 1,020)
Age 25–64 yrs
Urban
Nepal 2004-2005
Sample size 7,792
NR
NR
NR
NR
NR
51.5
19.1
86.0
(Male 3,674, Female 4,118)
Age 15–64 yrs
Urban and rural
Nepal 2007
Sample size 4,328
5.2
5.9
NR
NR
5.5
10.6
19.0
83.2
(Male 1,907, Female 2,421)
Age 15–64 yrs
Urban and rural
15 of 75 districts
Sri Lanka 2003
Sample size 3,000
12.1
19.1
NR
NR
15.6
58.3*
NR
94.8*
(Male 1,500, Female 1,500)
Age 15–74 yrs
Urban
One of nine provinces - Western
Sri Lanka 2006
Sample size 11,680
17.9
31.9
NR
NR
25.0
NR
NR
NR
(Male 5,765, Female 5,915)
Age 24–64 yrs
Urban and rural
5 random districts out of all 25 districts
* - calculated from available data; NR – Not reported; NA – Not applicable. http://www.ijbnpa.org/content/10/1/116 Table 2 Summary of findings from STEPS surveys (Continued) - calculated from available data; NR – Not reported; NA – Not applic of the respondents reported that they are physically inactive
at work. In contrast STEPS survey data on physical activity
were available from all countries except Pakistan. All
research studies from the region collectively evaluated
physical activity of 26,360 adults, while STEPS surveys
contained data on 136,579 adults. We observed a marked
variation between research studies in the definition of
physical inactivity and in the questionnaires used. Hence,
comparisons between studies were undertaken with
caution. This barrier was overcome in the STEPS surveys
as they used the GPAQ to evaluate physical activity. It is
important that future researchers try and adhere to this
uniformity in order to derive intra- and inter-regional
comparable data and observe secular trends in physical
activity. The present study mainly focuses on the preva-
lence of physical inactivity and its variations with gender
and area of residence. We also tried to identify inactivity
levels in different domains (work, transport, leisure) as
occupations, transport methods, social and cultural values
differ in this region compared to other regions and the
developed world. Three STEPS surveys have been conducted in Nepal. In
2003 only an urban sample was taken from the capital city
(n = 2,030). In later STEPS surveys both urban and rural
samples were studied (2004 n = 7,792 and 2007 n = 4,328). The 2003 survey reported an overall inactivity of 82.9%
(Males 74.6%, Females 91.2%) in the urban residents. However in contrast the 2007 national sample (conducted
in 15 out of 75 districts) reported that overall inactivity
was only 5.5% (Males 5.2%, Females 5.9%) (Table 2). In
Sri Lanka two STEPS surveys were done in 2003 (single
province, n = 3,000) and 2006 (five districts, n = 11,680). In 2003 overall prevalence of physical inactivity was
15.6% and in 2006 it has increased to 25%. Females
(2003–19.1%, 2006–31.9%) were more inactive than
males (2003–12.1%, 2006–17.9%) in both studies. Discussion To our knowledge this is the first systematic review
evaluating physical inactivity and physical activity patterns
among adults from South Asian countries. Published
research articles evaluating physical activity prevalence
were only available from India, Sri Lanka and Pakistan. We observed several socio-economical factors associated
with physical inactivity. Skilled workers and professionals
were more inactive than unskilled workers in the region
[24]. Similarly, higher education was a significant factor Page 9 of 11 associated with physical inactivity [31]. Among South
Indians, Vaz et al. reported that people engaging in rec-
reational exercise were inactive in other domains
[20,21]. Gender is also an important factor to determining
physical activity levels of a population. Several studies
reported higher physical inactivity among South Asian
women [23,25,29,31,32]. Cultural expectations may restrict
the participation of women in certain forms of physical
activity in some religious and ethnic groups in the region. The traditional role of South Asian women in taking
care of household work and supporting extended family
members may limit the time available for them to engage
in physical activity, in particularly leisure time physical
activities. Low physical activity is one of the contributing
risk factors for the higher obesity levels seen among Asian
Indians [33]. A qualitative study conducted among South
Asians living in United Kingdom found that understanding
external motivators and social context of their lives is
very crucial for developing successful physical activity
interventions [34]. Hence, although exercise is promoted
in public health campaigns to increase the overall physical
activity level of a population, it is important to under-
stand socio-economical factors associated with different
populations in order to deliver effective physical activity
interventions. which were studied in both surveys also showed marked
variation. This could be due to differences in the sampling
frames used. However such dramatic increases in inactiv-
ity over a short period warrants further investigation. The
only surveys conducted in urban capitals of Maldives and
Bhutan had significantly higher prevalence of inactivity. In
Bhutan inactivity was lower compared to Maldives due to
it being mostly an agrarian society with nearly 50% of
the labour force engaged in agriculture as compared to
Maldives where most are involved in the tourism industry
[37]. The most active regional country in the STEPS
surveys was Nepal, possibly due to 80% of the Nepalese
population being involved in agriculture [38]. Discussion In all regional
countries work and transport related activity was higher
compared to leisure time activity. Hence it is important
to consider individual country profiles, proportions of
urbanity and cultures when delivering public health mes-
sages focused on leisure time activity. Comparable nationally representative country data are
available from the WHO World Health Survey (IPAQ
questionnaire) conducted in 2002–2003, where the male
and female inactivity prevalence was as follows; India
9.3% & 15.2%, Nepal 6.7% & 9.7% and Sri Lanka 7.3% &
13.8% [39]. The data are fairly comparable to those from
WHO STEPS surveys in India (2003) and Nepal (2007). In
contrast in Sri Lanka inactivity has markedly increased
from the 2002 World Health Survey to the 2006 STEPS
survey. Several studies show that IPAQ overestimates
inactivity prevalence and under estimates prevalence in
rural areas of developing countries [32,40,41]. The STEPS
surveys have also been conducted in 80 developing
countries around the world allowing for a meaningful
comparison across regions [35]. In the Western Pacific
region (19 countries) inactivity prevalence ranged from
7.5% in Mongolia to 75.3% in Cook Islands with majority of
countries falling between 40%-66%. Eastern Mediterranean
(14 countries) prevalence of inactivity ranged from
30%-60%. In Africa (31 countries) lowest prevalence of
inactivity was observed in Mozambique (6.4%) and highest
in Zimbabwe (79.3%). In nearly half of the African countries
inactivity was <29%. East Asian countries like Myanmar
(12.7%) and Indonesia (22.6%) had prevalence’s of inactivity
comparable with the South Asia and Africans. With the
available data we observe that the persons residing in South
Asian region are more active compared with the Western
Pacific and Mediterranean countries, lying in parallel with
East Asia and Africa. In developing countries with agrarian
economies inactivity was low irrespective of the region
(Nepal, Mongolia, Malawi, Mozambique and Cambodia). However the inactivity prevalence seems to be on the rise
in most Western Pacific countries due to recent economic
transitions. Hence, countries in the South Asian region in
economic transition also need public health planning to
enable the people to maintain their already existing active The WHO STEPwise approach was introduced for
chronic disease risk factor surveillance in order to
close the gap in the availability of data from developing
countries and to strengthen their capacity to conduct
such surveillances [35]. The GPAQ used in these surveys
not only gave uniformity to the gathered data, it also
allowed meaningful comparisons. Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Discussion The GPAQ is known to
be reliable for surveys in developing countries, adaptable
to incorporate cultural differences [36]. The initial STEPS
surveys from the region were mostly in sub-populations
and confined to logistically favourable areas like capitals. Sri Lanka (2006), Nepal (2007) and Bangladesh (2009)
(Inactivity: 25%, 5.5% and 27% respectively) had nationally
representative samples in subsequent surveys. Prevalence
of overall inactivity reduced in these subsequent surveys as
the sample dispersed from populations in urban capitals to
the rural parts of the countries. This highlights the effect of
urbanity on physical activity. However, in the Sri Lankan
STEPS surveys inactivity prevalence has increased in the
second survey (2006), which used a national sample. This is
probably due to the initial survey (2003) being conducted
in more rural areas of the Western province of Sri Lanka,
in contrast to Nepal and Bangladesh where the initial
surveys were from more urbanised capitals. The two large STPES surveys (2003, 2007) from India
contrasted in the prevalence of inactivity, possibly attribut-
able to subjective variations in data collection, inter-state
variations and differences in time and season of data col-
lection. However, data from Kerala and Maharashtra states Page 10 of 11 life styles. We also observe that females were more inactive
in the South Asian region when compared to males, a
finding which is seen in most other regions and even in
developed countries. leisure time. These factors need to be considered when
planning future interventions and research aimed at
improving PA in the region. However, future researchers
should try and adhere to uniformity in definitions and
assessment tools in order to derive intra- and inter-regional
comparable data and observe secular trends. The International Prevalence Study conducted in 2002–
2004 using IPAQ categorized inactivity to be least in China
(6.9%), New Zealand (12.2%), Canada (13.7%), USA (15.9%)
and Australia (17.2%) [42]. We observe that South Asian
activity levels were in parallel or sometimes better than
these developed countries which have longer physical
activity promotion strategies, mainly targeted at improving
leisure time physical activity. However with increased
urbanisation and busy work schedules the leisure time is
also reduced. In the South Asian region we observed that
activity during work and transport is higher than leisure
time activity. Promoting leisure time activity has also
become a challenge in South Asia due to cultural and
attitudinal barriers. Discussion Hence public health messages in
the region should be directed at improving all domains of
activity with work and transport policies of the countries
supporting them. Competing interests The authors declare that they have no competing interests. Received: 7 April 2013 Accepted: 9 October 2013
Published: 12 October 2013 Received: 7 April 2013 Accepted: 9 October 2013
Published: 12 October 2013 References 1. Gupta M, Singh N, Verma S: South Asians and cardiovascular risk: What
clinicians should know. Circulation 2006, 113(25):e924–e929. 1. Gupta M, Singh N, Verma S: South Asians and cardiovascular risk: What
clinicians should know. Circulation 2006, 113(25):e924–e929. 2. Eapen D, Kalra GL, Merchant N, Arora A, Khan BV: Metabolic syndrome and
cardiovascular disease in South Asians. Vasc Health Risk Manag 2009,
5:731–743. 2. Eapen D, Kalra GL, Merchant N, Arora A, Khan BV: Metabolic syndrome and
cardiovascular disease in South Asians. Vasc Health Risk Manag 2009,
5:731–743. 3. Erens B, Primatesta P, Prior G: The health of minority ethnic groups ′99
methodology & documentation. London: The health survey for england; 2001. 4
Jayawardena R Ranasinghe P Byrne NM Soares MJ Katulanda P Hills AP: 3. Erens B, Primatesta P, Prior G: The health of minority ethnic groups ′99
methodology & documentation. London: The health survey for england; 2001. 4. Jayawardena R, Ranasinghe P, Byrne NM, Soares MJ, Katulanda P, Hills AP:
Prevalence and trends of the diabetes epidemic in South Asia: a
systematic review and meta-analysis. BMC Public Health 2012, 12:380. 5. Gupta M, Brister S: Is South Asian ethnicity an independent
cardiovascular risk factor? Can J Cardiol 2006 22(3):193 197 4. Jayawardena R, Ranasinghe P, Byrne NM, Soares MJ, Katulanda P, Hills AP:
Prevalence and trends of the diabetes epidemic in South Asia: a
systematic review and meta-analysis. BMC Public Health 2012, 12:380. 5. Gupta M, Brister S: Is South Asian ethnicity an independent
cardiovascular risk factor? Can J Cardiol 2006, 22(3):193–197. 6. Qin L, Corpeleijn E, Jiang C, Thomas GN, Schooling CM, Zhang W, Cheng
KK, Leung GM, Stolk RP, Lam TH: Physical activity, adiposity, and diabetes
risk in middle-aged and older Chinese population: The Guangzhou
Biobank Cohort Study. Diab Care 2010, 33(11):2342–2348. Authors’ contributions One of the strengths of the current systematic review is
the comprehensive and easily replicable search strategy
applied to 3 major medical databases. In addition we
systematically selected the studies through the application
of well-defined inclusion/exclusion criteria. We would also
like to highlight several limitations in the present review. Firstly, most of studies were limited to regional populations. As South Asian countries have considerably diverse ethnic
groups, the regional findings may not be generalized
to whole country or for the entire South Asian region. Secondly, there is no uniformity on physical activity
assessment tools. Although several of studies have used
IPAQ, differences in the formats used limit comparability. For instance, Arambepola et al. has used longer version of
IPAQ whereas Katulanda et al. has used a short version
[30,31]. Thirdly, there is clear heterogeneity on the defin-
ition of physical inactivity/sedentary life style and physical
activity levels. Furthermore, only limited number of articles
reported data on the sub-domains of physical activity
(work, transport and leisure). In addition, although many
studies have shown that resistance exercise improves over-
all health and that it is beneficial for South Asians with
Diabetes at present there is only very limited data available
for South Asians [43,44]. DC, PR and RJ made substantial contribution to conception and study
design. DC, PR and RJ were involved in data collection. DC, PR, RJ and AM
were involved in refining the study design, statistical analysis and drafting
the manuscript. DC, PR, RJ and AM critically revised the manuscript. All
authors read and approved the final manuscript. Additional files Additional file 1: PRISMA 2009 checklist. Additional file 2: Assessment of Quality of the included Research
Studies. Additional file 1: PRISMA 2009 checklist. Additional file 2: Assessment of Quality of the included Research
Studies. Abbreviations Abbreviations
GPAQ: Global physical activity questionnaire; IPAQ: International physical
activity questionnaire; MeSH: Medical subject heading; MET: Metabolic
equivalents; OR: Odds ratio; PAL: Physical activity level; PRISMA: Preferred
reporting in systematic reviews & Meta-Analysis; WHO: World Health
Organization. Author details
1 1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka. 2Department of Pharmacology, Faculty of Medicine,
University of Colombo, Colombo, Sri Lanka. 3Institute of Health and
Biomedical Innovation, Queensland University of Technology, Brisbane,
Queensland, Australia. 4Fortis-C-DOC Centre of Excellence for Diabetes,
Metabolic Diseases and Endocrinology, Chirag Enclave, New Delhi, India. Received: 7 April 2013 Accepted: 9 October 2013
Published: 12 October 2013 Conclusions Jepson R, Harris FM, Bowes A, Robertson R, Avan G, Sheikh A: Physical
activity in South Asians: An in-depth qualitative study to explore
motivations and facilitators. PLoS One 2012, 7(10):e45333. 12. Reaven PD, Barrett-Connor E, Edelstein S: Relation between leisure-time
physical activity and blood pressure in older women. Circulation 1991,
83(2):559–565. 35. World Health Organization: WHO Chronic diseases and health promotion,
STEPS country reports. http://www.who.int/chp/steps/reports/en/index.html. 13. Hamman RF, Wing RR, Edelstein SL, Lachin JM, Bray GA, Delahanty L, Hoskin
M, Kriska AM, Mayer-Davis EJ, Pi-Sunyer X, et al: Effect of weight loss with
lifestyle intervention on risk of diabetes. Diabetes Care 2006,
29(9):2102–2107. 36. Armstrong TA, Bull FC: Development of the Global Physical Activity
Questionnaire (GPAQ). J Public Health 2006, 14:66–70. Questionnaire (GPAQ). J Public Health 2006, 14:66–70. 37. Central Intelligence Agency: The world factbook; 2013. https://www.cia.gov/
library/publications/the-world-factbook/index.html. 14. Zaman MJ, Jemni M: South Asians, physical exercise and heart disease. Heart 2011, 97(8):607–609. 38. Ertur O: The need for a national urbanization policy in Nepal. Asia Pac
Popul J 1994, 9(3):19–36. 15. Williams ED, Stamatakis E, Chandola T, Hamer M: Assessment of physical
activity levels in South Asians in the UK: Findings from the Health
Survey for England. J Epidemiol Community Health 2011, 65(6):517–521. 39. Guthold R, Ono T, Strong KL, Chatterji S, Morabia A: Worldwide variability
in physical inactivity a 51-country survey. Am J Prev Med 2008,
34(6):486–494. 16. Fischbacher CM, Hunt S, Alexander L: How physically active are South
Asians in the United Kingdom? A literature review. J Public Health (Oxf)
2004, 26(3):250–258. 40. Ainsworth BE, Macera CA, Jones DA: Comparison of the 2001 BRFSS and
the IPAQ physical activity questionnaires. Med Sci Sports Exerc 2006,
38:1584–1592. 17. Horne M, Tierney S: What are the barriers and facilitators to exercise and
physical activity uptake and adherence among South Asian older adults:
A systematic review of qualitative studies. Prev Med 2012, 55(4):276–284. 41. Craig CL, Marshall AL, Sjöström M: International physical activity
questionnaire: 12-country reliability and validity. Med Sci Sports Exerc
2003, 35:1381–1395. 18. Swaminathan S, Vaz M: Childhood physical activity, sports and exercise
and noncommunicable disease: A special focus on India. Indian J Pediatr
2013, 80(1):63–70. 42. Bauman A, Bull F, Chey T, Craig CL, Ainsworth BE, Sallis JF, Bowles HR,
Hagstromer M, Sjostrom M, Pratt M, et al: The international prevalence
study on physical activity: results from 20 countries. Int J Behav Nutr Phys
Act 2009, 6:21. Conclusions y
,
(
)
7. World Health Organization: Global health risks: Mortality and burden of
disease attributable to selected major risks. Geneva: World Health
Organization; 2009. There is a wide variation in the prevalence of physical
inactivity among South-Asian adults within and between
countries. Hence it is difficult to comment about the
overall prevalence of physical inactivity in the region. In the
South Asian regions females, skilled workers, professionals
and those with higher education were more inactive. Majority of South Asian adults were inactive during their 8. Aust NZJ, MedCaspersen CJ, Powell KE, Christenson GM: Physical activity,
exercise, and physical fitness: Definitions and distinctions for
health-related research. Public Health Rep 1985, 100(2):126–131. 9. Willett WC, Koplan JP, Nugent R, Dusenbury C, Puska P, Gaziano TA: 8. Aust NZJ, MedCaspersen CJ, Powell KE, Christenson GM: Physical activity,
exercise, and physical fitness: Definitions and distinctions for
health-related research. Public Health Rep 1985, 100(2):126–131. 9. Willett WC, Koplan JP, Nugent R, Dusenbury C, Puska P, Gaziano TA:
Prevention of chronic disease by means of diet and lifestyle changes. In
Disease control priorities in developing countries. 2nd edition. Edited by 9. Willett WC, Koplan JP, Nugent R, Dusenbury C, Puska P, Gaziano TA:
Prevention of chronic disease by means of diet and lifestyle changes. In
Disease control priorities in developing countries. 2nd edition. Edited by Page 11 of 11 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Jamison DT, Breman JG, Measham AR, Alleyne G, Claeson M, Evans DB,
Jha P, Mills A. Washington (DC): Musgrove P; 2006. Jamison DT, Breman JG, Measham AR, Alleyne G, Claeson M, Evans DB,
Jha P, Mills A. Washington (DC): Musgrove P; 2006. 32. Ekelund U, Sepp H, Barge S: Criterion-related validity of the last 7-day,
short form of the International Physical Activity questionnaire in
Swedish adults. Public Health Nutr 2006, 9:258–265. 10. Fox KR: The influence of physical activity on mental well-being. Public Health Nutr 1999, 2(3A):411–418. 33. Chopra SM, Misra A, Gulati S, Gupta R: Overweight, obesity and related
non-communicable diseases in Asian Indian girls and women. Eur J Clin Nutr 2013, 67(7):688–696. 11. Ishikawa K, Ohta T, Zhang J, Hashimoto S, Tanaka H: Influence of age and
gender on exercise training-induced blood pressure reduction in
systemic hypertension. Am J Cardiol 1999, 84(2):192–196. 34. Conclusions 19. Moher D, Liberati A, Tetzlaff J, Altman DG, Group P: Preferred reporting
items for systematic reviews and meta-analyses: The PRISMA statement. BMJ 2009, 339:b2535. 43. Hills AP, Shultz SP, Soares MJ, Byrne NM, Hunter GR, King NA, Misra A:
Resistance training for obese, type 2 diabetic adults: a review of the
evidence. Obes Rev 2010, 11(10):740–749. 20. Vaz M, Bharathi AV, Kurpad AV: Exercising’ but not active: Implications for
physical activity counselling. Natl Med J India 2006, 19(6):345. 44. Misra A, Alappan NK, Vikram NK, Goel K, Gupta N, Mittal K, Bhatt S, Luthra K:
Effect of supervised progressive resistance-exercise training protocol on
insulin sensitivity, glycemia, lipids, and body composition in Asian
Indians with type 2 diabetes. Diabetes Care 2008, 31(7):1282–1287. 21. Vaz M, Bharathi AV: Perceptions of the intensity of specific physical
activities in Bangalore, South India: Implications for exercise prescription. J Assoc Physicians India 2004, 52:541–544. 22. Sullivan R, Kinra S, Ekelund U, Bharathi AV, Vaz M, Kurpad A, Collier T, Reddy
KS, Prabhakaran D, Ben-Shlomo Y, et al: Socio-demographic patterning of
physical activity across migrant groups in India: results from the Indian
Migration Study. PLoS One 2011, 6(10):e24898. doi:10.1186/1479-5868-10-116
Cite this article as: Ranasinghe et al.: Physical activity patterns among
South-Asian adults: a systematic review. International Journal of Behavioral
Nutrition and Physical Activity 2013 10:116. 23. Krishnan A, Shah B, Lal V, Shukla DK, Paul E, Kapoor SK: Prevalence of risk
factors for non-communicable disease in a rural area of Faridabad
district of Haryana. Indian J Public Health 2008, 52(3):117–124. y
24. Sugathan TN, Soman CR, Sankaranarayanan K: Behavioural risk factors for 24. Sugathan TN, Soman CR, Sankaranarayanan K: Behavioural risk factors for
non communicable diseases among adults in Kerala, India. Indian J Med
Res 2008, 127(6):555–563. non communicable diseases among adults in Kerala, India. Indian J Med
Res 2008, 127(6):555–563. 25. Agrawal VK, Basannar DR, Sing RP, Dutt M, Abraham D, Mustafa MS:
Coronary risk factors in a rural community. Indian J Public Health 2006,
50(1):19–23. g
g
Coronary risk factors in a rural community. Indian J Public Health 2006,
50(1):19–23. 26. Mittal M, Arora M, Bachhel R, Kaur N, Sidhu RS: Physical activity, indices of
obesity and mean arterial blood pressure: Does place of living matters? rural vs urban. J Clin Diagn Res 2011, 5(5):1038–1042. 27. Haldiya KR, Mathur ML, Sachdev R: Lifestyle-related risk factors for
cardiovascular disease in a desert population of India. Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Conclusions Curr Sci 2010,
99(2):190–195. 28. Agrawal R, Chaturvedi M, Singh S, Gupta SC: An epidemiological study of
dietary and exercise habits as correlates of hypertension in persons
aged 45 years and above in Agra District. Indian J Comm Health 2012,
24(2):91–96. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: 29. Khuwaja AK, Kadir MM: Gender differences and clustering pattern of
behavioural risk factors for chronic non-communicable diseases:
Community-based study from a developing country. Chronic Illn 2010,
6(3):163–170. • Convenient online submission 30. Arambepola C, Allender S, Ekanayake R, Fernando D: Urban living and
obesity: Is it independent of its population and lifestyle characteristics? Trop Med Int Health 2008, 13(4):448–457. 31. Katulanda P, Jayawardana R, Ranasinghe P, Rezvi Sheriff M, Matthews DR:
Physical activity patterns and correlates among adults from a
developing country: The Sri Lanka Diabetes and Cardiovascular Study. Public Health Nutr 2013, 16(9):1684–1692. 31. Katulanda P, Jayawardana R, Ranasinghe P, Rezvi Sheriff M, Matthews DR:
Physical activity patterns and correlates among adults from a
developing country: The Sri Lanka Diabetes and Cardiovascular Study. Public Health Nutr 2013, 16(9):1684–1692.
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PAGINA’S 4-23
BUITENPLAATSEN-
LANDSCHAPPEN IN
NEDERLAND
‘GANSCHE STREKEN DES LANDS WAREN
BEDEKT MET BUITENHUIZEN’ PAGINA’S 4-23
BUITENPLAATSEN-
LANDSCHAPPEN IN
NEDERLAND
‘GANSCHE STREKEN DES LANDS WAREN
BEDEKT MET BUITENHUIZEN’ PAGINA’S 4-23
4
BUITENPLAATSEN-
LANDSCHAPPEN IN
NEDERLAND
‘GANSCHE STREKEN DES LANDS WAREN
BEDEKT MET BUITENHUIZEN’
Hans Renes voor de vaste of tijdelijke woonplaatsen van stedelin
gen in het buitengebied een groot aantal verschillende
termen in gebruik. Martin van den Broeke beschrijft
een rondreis door Zuid-Beveland in 1774, waarbij de
reizigers een lange rij van kennissen bezochten op
zomerverblijven die werden aangeduid met termen
als lusthof, lustplaats, landhoeve, lusthoeve, zomer
verblijfplaats, hofstede, hoeve, huis en zelfs boeren
hoeve.6 Veel van die termen laten mooi zien hoe de
stedelingen werden aangetrokken door het schijnbaar
ongecompliceerde landleven. Tegelijk maken ze het
leven van historische onderzoekers lastiger: de ver
schillende termen overlapten elkaar en betekenissen
veranderden in de loop van de tijd. De objecten zelf
toonden ook een grote variatie: in omvang alleen al
liep de reeks van de enorme, met buitenlandse land
huizen vergelijkbare, buitenplaatsen van de stadhou
ders tot de tuintjes van de lagere middenklasse.7 Een
aanduiding als ‘hofstede’ kon bijvoorbeeld zowel dui
den op een boerderij met herenkamer als op een grote
buitenplaats.8 DE BUITENPLAATS: EEN INLEIDING In de uitgebreide literatuur over buitenplaatsen gaat
veruit de meeste aandacht uit naar individuele huizen
en tuinen. In de laatste decennia is daarbij meer inte
resse gekomen voor de relatie tussen buitenplaatsen
en hun omgeving. In dit artikel willen we nog een stap
verder gaan en het begrip buitenplaatsenlandschap
centraal stellen.1 Dat is een relatief nieuw begrip, dat
nog niet zo eenvoudig te definiëren is. Een buitenplaats wordt door de Nederlandse Kaste
lenstichting gedefinieerd als: ‘ieder verblijf, veelal met
tuin en park en bijgebouwen, dat door de eigenaar werd
gesticht met het oogmerk om voor kortere of langere
tijd op het platteland te vertoeven’. Daaraan wordt toe
gevoegd: ‘De stichting had ten doel de gebruikers van
de rust en de landelijke omgeving te laten genieten. Tegelijk diende het als statussymbool en bood het de
mogelijkheid het beheer te voeren over de eventueel
aan de buitenplaats verbonden industriële, landbouw-
en bosbouwbedrijven.’2 In deze definitie ontbreekt het
argument van geldbelegging. In Amsterdam, net als
eerder in Venetië, maakten de risicovolle investerin
gen in handel en scheepvaart gaandeweg plaats voor
zekerder beleggingen in onroerend goed en (in Amster
dam) in aandelen.3 Een buitenplaats kon deel uitmaken van een land
goed dat daarnaast landbouwgrond en bossen omvat
te. Een landgoed beschikte daarmee over inkomsten
die het voortbestaan veilig stelden. Daarentegen was
een buitenplaats vooral een ‘plek van consumptie’, die
weliswaar meestal wel enige inkomsten genereerde,
maar waar toch altijd geld bij moest. b 1. Fragment van de plattegrond van Amsterdam door J. Blaeu,
1649. Dit toont de tuintjes van de middenklasse net buiten
de stadsversterkingen, die ontstonden doordat een van de
kenmerkende strookvormige weilanden werd verkaveld waarbij
een centrale laan werd aangelegd met aan beide zijden tuintjes
(Universiteitsbibliotheek Utrecht) PAGINA’S 4-23
4
BUITENPLAATSEN-
LANDSCHAPPEN IN
NEDERLAND
‘GANSCHE STREKEN DES LANDS WAREN
BEDEKT MET BUITENHUIZEN’
Hans Renes De eigenaar van
een buitenplaats was afhankelijk van inkomsten uit
andere bronnen, zoals handel, industrie, grondstof
fenwinning, koloniale exploitatie of een groot geërfd
kapitaal.9 In de praktijk is de overgang tussen buiten
plaats en landgoed vloeiend, omdat veel buitenplaat
sen, bijvoorbeeld langs de Vecht, voortkwamen uit een
boerderij waaraan een herenkamer of een landhuis
werd toegevoegd. Naast de daardoor ontstane buiten
plaats bleef de boerderij functioneren en voor inkom
sten zorgen. Zo gedefinieerd vormen buitenplaatsen een verbin
ding tussen stad en platteland. Het initiatief lag bij een
stedeling die een deel van het jaar buiten de stad wilde
wonen. Dat maakt dat we de term buitenplaats formeel
niet kunnen gebruiken voor huizen in het landelijk
gebied die het hoofdverblijf van de bewoners vormden,
zoals de landhuizen die de centra vormden van land
goederen en die het hele jaar bewoond waren.4 De
scheidslijn is echter niet altijd duidelijk, zeker niet na
dat in de loop van de negentiende eeuw steeds meer
huizen die als buitenplaats waren gebouwd perma
nent werden bewoond. Het laatste werd mogelijk ge
maakt door verbeterd comfort (verwarming) en snel
lere verbindingen. Misschien schieten we ons doel
voorbij als de term buitenplaats op die huizen niet
meer van toepassing zou zijn. Een andere onduidelijk
heid betreft de minimale omvang. De definitie kan
ook de vele volkstuinachtige complexen buiten de stad
omvatten, waar de eigenaren ook wel eens langer dan
een dag verbleven. In de praktijk worden die niet als
buitenplaats aangeduid, maar de grens is vaag (afb. 1). Buitenplaatsen kunnen worden bekeken als indivi
duele objecten, bestaande uit een huis en een aanslui
tende tuinaanleg. Ze kunnen ook in hun ruimere con
text worden beschreven, als deel van een landgoed of
in samenhang met het omringende landschap. In het
laatste geval kunnen we bijvoorbeeld kijken naar lanen
en zichtassen. In de internationale literatuur bestaat
hiervoor de term ‘estate landscape’,10 wat we zouden
kunnen vertalen met de term buitenplaatslandschap
of, in de terminologie van de provincies Utrecht en
Zuid-Holland, buitenplaatsbiotoop.11 BULLETIN KNOB 2021 • 4
5 b
De term buitenplaats is tegenwoordig algemeen voor
een landhuis met tuinaanleg, maar kwam pas in de
achttiende eeuw in gebruik en werd pas in de negen
tiende eeuw de standaardaanduiding.5 Voordien was BULLETIN KNOB 2021 • 4 Al deze termen doen echter geen recht aan de situatie,
die we nergens mooier dan in Nederland kunnen aan
treffen, van een landschap dat wordt gekenmerkt door
een aaneengesloten reeks buitenplaatsen.12 Voor een
dergelijk landschap – het thema van deze bijdrage –
geef ik daarom de voorkeur aan de term buitenplaatsen
landschap.13 Dit kan worden gedefinieerd als een reeks 5 2. Walcheren in kaart gebracht door D.W.C. en A. Hattinga, 1749-1750 (Zeeuws Archief) 2. Walcheren in kaart gebracht door D.W.C. en A. Hattinga, 1749-1750 (Zeeuws Archief) plaatsennetwerk, geïntroduceerd door de landschaps
architecte Dominique Blom.16 van naast elkaar gelegen buitenplaatsen die samen
een landschapsarchitectonisch ensemble vormen.14
Binnen zo’n reeks kunnen de afzonderlijke buiten
plaatsen of landgoederen door wegen en zichtassen
met elkaar verbonden zijn of een gedeelde oorsprong
hebben. We zullen hieronder enkele voorbeelden be
spreken. Dergelijke linten werden ook in het verleden wel her
kend; ze werden aangeduid als lustwarande17 of, met
een verwijzing naar het pastorale ideaallandschap van
de oude Grieken, als Arcadië.18 De term lustwarande is
interessant. Het begrip warande komt sinds de late
middeleeuwen voor als aanduiding van wildparken,
besloten jachtgebieden. Meer specifiek was een waran
de een wildpark waarin kleine dieren zoals konijnen
werden gehouden. Dergelijke jachtgebieden kenmerk
ten zich door een afwisselend ‘parkachtig’ landschap,
dat ook esthetisch werd gewaardeerd.19 Bij een vroege
vermelding van de term lustwarande, in de achttiende-
eeuwse boekenreeks Tegenwoordige Staat der Vereenig-
de Nederlanden als aanduiding voor de omgeving van BULLETIN KNOB 2021 • 4 • Directe omgeving van Amsterdam
100
• Watergraafsmeer
130
• Haarlem en omstreken
105
• Amstel, Gein, Angstel, Vecht,
Bijlmermeer
150
• ’s-Graveland
26
Totaal
511 • Directe omgeving van Amsterdam
100
• Watergraafsmeer
130
• Haarlem en omstreken
105
• Amstel, Gein, Angstel, Vecht,
Bijlmermeer
150
• ’s-Graveland
26
Totaal
511 VAN BUITENPLAATS NAAR BUITENPLAATSEN
LANDSCHAP Er is tamelijk veel geschreven over de (mogelijke) rede
nen om voor aanleg van buitenplaatsen voor bepaalde
vestigingsplaatsen te kiezen. In sommige gevallen gaan
buitenplaatsen terug tot ouder familiebezit, dat kon be
staan uit een middeleeuws kasteel of landhuis, maar
ook uit een enkele boerderij. Andere buitenplaatsen
werden gebouwd door de eigenaar van een aangren
zend industrieel bedrijf. Bij Utrecht stond bijvoorbeeld
Rotsoord naast een steenfabriek en Zijdebalen bij een
zijdefabriek. Door de voorkeur voor bereikbaarheid over water, de
eis van een niet te grote afstand tot de stad en de aan
trekkelijkheid van grenssituaties zoals de binnen
duinrand, waar het vlakke landbouwgebied grensde
aan de jachtgebieden in de wilde duinen, werden die
vele buitenplaatsen geconcentreerd in een aantal lin
ten. De linten van buitenplaatsen in laag Nederland
zijn, voor zover bekend, uniek in de wereld. Voor buitens van stedelingen was de afstand van be
lang die de eigenaar wilde afleggen tussen het huis in
de stad en de buitenplaats.22 Concentraties van buiten
plaatsen konden ontstaan waar een aantrekkelijk
landschap samenviel met een goede bereikbaarheid
vanuit een nabije stad. In veel gevallen begon zo’n lint met een klein aantal
huizen annex tuinen en kwamen er in de loop van de
tijd steeds meer buitenplaatsen bij. We zouden kun
nen stellen dat buitenplaatsbezitters lijken op heden
daagse toeristen die als reden voor een bezoek aan een
Spaanse costa aangeven dat ze worden aangetrokken
door het strand, het weer of zelfs het mooie land
schap, maar die in feite vooral aangetrokken worden
door andere toeristen. Dagboeken van buitenplaats
bezitters tonen het eindeloze getuttel van de intensie
ve onderlinge contacten tussen de lokale stedelingen
op het platteland. Daarnaast had de concentratie van
buitenplaatsen en landgoederen zeker ook praktische
voordelen. De aanwezigheid van andere buitenplaat
sen versterkte de hoge esthetische kwaliteit van het
landschap. Ook was deskundig personeel makkelijker
te vinden.27 Dat niet iedere stad evenveel buitenplaatsen heeft
voortgebracht, had ook te maken met de stedelijke be
volking zelf: nodig was vooral een elite van redelijke
omvang die beschikte over voldoende financiën om
zich buitenplaatsen te veroorloven. Ook was een sfeer
nodig waarin de leden van deze elite elkaar stimuleer
den om een huis buiten de stad te kopen of te bouwen. Internationaal vinden we dergelijke concentraties zo
wel rond belangrijke stedelijke centra van handel en
nijverheid als rond de grote hoven van vroegmoderne
centrale staten. BULLETIN KNOB 2021 • 4
7 BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4
6 BULLETIN KNOB 2021 • 4 De belangstelling voor dergelijke buitenplaatsen
landschappen groeit en dat leidt al direct tot de intro
ductie van een groot aantal termen. De provincie
Utrecht spreekt van een buitenplaatszone, Zuid-
Holland van een landgoedzone (ietwat verwarrend
omdat het in veel gevallen om buitenplaatsen gaat). Omdat de buitenplaatsen in zo’n zone meestal aan
een weg of water liggen, is de term buitenplaatslint
wel goed getroffen.15 Nog een andere term is buiten 6 de buitenplaats Honselaarsdijk bij Naaldwijk, lijkt de
associatie met jacht nog aanwezig.20 wel uitzonderlijk groot. Roel Mulder gaf een over
zicht van buitenplaatsbezitters per inkomensklasse in
1742. Van de Amsterdammers met inkomens tussen
4000 en 7000 gulden beschikte al een kwart over een
buitenplaats, van degenen met inkomens boven 7000
gulden was dat twee derde (afb. 3).23 De buitenplaatsen
zelf waren relatief klein, zeker in vergelijking met de
Franse en de latere Engelse. 24 Alleen al op Walcheren
lagen rond 1680 ruim vijftig buitenverblijven, een aan
tal dat groeide naar ruim 130 in het midden van de
achttiende eeuw. De meeste behoorden toe aan inwo
ners van de steden Middelburg, Vlissingen en, in min
dere mate, Veere.25 Marc Glaudemans schatte op basis
van kaartstudie dat in het begin van de achttiende
eeuw rond Amsterdam ruim vijfhonderd buitenplaat
sen lagen.26 Hij geeft de volgende aantallen: Wel moeten we bij al deze termen bedenken dat de
betreffende gebieden een oudere geschiedenis hebben
en dat buitenplaatsen slechts een nieuwe laag aan
brengen in een landschap dat al was ingericht. Vaak is
het zelfs de oudere agrarische laag die uiteindelijk
wint, waar de boerderijen de buitenplaatsen overle
ven. De Beemster is werelderfgoed geworden op basis
van de oorspronkelijke agrarische inrichting die nog
steeds goed herkenbaar is. Het buitenplaatsenland
schap vertegenwoordigde hier een kortstondige fase
in de geschiedenis, die in de nominatie als werelderf
goed nauwelijks een rol heeft gespeeld.21 De nadruk in onderstaande tekst ligt op twee perio
den: de zeventiende en achttiende eeuw, gekenmerkt
door geometrische tuinen en door een voorkeur voor
het vlakke land, en de negentiende en vroege twintig
ste eeuw, gekenmerkt door landschappelijke tuinen
en een voorkeur voor de reliëfrijkere zandgebieden. BULLETIN KNOB 2021 • 4 De Nederlandse provincies Holland, Zeeland en
Utrecht nemen internationaal en nationaal een eigen
positie in door het enorme aantal buitenplaatsen
(afb. 2). In de noordelijke Nederlanden was de welvaart
zeker niet eerlijk over de bevolking verdeeld, maar de
groep die zich buitenplaatsen kon veroorloven, was Toch is ook dit niet het hele verhaal. In een aantal
gevallen gaan concentraties van buitenplaatsen terug
op familiebanden, op de doelbewuste ontwikkeling 3. Kaart van de Amsteldijk met buitenplaatsen tussen de Utrechtse Poort en het Groote Loopveld (nu Ouderkerkerlaan) door E. Florijn, 1779
(Stadsarchief Amsterdam) 3. Kaart van de Amsteldijk met buitenplaatsen tussen de Utrechtse Poort en het Groote Loopveld (nu Ouderkerkerlaan) door E. Florijn, 1779
(Stadsarchief Amsterdam) et buitenplaatsen tussen de Utrechtse Poort en het Groote Loopveld (nu Ouderkerkerlaan) door E. Florijn, 1779 van buitenplaatsenlandschappen of, in een enkel ge
val, komt zelfs een zekere eenheid tot stand door de
werkzaamheden van een tuinarchitect.28 In de volgen
de paragrafen nemen we een aantal voorbeelden on
der de loep. Remmet van Luttervelt over de buitenplaatsen aan de
Vecht en over de Stichtse Lustwarande.32 In de jaren zeventig lijkt de belangstelling voor een
dergelijke regionale benadering te zijn toegenomen.33
Een belangrijke pionier was Henri van der Wyck, die al
in de jaren zeventig kaarten publiceerde waarop de
lijn- en vlakelementen waren geaccentueerd die be
hoorden bij de verschillende buitenplaatsen in het ge
bied. In 1977 publiceerde hij kaarten voor de Stichtse
Lustwarande en Kennemerland, twee jaar later ge
volgd door een soortgelijke kaart van de oostelijke
Veluwezoom.34 De kaarten laten zien hoe de buiten
plaatsen hier een bijna aaneengesloten gebied vorm
den en hoe verschillende afzonderlijke buitens door
lanen met elkaar waren verbonden. Van der Wyck ging
daarmee verder dan de eerdere auteurs, door niet uit te
gaan van gebieden met een groot aantal buitenplaat
sen maar van een samenhangend geheel. Dit thema
nummer is daarmee schatplichtig aan Van der Wyck. Contemporaine waarnemers herkenden de buiten
plaatsenlandschappen al. In de achttiende eeuw be
stond een markt voor platenboeken met titels als
Verscheyde gesigten van de vermaarde rievier de buyten
Amstel (een van de eerste, verschenen kort voor 1716),
De zegepralende Vecht (1719), Het verheerlykt Water-
graefs- of Diemer-Meer (1725)29 en Amstel’s Lustwaran-
de, Rhynlands fraaiste gezichten (1732). Een mooi voor
beeld is Het zegenpralent Kennemerlant (ca. BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4
8 BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4 1730), met
een overzichtskaart en gravures van de afzonderlijke
plaatsen, ‘alle naer ’t leven op het naeukeurighste en
met de uiterste oplettenheit door H. de Leth in den
jaere 1728 getekent, en dat wel zonder het minste stipje
aen eenigh gebouw of tuinsieradie over te slaen’.30
Christian Bertram deed voor de huidige provincie
Noord-Holland de interessante observatie dat derge
lijke platenboeken pas verschenen nadat de buiten
plaatsen en de bijbehorende tuinen in de periode 1700-
1730 op grotere schaal waren herbouwd.31 In de volgende paragrafen worden enkele Neder
landse buitenplaatsenlandschappen uit de zeventien
de, achttiende en negentiende eeuw beschreven. BUITENPLAATSENLANDSCHAPPEN VAN
DE ZEVENTIENDE EN ACHTTIENDE EEUW In de twintigste eeuw werden buitenplaatsen het on
derwerp van historisch onderzoek. Sindsdien is een
enorm aantal historische publicaties verschenen,
waarvan de meeste over een enkele buitenplaats gaan. Toch waren er al vroeg auteurs die zich op regionale
schaal bewogen. Te denken valt aan de publicaties van Hoewel er zeker voorgangers aan te wijzen zijn, begon
de glorietijd van de buitenplaatsen in het huidige
Nederland in de zeventiende eeuw.35 Een aantal bui
tenplaatsen gaat terug op middeleeuwse kastelen of
ridderhofsteden, soms omdat de adellijke eigenaren 8 naar Weesp. Een andere route naar de Vecht liep via de
Amstel naar Ouderkerk en vandaar via de Holendrecht
naar Abcoude, en vervolgens over de Angstel en via de
Nieuwe Wetering naar Nieuwersluis aan de Vecht.39 De
spreiding van buitenplaatsen wijst erop dat de laatste
verbinding het belangrijkst was. De Vecht zelf werd in
het netwerk van trekvaarten opgenomen door de aan
leg van een jaagpad in de jaren 1626-1628 (afb. 5 en 6).40
Wel dient opgemerkt dat de nadruk in de literatuur
te sterk op watertransport ligt. Zeker over korte afstan
den liet men zich ook wel per koets vervoeren. Een
kaart van de buitenplaatsen rond Leiden maakt bij
voorbeeld duidelijk dat de buitenplaatsen zowel langs
wegen als langs de Oude Rijn (waar Leiderdorp in 1660
door een buitenlandse reiziger werd omschreven als
‘meer paleizen dan boerenhuizen’) en de trekvaarten
lagen.41 Van de buitenplaatsen rond Den Haag werd
een deel gebouwd aan de Vliet, maar ook hier lagen er
veel aan landwegen, zeker nadat de belangrijkste uit
valswegen in de loop van de zeventiende eeuw werden
bestraat.42 In Zeeland lijkt het reizen van stad naar bui
tenplaats vooral over land te hebben plaatsgevonden. De voorkeur ging daarbij uiteraard uit naar wegen die,
door hun ligging op dijken en stroomruggen, een
groot deel van het jaar begaanbaar waren.43
De grote zeventiende-eeuwse droogmakerijen wer met hun tijd meegingen, soms ook omdat stedelijke
patriciërs niet alleen op zoek waren naar een plek op
het platteland maar ook naar een adellijke status en
uitstraling.36 Toch waren de buitenplaatsen van de ze
ventiende eeuw ook iets nieuws. Het waren, zoals de
term buitenplaats al laat zien, huizen die door de ste
delijke elite werden gebouwd vanuit een behoefte om
een deel van de tijd in het buitengebied door te bren
gen. BUITENPLAATSENLANDSCHAPPEN VAN
DE ZEVENTIENDE EN ACHTTIENDE EEUW Die buitenplaatsen waren over een groot deel van
het land verspreid, maar een aantal gebieden was wel
bijzonder in trek (afb. 4). naar Weesp. Een andere route naar de Vecht liep via de
Amstel naar Ouderkerk en vandaar via de Holendrecht
naar Abcoude, en vervolgens over de Angstel en via de
Nieuwe Wetering naar Nieuwersluis aan de Vecht.39 De
spreiding van buitenplaatsen wijst erop dat de laatste
verbinding het belangrijkst was. De Vecht zelf werd in
het netwerk van trekvaarten opgenomen door de aan
leg van een jaagpad in de jaren 1626-1628 (afb. 5 en 6).40 Wel dient opgemerkt dat de nadruk in de literatuur
te sterk op watertransport ligt. Zeker over korte afstan
den liet men zich ook wel per koets vervoeren. Een
kaart van de buitenplaatsen rond Leiden maakt bij
voorbeeld duidelijk dat de buitenplaatsen zowel langs
wegen als langs de Oude Rijn (waar Leiderdorp in 1660
door een buitenlandse reiziger werd omschreven als
‘meer paleizen dan boerenhuizen’) en de trekvaarten
lagen.41 Van de buitenplaatsen rond Den Haag werd
een deel gebouwd aan de Vliet, maar ook hier lagen er
veel aan landwegen, zeker nadat de belangrijkste uit
valswegen in de loop van de zeventiende eeuw werden
bestraat.42 In Zeeland lijkt het reizen van stad naar bui
tenplaats vooral over land te hebben plaatsgevonden. De voorkeur ging daarbij uiteraard uit naar wegen die,
door hun ligging op dijken en stroomruggen, een
groot deel van het jaar begaanbaar waren.43 b
Het grootste deel van de buitenplaatsen lag aan be
vaarbaar water, binnen een straal van dertig kilometer
van een stad.37 Dat maakte het mogelijk om binnen
een dag per boot van stadshuis naar buitenhuis te kun
nen komen. De oevers van deze wateren waren meestal
bezet door veel buitenplaatsen, wat ongetwijfeld het
cultiveren van de nodige sociale contacten zal hebben
vereenvoudigd. Belangrijke waterverbindingen waren
rivieren zoals de Amstel en de Vecht. Voor Amsterdam
was ook het IJ van betekenis, een zeearm die doorliep
tot aan Velzen en Beverwijk. Door de drooglegging van
het IJ (de IJpolders, rond 1872), de verstedelijking en de
infrastructuur is de vroegere oriëntatie van de buiten
plaatsen rond Velzen nu volkomen onherkenbaar.38 4. Kaart van een gedeelte van Noord-Kennemerland door
H. de Leth, 1728. De buitenplaatsen rond Velsen lagen in een
boog om het westelijke uiteinde van het IJ (de Wijkermeer)
en waren alle via een kort kanaal met dat meer verbonden
(Noord-Hollands Archief) BULLETIN KNOB 2021 • 4 De grote zeventiende-eeuwse droogmakerijen wer
den gefinancierd door dezelfde kooplieden en patrici
ërs die ook buitenplaatsen aanlegden. De investeer
ders kregen land toegewezen in de nieuwe polders
en beschikten daarmee over boerderijen waar ze een De natuurlijke wateren werden in het midden van de
zeventiende eeuw aangevuld met een netwerk van
trekvaarten. Vanuit Amsterdam liep er een langs de
Watergraafsmeer naar Diemerbrug, om zich daar te
vertakken in vaarten naar Muiden en via de Gaasp herenkamer aan konden bouwen en later een landhuis
naast konden zetten. Ten slotte waren er de randen van de hogere zand
gronden, zoals de duinen en de stuwwallen van het
Gooi en de Veluwe. Die hogere gebieden zelf werden
minder aantrekkelijk gevonden dan de rijke veen- en
kleilandschappen, maar boden wel mogelijkheden
voor jacht, een vorm van netwerkvermaak dat verge
lijkbaar is met het huidige golf. Zowel aan de rand van
het Gooi (’s-Graveland) als aan de duinrand (Elswout,
Groenendaal) werd zand afgegraven.44 Dat leverde in
komsten, een vlak stuk land en een waterverbinding
(de vaart die nodig was voor de afvoer van het zand) en
daarmee een goede basis voor een buitenplaats. g
p
De ontwikkeling van buitenplaatsen laat daarnaast
de omvang en rijkdom van de stedelijke elites zien. In
Holland was Amsterdam in de zeventiende en acht
tiende eeuw veruit de grootste en rijkste stad en dat
vertaalde zich in het enorme aantal buitenplaatsen
binnen bereik van deze stad.45 Een tweede grote con
centratie lag rond het bestuurscentrum Den Haag. Daarnaast lagen grote aantallen buitenplaatsen rond
steden als Haarlem46, Leiden47, Delft, Rotterdam48 en
Dordrecht49. De verschillende buitenplaatsenland
schappen overlapten. Zo liep de Amsterdamse invloed
tot aan Utrecht en lagen de buitenplaatsen rond Haar
lem binnen de Amsterdamse invloedssfeer. Hier is
interessant dat bijvoorbeeld de buitenplaatsen in
Heemstede nabij Haarlem vaak door de lokale bevol
king gesticht zijn, maar vanaf de jaren dertig van de
zeventiende eeuw door Amsterdammers werden ge
kocht en later samengevoegd tot grotere buitenplaat
sen.50 In Zuid-Holland vloeiden de invloeden van Den
Haag en Delft samen in het Westland.51 t
Ook aan de Vecht verdrong de kapitaalkrachtige Am
sterdamse elite de Utrechtse, zelfs tot vlak voor de
poorten van Utrecht.52 De Utrechtse bovenlaag week
uit naar gebieden aan de oostzijde van de stad, bijvoor
beeld rond De Bilt, waar een hoeveelheid voormalig
kloosterbezit ter beschikking kwam. Het ging om de
Sint-Laurensabdij in Oostbroek, gesticht in 1121, die
beschikte over een aanzienlijk en grotendeels aaneen
gesloten grondbezit. Geëxploiteerd werd het grondbe
zit vanuit een reeks kloosterboerderijen of ‘uithoven’. Toen het Onze Lieve Vrouweklooster (beter bekend als
het Vrouwenklooster) van de abdij werd afgesplitst,
ging een deel van de uithoven mee. Na de Reformatie
werden de kloosters opgeheven en de bezittingen over
gedaan aan de Staten van Utrecht. Die verkochten ge
bouwen en landerijen grotendeels tussen 1640 en 1680 5. Gezicht vanaf de Ringdijk van de Watergraafsmeer in oostelijke richting naar de Diemerbrug door D. Stopendaal, 1725
(Stadsarchief Amsterdam) 5. Gezicht vanaf de Ringdijk van de Watergraafsmeer in oostelijke richting naar de Diemerbrug door D. Stopendaal, 1725
(Stadsarchief Amsterdam) 5. Gezicht vanaf de Ringdijk van de Watergraafsmeer in oostelijke richting naar de Diemerbrug door D. Stopendaal, 1725
(Stadsarchief Amsterdam) Amsterdam
Rotterdam
Den Haag
Utrecht
Groningen
Noordbroek
Nieuwe Schans
Appingedam
Delfzijl
Uithuizen
Warffum
Ulrum
Dokkum
Leeuwarden
Franeker
Harlingen
Sneek
Assen
Bolsward
Workum
Staveren
Lemmer
Hasselt
Zwolle
Kampen
Enkhuizen
Schagen
Alkmaar
Edam
Monnikendam
Haarlem
Weesp
Naarden
Harderwijk
Amersfoort
Leiden
Delft
Maassluis
Gouda
Vreeswijk/Vianen
Gorinchem
Arnhem
Nijmegen
Dordrecht
Muiden
Hoorn
Purmerend
Zuidbroek
Winschoten
Veendam
trekvaarten tot 1650
trekvaarten aangelegd 1650-1665
6. De aanleg van trekvaarten begon in
laag Nederland rond 1630. In 1665 was
een aaneengesloten netwerk tot stand
gekomen (Ton Markus, Faculteit Geo
wetenschappen Utrecht)
BULLETIN KNOB 2021 • 4
11 Noordbroek Groningen Leeuwarden Zuidbroek Assen Sneek Workum Staveren Lemmer Enkhuizen Hoorn Alkmaar Hasselt Kampen Edam Purmerend trekvaarten tot 1650
trekvaarten aangelegd 1650-1665 Harderwijk Amsterdam Naarden BULLETIN KNOB 2021 • 4 Amersfoort Utrecht Den Haag Gouda Vreeswijk/Vianen Maassluis 6. De aanleg van trekvaarten begon in
laag Nederland rond 1630. In 1665 was
een aaneengesloten netwerk tot stand
gekomen (Ton Markus, Faculteit Geo
wetenschappen Utrecht) Nijmegen Gorinchem Dordrecht 11 7. Buitenplaatsen aan de noordoostzijde van Utrecht die
teruggaan op voormalige kloosters en de bijbehorende
uithoven, aangegeven op de manuscript-topografische
kaart van ca. 1840. Het ingekleurde gebied in het midden
is het huidige Utrecht Science Park (Ton Markus, Faculteit
Geowetenschappen Utrecht) 7. Buitenplaatsen aan de noordoostzijde van Utrecht die
teruggaan op voormalige kloosters en de bijbehorende
uithoven, aangegeven op de manuscript-topografische
kaart van ca. 1840. Het ingekleurde gebied in het midden
is het huidige Utrecht Science Park (Ton Markus, Faculteit
Geowetenschappen Utrecht) keld. Een van de mooiste, zij het onvoltooide, voorbeel
den van zo’n planmatig buitenplaatsenlandschap is
dat langs de weg van Utrecht naar Amersfoort, de
‘wegh der weegen’. Ontwerper hiervan was de archi
tect van het Amsterdamse stadhuis, Jacob van Cam
pen, die zich blijkbaar liet leiden door Italiaanse trak
taten. Everard Meyster vergeleek de weg zelfs met de
Via Appia bij Rome. De aanleg, waarschijnlijk op initi
atief van de stad Amersfoort, begon in 1647 maar
kwam pas in 1652 goed op gang. Aan het aanvankelijke
plan voor de weg waren toen intussen vakken voor de
ontwikkeling van buitenplaatsen toegevoegd. De weg
en de vakken voor de buitenplaatsen, zeventien aan
elke zijde, werden in het terrein uitgezet. De weg kreeg
een breedte van maar liefst zestig meter en moest door
de aangrenzende landeigenaren worden beplant
(afb. 8). Het project is geen groot succes geworden: uit
eindelijk zijn er slechts enkele huizen gebouwd.56 aan de regionale elite. Deze vormde de forse boerde
rijen en stukken land in de loop van de tijd om tot bui
tenplaatsen. Uit de Laurensabdij kwam het landgoed
Oostbroek voort, uit het Vrouwenklooster de buiten
plaats ’t Klooster, ook wel Koelenberg genoemd. De
uithoven vormden de kern van landgoederen als
Houdringe, Beerschoten en Vollenhoven in De Bilt en
Nienoord bij Bunnik (afb. 7).53 8. De Amersfoortse-
weg op de tweede
editie van de Nieuwe
kaart van den Lande
van Utrecht, door
B. du Roy, 1743
(Universiteitsbiblio-
theek Utrecht) BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4
12 b
Vergelijkbare ontwikkelingen vonden plaats rond
Arnhem, waar de lokale elite de bezittingen van het
klooster Mariënborn aan zich wist te trekken en daar
vanaf 1640 een reeks buitenplaatsen stichtte.54 In Zee
land werd het geestelijk grondbezit nog sneller ver
kocht, al tussen 1576 en 1578, en ook daar vinden we
een aantal buitenplaatsen op voormalig geestelijk
grondbezit.55 BULLETIN KNOB 2021 • 4 Er zijn enkele gevallen bekend waarin een groep bui
tenplaatsen aaneensluitend parallel werden ontwik 12 8. De Amersfoortse-
weg op de tweede
editie van de Nieuwe
kaart van den Lande
van Utrecht, door
B. du Roy, 1743
(Universiteitsbiblio-
theek Utrecht) BULLETIN KNOB 2021 • 4
13 13 Interessant als planmatige ontwikkeling is ook
’s-Graveland, aan de westzijde van het Gooi. De Staten
gaven in 1625 aan een aantal Amsterdamse patriciërs
octrooi om hier zand te winnen. Het gebied werd in
1634 in 27 kavels verdeeld, die werden verloot onder de
deelnemers. Enkele jaren later kwam de zandwinning
op gang, na de aanleg van de ’s-Gravelandsevaart
(1638), die de afvoer van zand naar Amsterdam moge
lijk maakte. De vaart had twee takken: een zuidelijke
door de Horstermeer, die vooral werd gebruikt voor
zandafvoer, en een noordelijke naar de Vecht bij Uiter
meer. Op de laatste werd al in 1644 een trekschuit
dienst op Amsterdam geopend.57 Het meeste zand zal
in de eerste jaren zijn gewonnen, maar het gebied is
nooit volledig afgegraven.58 begin al de bedoeling was. Als we de ontwikkeling van
dit gebied in tijdbalken vatten, wordt duidelijk dat al
snel na de afzanding de eerste ‘hofsteden’, vaak boer
derijen met een herenkamer, werden gebouwd
(afb. 9).59 Het lijkt erop dat de afzanders al vroeg, mis
schien zelfs al direct, plannen hadden om het gebied
na afzanding in te richten voor landbouw, met boerde
rijen annex herenkamers (afb. 10). De bouw van echte
herenhuizen begon pas veel later en toont een zeer
sterke spreiding in de tijd. Het bekendste buitenplaatsenlandschap in Neder
land is wel dat langs de Vecht (afb. 11). Interessant is
dat de bouw van deze reeks buitenplaatsen, hoewel
een Amsterdamse aangelegenheid, begon aan de
noordzijde van de stad Utrecht. Al in 1608 kocht hier
de handelaar in huiden en leer Jan Jacobsz. Bal
(1541-1624) de boerderij De Gouden Hoeff in Maarssen. Later zou Bal zich in toespeling op zijn beroep Huyde
coper noemen. BULLETIN KNOB 2021 • 4 In de vier decennia nadien kochten
hij en zijn zoon Joan (1625-1704) meer land in deze Na de afgraving resteerde een vlak landschap, dat
geschikt was voor landbouw maar ook voor de aanleg
van geometrische tuinen. De meeste kavels vinden we
later terug als buitenplaatsen. Net als in de droogma
kerijen moeten we ons hier afvragen of dat vanaf het 9. De ontwikkeling van de buitenplaatsen in 's-Graveland (het gebied van de concessie van 1625) in tijdslijnen
(Ton Markus, Faculteit Geowetenschappen Utrecht) 9. De ontwikkeling van de buitenplaatsen in 's-Graveland (het gebied van de concessie van 1625) in tijdslijnen
(Ton Markus, Faculteit Geowetenschappen Utrecht) BULLETIN KNOB 2021 • 4
14 BULLETIN KNOB 2021 • 4
14 14 10. Brambergen in ’s-Graveland biedt nog een mooi voorbeeld van een boerderij met herenkamer, 1963 (foto G.J. Dukker,
Rijksdienst voor het Cultureel Erfgoed) 10. Brambergen in ’s-Graveland biedt nog een mooi voorbeeld van een boerderij met herenkamer, 1963 (foto G.J. Dukker,
Rijksdienst voor het Cultureel Erfgoed) 11. Ontwikkeling van de buitenplaatsen langs de Vecht (Ton Markus, Faculteit Geowetenschappen Utrecht)
BULLETIN KNOB 2021 • 4
15 11. Ontwikkeling van de buitenplaatsen langs de Vecht (Ton Markus, Faculteit Geowetenschappen Utrecht) BULLETIN KNOB 2021 • 4
15 15 b 12. Kaart van Loenen met een aaneengesloten reeks buiten-
plaatsen, kopergravure door C.C. van Bloemswaerdt, 1727
(Universiteitsbibliotheek Utrecht) b 12. Kaart van Loenen met een aaneengesloten reeks buiten-
plaatsen, kopergravure door C.C. van Bloemswaerdt, 1727
(Universiteitsbibliotheek Utrecht) veel langzamer op gang. In de Watergraafsmeer, die
droogviel in 1629, werden in de loop van de zeventien
de eeuw hofsteden en buitenplaatsen gebouwd, maar
volgde de grote doorbraak pas na 1700. Glaudemans
vermeldt dat er op ‘een zeker moment’ 50 hofsteden,
31 buitenplaatsen en 53 (grotendeels openbare) ple
ziertuinen lagen, waarvan er slechts 14 vóór 1700 en
slechts drie vóór 1651 waren aangelegd.63 omgeving. De laatste, die zich later Joan Huydecoper
van Maarsseveen liet noemen, bouwde de Gouden
Hoeff in 1629 uit tot de buitenplaats Goudestein. Veel
van het aangekochte land werd verkaveld en in delen
verkocht voor de aanleg van buitenplaatsen. Het was
een succesvolle projectontwikkeling. De reeks buiten
plaatsen die hier tot stand kwam, droeg bij aan het
prestige van de al aanwezige buitens.60 Onlangs konden we ook voor de Purmer vaststellen
dat de ontwikkeling geleidelijk verliep (afb. 13. De buitenplaatsen in de
Purmer in tijdslijnen
(Ton Markus, Faculteit Geo
wetenschappen Utrecht) BULLETIN KNOB 2021 • 4 13).64 In de
eerste jaren nadat de Purmer in 1622 droogviel, werden
twee buitenplaatsen en een ‘ridderhofstad’ gebouwd,
al waren er mogelijk wel al snel enkele boerderijen met
herenkamers. In 1700 lagen er acht buitenplaatsen,
daarna nam het aantal langzaam toe, tot in het mid
den van de achttiende eeuw het hoogste aantal van
veertien werd bereikt. Daarna begon een geleidelijke
afname, tot er in het midden van de negentiende eeuw
nog maar één over was. Vanuit de oudste kern bij Maarssen werd het buiten
plaatsenlint langs de Vecht uitgebreid en verdicht. De
grootste dichtheid, met een aaneengesloten reeks
buitenplaatsen, ontstond in Maarssen, Breukelen en
Loenen. Verder naar het noorden begon de bouw van
buitenplaatsen later, bleef de dichtheid geringer en
werden de buitenplaatsen eerder weer afgebroken. Dat
wijst erop dat de concentratie zichzelf versterkte en in
stand hield (afb. 12). In Zeeland genoten de buitenplaatsen in Walcheren
de grootste bekendheid. Hier ontstond een aaneenge
sloten reeks buitenplaatsen aan de binnenduinrand. Deze zette zich voort in een boog via Middelburg naar
Vlissingen.65 Op Schouwen-Duiveland zijn buiten
plaatsen gebouwd door de stedelijke elite van Zierik
zee, met een opvallende concentratie rond de plaats
Noordgouwe, een dorp met op het hoogtepunt ruim
dertig buitenplaatsen dat dan ook wel eens is aange
duid als Noord-Gouws Arkadia (afb. 14). Ook hier zien
we dat de concentratie in de loop van de tijd zelfs ster
ker werd: de zeven resterende buitenplaatsen liggen in
elkaars directe omgeving.66 Voor droogmakerijen als de Beemster, de Water
graafsmeer en de Purmer wordt vaak verondersteld
dat de aanleg van buitenplaatsen al snel na droogma
king begon of zelfs al bij de droogmaking gepland
was.61 Dat beeld klopt zeker niet in alle gevallen. In
de Beemster kwam de aanleg redelijk snel op gang
en stonden er in 1640, een generatie na de droogleg
ging (1618-1612) al 52 ‘heerenhuizen’, waarvan er twin
tig als hoofdverblijf dienden en de rest alleen in de
zomermaanden bewoond was. Dat aantal bleef stabiel
tot het midden van de achttiende eeuw. In de tachtig
jaar nadien verdwenen alle buitenplaatsen.62 In de verschillende voorbeeldgebieden die we hier
boven bespraken, zien we steeds opnieuw een groei in In andere droogmakerijen kwam de bouw echter 13. De buitenplaatsen in de
Purmer in tijdslijnen
(Ton Markus, Faculteit Geo
wetenschappen Utrecht)
BULLETIN KNOB 2021 • 4
18 13. De buitenplaatsen in de
Purmer in tijdslijnen
(Ton Markus, Faculteit Geo
wetenschappen Utrecht) BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4
18 18 14. De buitenplaatsen rond Noordgouwe (Ton Markus,
Faculteit Geowetenschappen Utrecht) de spoorlijn van Amsterdam via Utrecht en Drieber
gen-Zeist naar Arnhem schiep de mogelijkheid om da
gelijks heen een weer te reizen naar Amsterdam. Op de
zuidrand van de Utrechtse Heuvelrug ontstond nu in
korte tijd een aaneengesloten reeks buitenplaatsen en
landgoederen, die al snel werd aangeduid als de Sticht
se Lustwarande. Een vergelijkbare reeks lag op de zui
delijke Veluwezoom (afb. 15). Ook hier bestonden al
middeleeuwse kastelen, deels verbonden met de jacht
op de Veluwe, deels met lokale adel. In de zeventiende
en achttiende eeuw werd een deel van de kastelen ver
bouwd tot buitenplaatsen en werden nieuwe buiten
plaatsen gebouwd. In de negentiende eeuw ontstond
ook hier een dichte en op sommige plaatsen aaneenge
sloten reeks buitenplaatsen en landgoederen. Daarbij boden de zandlandschappen nieuwe moge
lijkheden. De grote heidevelden waren lange tijd essen
tieel geweest voor de landbouw op de zandgronden,
als weidegrond voor koeien en schapen die mest lever
den die werd vermengd met heideplaggen en waarmee
de vruchtbaarheid van de bouwlanden langzaam werd
verbeterd. De komst van alternatieve meststoffen, zo
als chilisalpeter, maakte dat de vraag vanuit de land
bouw naar heidevelden in de negentiende eeuw begon
af te nemen. Gemeenten begonnen stukken heide te
verkopen en boerenorganisaties (‘marken’) werkten
toe naar verdeling van de heidevelden. De boeren had
den echter geen mest en kapitaal om hun nieuwe bezit
te ontginnen of te bebossen. In die omstandigheden
konden rijke stedelingen voor weinig geld grote opper
vlakten land kopen en de status van grootgrondbezit
ter verwerven. 14. De buitenplaatsen rond Noordgouwe (Ton Markus,
Faculteit Geowetenschappen Utrecht) de zeventiende en de eerste helft van de achttiende
eeuw. Na een hoogtepunt in het midden van de acht
tiende eeuw volgde een lange periode van verval en af
braak. Vooral in het begin van de negentiende eeuw
werden grote aantallen buitenplaatsen afgebroken en
nam de landbouw de polders en rivieroevers weer
over.67 DE NEERGANG VAN BUITENPLAATSENLANDSCHAPPEN
De meeste literatuur over buitenplaatsen gaat over de
perioden van ontstaan, groei en bloei. Het proces van
verdwijnen van buitenplaatsenlandschappen is veel
minder onderzocht. Dat geldt zeker voor de vraag
waarom sommige buitenplaatsenlandschappen beter
bewaard zijn gebleven dan andere. Toch heeft ook de
ze fase haar eigen geografie. Van de buitenplaatsen
landschappen uit de zeventiende en achttiende eeuw BUITENPLAATSLANDSCHAPPEN VAN DE
NEGENTIENDE EN VROEGE TWINTIGSTE EEUW Toen de bouw van buitenplaatsen in het tweede kwart
van de negentiende eeuw weer op gang kwam, was de
landschappelijke voorkeur veranderd. De reliëfrijke
zandgronden, die lange tijd vooral negatief waren ge
waardeerd, werden nu juist aantrekkelijk gevonden. Ze waren ook eenvoudiger in te richten in de land
schapsstijl, die in de negentiende eeuw de overheer
sende mode in de tuinaanleg was. Een familie als de
Huydecopers, die we al eerder tegenkwamen in de
Vechtstreek, investeerde in het begin van de negen
tiende eeuw in buitenplaatsen bij Zeist.68 De nieuwe
eigenaren van buitenplaatsen kwamen ook in deze
periode nog uit de grote steden. Op de zuidelijke
Utrechtse Heuvelrug ging het om bankiers, industrië
len en oud-kolonialen.69 15. Landgoederen en buitenplaatsen van de Zuidelijke
Veluwezoom, op basis van Storms-Smeets 2011 15. Landgoederen en buitenplaatsen van de Zuidelijke
Veluwezoom, op basis van Storms-Smeets 2011 BULLETIN KNOB 2021 • 4
19 BULLETIN KNOB 2021 • 4 Dit gebied en de zuidelijke Veluwezoom werden in
het midden van de negentiende eeuw ontsloten door
spoorwegen, later aangevuld met een dicht net van
tramwegen en met straatwegen. Vooral de aanleg van 19 is bijvoorbeeld in delen van de Vechtstreek en ’s-Grave
land nog relatief veel over, terwijl die in de droogmake
rijen en in Zeeland vrijwel verdwenen zijn. Haag, die hun welvaart wat langer vasthielden, juist in
de eerste decennia van de negentiende eeuw nog veel
afbraak plaatsvond. Het hoogtepunt van de afbraak
van buitenplaatsen in de Beemster en langs de Vecht
lag in de eerste decennia van de negentiende eeuw. Voor de Purmer geldt hetzelfde, maar daar was de
sloop al in de achttiende eeuw op gang gekomen.72 In
Kennemerland verdween de kleinschalige buiten
plaatscultuur om ten dele plaats te maken voor veel
grotere buitenplaatsen. Mogelijk speelde ook een rol
dat de concurrentie met de landbouw op de vruchtbare
kleigronden van de droogmakerijen en Zeeland wat
sterker was dan in de veengebieden. De oorzaken van deze verschillen zijn nog onduide
lijk. Voor iedere afzonderlijke buitenplaats en voor elk
buitenplaatsenlandschap zijn wel redenen aange
voerd, zoals rond Den Haag het verdwijnen van het
stadhouderlijke hof in 1795.70 Veel buitenplaatsen die
direct buiten de steden lagen zijn, nadat de steden
in Nederland rond 1860 weer gingen groeien, opge
slokt door stedelijke uitbreidingen. Dat hoeft niet al
tijd ongunstig te zijn; veel buitenplaatsen werden in
de stedelijke bebouwing geïntegreerd als stadspark. Een voorbeeld zijn de overgebleven buitenplaatsen
aan de Amstel. Die vormen geen aaneengesloten bui
tenplaatsenlandschap meer, maar de grootste gaten
waren al vóór het midden van de negentiende eeuw ge
vallen. Van de negentiende-eeuwse buitenplaatsen lijkt
meer over te zijn. De crisis van de jaren dertig heeft wel
iswaar een einde gemaakt aan de aanleg van buiten
plaatsen, maar de bestaande buitenplaatsen, en vooral
de bijbehorende parken in landschapsstijl, werden zo
wel door cultuur- als door natuurliefhebbers gewaar
deerd. De Vereniging Natuurmonumenten, Staatsbos
beheer en de provinciale landschappen, met name Het
Geldersch en Het Utrechts Landschap, fungeerden als
vangnet wanneer particuliere eigenaren het niet meer
konden bolwerken. De bos- en parkrijke omgeving
maakte het ook aantrekkelijk om buitenplaatsen te
‘verkavelen’ voor villabouw. De Stichtse Lustwarande
en de zuidelijke Veluwezoom werden daarmee bereik
baar voor de hogere middenklasse, terwijl het groene
karakter redelijk bewaard bleef. Later werden de bui
tenplaatsen ook gewilde locaties voor bedrijven die een
elitaire uitstraling wensten. BULLETIN KNOB 2021 • 4 Dat heeft niet altijd gun
stig uitgepakt: als het bedrijf geen succes had werd de
buitenplaats slecht onderhouden, had het wel succes
dan verdween een steeds groter deel van het park onder
nieuwbouw en parkeerplaatsen. Datzelfde gebeurde
bij veel buitenplaatsen die werden ingericht als zorgin
stellingen.73 Ook het argument van de veranderde mode in tuin
aanleg wordt wel genoemd: de omslag van de geome
trische naar de landschappelijke tuinstijl maakte dat
de voorkeur verschoof van de vlakke en welvarende
landbouwgebieden naar de wildere landschappen van
de stuwwallen.71 Dat is voor nieuwe buitenplaatsen en
landgoederen zeker een belangrijke factor geweest,
maar het verklaart de verschillende ontwikkelingen in
de oude buitenplaatsenlandschappen onvoldoende. We moeten bedenken dat de landschapsstijl al rond
1770 in Nederland werd geïntroduceerd en de eerste
vijftig jaar vooral werd toegepast binnen bestaande,
voordien vaak geometrisch vormgegeven buitenplaat
sen. Daarbij werden vijvers gegraven en werd het mate
riaal gebruikt om heuvels aan te leggen. In ’s-Grave
land kunnen we hier een zekere ironie in zien: het
buitenplaatsenlandschap dat ooit gevormd was door
de randen van het Gooi af te graven en te veranderen in
een vlak gebied, werd nu opnieuw vergraven om juist
weer reliëf te creëren. De buitenplaatsen sloten daar
mee weer logisch aan op het Gooi, dat zich in de negen
tiende eeuw juist ontwikkelde tot een geliefd woon
oord. CONCLUSIE Nederland kende in het verleden verschillende gebie
den met een grote dichtheid aan buitenplaatsen. Door
voor een aantal buitenplaatsenlandschappen gedetail
leerde tijdslijnen op te stellen, konden we aantonen dat
veel concentraties van buitenplaatsen eerder geleide
lijk dan planmatig zijn ontstaan. In veel gevallen vorm
den deze buitenplaatsenlandschappen zich namelijk
cumulatief; nieuwe buitenplaatsen werden aangetrok
ken door oudere. Er zijn echter ook voorbeelden van
groepen buitenplaatsen die vanaf het begin een sa
menhang vertonen, met als mooiste voorbeeld de aan
leg van de Amersfoortseweg met de aansluitende vor
ming van kavels voor ontwikkeling van buitenplaatsen. Belangrijke buitenplaatsenlandschappen ontstonden
in de zeventiende eeuw en bereikten hun hoogtepunt
in het midden van de achttiende eeuw. Het meest uitge
strekte buitenplaatsenlandschap lag in een ruime cir De algemene tendens tot afbraak wijst er echter op
dat we ons niet moeten blindstaren op de motieven
van afzonderlijke groepen eigenaren, maar dat er meer
structurele ontwikkelingen waren. De verslechteren
de economische situatie in de Republiek in de laatste
decennia van de achttiende eeuw is zeker een van de
hoofdoorzaken geweest. Tegelijk was de tweede helft
van de achttiende eeuw juist een periode van welvaart
in de landbouw, wat de concurrentie om de grond ver
sterkte. BULLETIN KNOB 2021 • 4
20 BULLETIN KNOB 2021 • 4 Het zou interessant zijn om de chronologie van de
afbraak nauwkeuriger in kaart te brengen. De indruk
bestaat dat de afbraak van buitenplaatsen in Zeeland
in de tweede helft van de achttiende eeuw al ver voort
schreed, terwijl rond steden als Amsterdam en Den 20 kel rond Amsterdam, andere bevonden zich rond de
andere grote steden en op Walcheren. De meeste waren
goed bereikbaar over water, maar landtransport was
belangrijker dan vaak wordt aangenomen. Na het mid
den van de achttiende eeuw volgde een lange periode
van neergang, met vooral in de decennia rond 1800
grootschalige afbraak. Nadien ontstonden weer nieu
we buitenplaatsenlandschappen, maar nu vooral aan
de randen van de Utrechtse Heuvelrug en de zuidelijke
Veluwe en ontsloten door spoorlijnen en straatwegen. plaatsen heeft een ontwikkeling doorgemaakt waarbij
steeds meer naar de grote samenhangen werd ge
keken. Was de aandacht aanvankelijk gericht op de
huizen, vanaf de jaren zeventig is er groeiende belang
stelling voor de bijbehorende tuinen en parken. In die
tijd beschreef Van der Wyck al de noodzaak om nog
verder te kijken, naar buitenplaatsen in hun omgeving
en naar groepen buitenplaatsen. 2 www.kastelen.nl/kastelen-nieuws-nks.
php onder 15-11-2019 (geraadpleegd
22 juli 2021). een huis met tuin buiten de bebouwde
kom. De term buitenplaats is voor hem
specifieker: een hofstede die als zomer
verblijf in gebruik is bij een stedeling
en die is ingericht voor recreatie. 1 Het citaat in de titel is afkomstig van
J. Huizinga, Nederland’s beschaving in
de zeventiende eeuw. Een schets, Haarlem
1941, 174. noten Loosjes Pz., Hollands
Arkadia, of Wandelingen in de Omstreeken
van Haarlem, Haarlem 1805; R.J. Ligt
helm, De Kralingse buitenplaatsen van de
16e tot de 21e eeuw. Een vergeten Arcadië,
Woudrichem 2020; C. Bertram, Noord-
Hollands Arcadia. Ruim 400 Noord-
Hollandse buitenplaatsen in tekeningen, 17 Olde Meierink 2017 (noot 13); F. Vogel
zang, ‘De zoektocht naar de Stichtse
Lustwarande’, Oud-Utrecht 94 (2021) 4,
9-13. De wandelende dominee Jacobus
Craandijk paste de term lustwarande
toe op de omgeving van Wassenaar, op
Walcheren en op de Zuidelijke Utrechtse
Heuvelrug: J. Craandijk, Wandelingen
door Nederland met pen en potlood, delen
5 Haarlem 1880 en 6 Haarlem 1882 11 11 G.A. Verschuure-Stuip, ‘De buiten
plaatsbiotoop of landgoedbiotoop. Nieuwe allianties in de bescherming
van buitenplaatsen en landgoederen’
(Zuid-Holland en Utrecht), Vitruvius
nr. 33 (2015), 18-23. Voor beide provincies
is de biotoop een instrument voor de
bescherming van samenhangende bui
tenplaatsen en landgoederen. 4 Vogelzang 2014 (noot 3). 5 M. van den Broeke (red.), Buitenplaatsen
in het Westland. Met smaak en tot voor-
deel aangelegd, Heemstede 2018, 14-15. 5 M. van den Broeke (red.), Buitenplaatsen
in het Westland. Met smaak en tot voor-
deel aangelegd, Heemstede 2018, 14-15. C. Bertram, ‘Groenendaal als cultuur
historische schatkamer. Buitenplaatsen
tussen Heemstede en De Glip, 1600-
1913’, in: Groenendaal, van buitenplaats
tot wandelbos, Heemstede 2013, 69-119,
70. CONCLUSIE Pas in de eenentwin
tigste eeuw werkte dat door in beleid voor respectieve
lijk buitenplaatsbiotopen en buitenplaatszones. De
term buitenplaatsenlandschappen, die in de afgelopen
jaren steeds meer ingang vindt, maakt duidelijk dat
onderzoek en bescherming nog een stap verder moe
ten gaan door zich te richten op samenhangende groe
pen buitenplaatsen. Die zouden als één landschap
pelijk ensemble moeten worden gezien.74 Meer dan
afzonderlijke buitenplaatsen zijn deze samenhangen
de buitenplaatsenlandschappen dragers van de land
schappelijke kwaliteit. Vooral de buitenplaatsenlandschappen van de zeven
tiende en achttiende eeuw zijn van internationaal be
lang. Enkele daarvan zijn nog goed herkenbaar. De
mooiste voorbeelden zijn wel die langs de Vecht en die
van ’s-Graveland. Buitenplaatsenlandschappen vragen om een regio
nale aanpak, die de laatste jaren langzaam vorm krijgt. De aandacht voor – en de bescherming van – buiten S. Nijhuis, ‘GIS-toepassingen in onder
zoek naar buitenplaatsenlandschappen’,
Bulletin KNOB 115 (2016) 3, 147-164;
G. Verschuure-Stuip m.m.v. H. Renes,
‘Hollandse buitenplaatsenlandschap
pen. Buitenplaatsen en hun relatie met
het landschap (1609-1672)’, in: Kuiper
en Olde Meierink 2015 (noot 3), 42-65. Verschuure-Stuip en Renes 2015 (noot
13), 50. Een buitenplaatsenlandschap
verschilt van een landgoederenland
schap omdat het laatste, waarin huis
en tuin omringd worden door de bijbe
horende boerderijen, velden en bossen,
alleen al daardoor verspreid in het land
schap liggen. Is het bij een buitenplaat
senlandschap vooral de aaneenschake
ling huizen en tuinen die een gevoel van
samenhang oproepen, bij een landgoe
derenlandschap zijn dat de parken,
bossen en landgoedboerderijen een huis met tuin buiten de bebouwde
kom. De term buitenplaats is voor hem
specifieker: een hofstede die als zomer
verblijf in gebruik is bij een stedeling
en die is ingericht voor recreatie. C. Bertram, ‘Groenendaal als cultuur
historische schatkamer. Buitenplaatsen
tussen Heemstede en De Glip, 1600-
1913’, in: Groenendaal, van buitenplaats
tot wandelbos, Heemstede 2013, 69-119,
70. noten 14 3 Y. Kuiper, ‘Onderzoek naar de buiten
plaats in de Gouden Eeuw. Een vogel
vluchtperspectief’, in: Y.B. Kuiper en
B. Olde Meierink (red.), Buitenplaatsen
in de Gouden Eeuw. De rijkdom van het
buitenleven in de Republiek, Hilversum
2015, 12-41, 17; F. Vogelzang, ‘Buiten
plaatsen als exportproduct? Een relatie
tussen Italië, de Zuidelijke Nederlanden
en de Republiek’, Kasteel & Buitenplaats
16 (2014) 47, 3-8; F. Vogelzang, ‘Het nut
tige en het aangename. Buitenplaatsen
als investering?’, Kasteel & Buitenplaats
17 (2015), 48, 3-8. Toch zou naar de rol
van belegging in landbouwgrond nog
eens goed moeten worden gekeken: de
meeste buitenplaatsen in de Noordelijke
Nederlanden werden gebouwd in de
periode 1650-1750, toen dergelijke beleg
gingen juist minder lucratief waren door
de lage prijzen voor landbouwproduc
ten. 9 9 Bij grondstoffenwinning gaat het voor
beeld om afzandingen, die elders in
dit artikel aan bod komen. Langs de
Oude Rijn was er ook een verband tussen
buitenplaatsen en kleiwinning: G. van
Oosterom, ‘Deftig wonen aan de Oude
Rijn. De rol van kleiwinning op de ont
wikkeling van een vergeten buiten
plaatslandschap’, Het Nederlands
Landschap. Tijdschrift voor Landschaps
geschiedenis 34 (2016) 1, 12-21. bossen en landgoedboerderijen. 15 Olde Meierink 2017 (noot 13). 10 10 J. Finch en K. Giles, Estate landscapes. Design, improvement and power in the
post-medieval landscape, Woodbridge
2007; J. Finch, K. Dyrmann en M. Frau
sing (red.), Estate landscapes in northern
Europe, Aarhus 2019, 13-14. 16 D. Blom, ‘Buiten in een stadslandschap. “Welk een moed om op zoo groote
schaal bosch en park aan te leggen”’,
in: Buitenplaatsen. Jaarboek Monumen-
tenzorg 1998, Zwolle/Zeist 1998, 84-95. 17 Olde Meierink 2017 (noot 13); F. Vogel
zang, ‘De zoektocht naar de Stichtse
Lustwarande’, Oud-Utrecht 94 (2021) 4,
9-13. De wandelende dominee Jacobus
Craandijk paste de term lustwarande
toe op de omgeving van Wassenaar, op
Walcheren en op de Zuidelijke Utrechtse
Heuvelrug: J. Craandijk, Wandelingen
door Nederland met pen en potlood, delen
5 Haarlem 1880 en 6 Haarlem 1882 17 Olde Meierink 2017 (noot 13); F. Vogel
zang, ‘De zoektocht naar de Stichtse
Lustwarande’, Oud-Utrecht 94 (2021) 4,
9-13. De wandelende dominee Jacobus
Craandijk paste de term lustwarande
toe op de omgeving van Wassenaar, op
Walcheren en op de Zuidelijke Utrechtse
Heuvelrug: J. Craandijk, Wandelingen
door Nederland met pen en potlood, delen
5, Haarlem 1880, en 6, Haarlem 1882. 18 E. Storms-Smeets (red.), Gelders Arcadië. Atlas van een buitenplaatsenlandschap,
Utrecht 2011; A. BULLETIN KNOB 2021 • 4 6 M. van den Broeke m.m.v. S. den Haan,
Buitenplaatsen in Noordgouwe. Hofste-
den, lusthoven en landhuizen, Delft 2014,
12. 6 M. van den Broeke m.m.v. S. den Haan,
Buitenplaatsen in Noordgouwe. Hofste-
den, lusthoven en landhuizen, Delft 2014,
12. BULLETIN KNOB 2021 • 4 5, Haarlem 1880, en 6, Haarlem 1882. 8 E. Storms-Smeets (red.), Gelders Arcadië. Atlas van een buitenplaatsenlandschap,
Utrecht 2011; A. Loosjes Pz., Hollands
Arkadia, of Wandelingen in de Omstreeken
van Haarlem, Haarlem 1805; R.J. Ligt
helm, De Kralingse buitenplaatsen van de
16e tot de 21e eeuw. Een vergeten Arcadië,
Woudrichem 2020; C. Bertram, Noord-
Hollands Arcadia. Ruim 400 Noord-
Hollandse buitenplaatsen in tekeningen, 18 12 H. Ronnes, Bij nader inzien, de Neder-
landse buitenplaats. Tussen herinnering,
vergetelheid en ongemak, Groningen
2019, 4-5. 7 Deze ‘laantjes’ zijn beschreven door
J.D.H. Harten, ‘Stedelijke invloeden op
het Hollandse landschap in de 16de,
17de en 18de eeuw’, Holland 10 (1978),
114-134, 118-119. 7 Deze ‘laantjes’ zijn beschreven door
J.D.H. Harten, ‘Stedelijke invloeden op
het Hollandse landschap in de 16de,
17de en 18de eeuw’, Holland 10 (1978),
114-134, 118-119. 13 13 Van der Wyck gebruikte hiervoor de
term buitenplaatslandschap. De meer
voudsvorm wordt recentelijk ook vaker
gebruikt. Zie bijvoorbeeld: B. Olde
Meierink, ‘Buitenplaatslandschappen’,
Kasteel & Buitenplaats 19 (2017) 58, 22-29; 8 M. van den Broeke, ‘Het pryeel van
Zeeland’. Buitenplaatsen op Walcheren
1600-1820, Hilversum 2016, 27-28. Bertram gebruikt de term hofstede voor 21 prenten en kaarten uit de Provinciale
Atlas Noord-Holland, Alphen aan den
Rijn 2005; M. Glaudemans, Amsterdams
Arcadia. De ontdekking van het achter-
land, Nijmegen 2000. Beneden-Leeuwen 2017. Beneden-Leeuwen 2017. 32 R. van Luttervelt, De buitenplaatsen
aan de Vecht, Lochem 1948; R. van
Luttervelt, De Stichtse Lustwarande,
Amsterdam 1949. 50 Bertram 2013 (noot 8), 75-77, 79, 82. 50 Bertram 2013 (noot 8), 75-77, 79, 82. 51 Van den Broeke 2018 (noot 5), 22. De
kaart van Kruikius (1712) toont in het
Westland zo’n honderd buitenplaatsen,
waarvan er vijftig met naam worden
vermeld: Van den Broeke 2018 (noot 5),
35. 33 H. Tromp en J. Six, De buitenplaatsen
van ’s-Graveland, Zeist 1975. 19 H. Renes, ‘Wildparken. Landschappen
van jacht en wildbeheer in internatio
naal perspectief’, in: Y. Kuiper e.a. (red.),
De jacht. Een cultuurgeschiedenis van
jager, dier en landschap, Hilversum 2021,
216-246. 34 H.W.M. van der Wyck, ‘Voorstellen
tot inventarisatie en klassificatie ter
bescherming van buitenplaatsen en
historische landschappen’, Groen 33
(1977) 2, 41-50; H.W.M. BULLETIN KNOB 2021 • 4 42 Van den Broeke 2018 (noot 5), 21. 43 Van den Broeke en Den Haan 2014
(noot 6), 10-11. 28 Zie bijvoorbeeld R. van der Laarse,
‘Amsterdam en Oranje. De politieke
cultuur van kasteel en buitenplaats in
Hollands Gouden Eeuw’, in: Kuiper
en Olde Meierink 2015 (noot 3), 68-95. Voor groepen buitenplaatsen die ge
domineerd worden door een enkele
architect, zie E. van der Laan-Meijer,
Het handschrift van L.P. Roodbaard. Ontwerpprincipes van Noord-Neder
landse landschapsparken tot 1850, in
voorbereiding. 44 A.G. van der Steur, ‘De afzanding van
de Hollandse binnenduinen in de 17e
eeuw’, Contactblad Regionale en Locale
Geschiedenis 1 (1968) 58-62; Bertram
2013 (noot 8), 69-73. 58 J.L. Kloosterhuis, ‘Zandafgraving in het
Gooi’, Boor en Spade 8 (1955), 126-131. 45 Glaudemans 2000 (noot 18); Ronnes
2019 (noot 12), 20. BULLETIN KNOB 2021 • 4 22 Olde Meierink 2017 (noot 13).b 22 Olde Meierink 2017 (noot 13).b 36 R.E. de Bruin, ‘Leven als een edelman. Kasteelbezit van Utrechtse burgers en
patriciërs, 1600-1850’, Jaarboek Oud-
Utrecht, 2009, 67-108. 23 R. Mulder, Op afbraak. De sloop van
buitenplaatsen in de periode 1780-1830,
Utrecht 2006 (doctoraalscriptie Taal-
en Cultuurstudies), 9. 55 Van den Broeke 2016 (noot 8), 60-67;
H.M. van den Berg 1993 (noot 53). 37 Glaudemans 2000 (noot 18), 58. 56 J.E. Abrahamse, ‘“Wegh der weegen.”
Ontwerp en aanleg van de Amersfoortse
weg. Een zeventiende-eeuws landinrich
tingsproject door Jacob van Campen’,
Flehite, Historisch Jaarboek voor Amers-
foort en Omstreken 7 (2006), 73-97;
J.E. Abrahamse en R. Blijdenstijn,
Wegh der weegen. De ontwikkeling van
de Amersfoortseweg 1647-2010, Utrecht/
Amsterdam 2010; J.E. Abrahamse,
‘A Roman road in the Dutch Republic. Jacob van Campen’s “Via Appia” in the
countryside of Utrecht’, Journal of the
Society of Architectural Historians 70
(2011) 4, 442-465. 24 Glaudemans 2000 (noot 18), 74. 38 J. van Geest en R. Sierksma (red.),
Verloren Uitzicht. Bloei en teloorgang
van het Wijkermeer, Amsterdam 2002. 39 Glaudemans 2000 (noot 18), 91. 25 Van den Broeke 2016 (noot 8), 34, 400. 26 Glaudemans 2000 (noot 18), 184. Tegen
woordig zijn er nog 552 officieel erkende
buitenplaatsen over: R.W.C. Dessing,
De Amsterdamse buitenplaatsen. Een ver-
geten stadsgeschiedenis, Utrecht 2015, 7. 39 Glaudemans 2000 (noot 18), 91. 40 J. Schuyf, ‘De Huydecopers als project
ontwikkelaars in Maarssen’, in:
J.E. Abrahamse e. a. (red.), Het landschap
beschreven, Hilversum 2021, 169-176,
171. 27 Bij een onderzoek in het oudste kadaster
van Amby, een dorp bij Maastricht met
een reeks van buitenplaatsen, bleek
bijvoorbeeld een opvallend groot
aantal hoveniers in het dorp te wonen:
H. Renes, ‘De terrassen aan de oostzijde
van Maastricht. Mens en landschap in
Amby, Heer en Heugem’, in: G.D. Majoor
e.a. (red.), Natuurlijk Maastricht. Compacte stad in een weids landschap,
Maastricht 2020, 98-115. Amsterdam 2010; J.E. Abrahamse, 41 H. Rijken, De Leidse Lustwarande; de
geschiedenis van de tuinkunst op
kastelen en buitenplaatsen rond Leiden,
1600-1800, Leiden 2005; S. Schama,
Overvloed en onbehagen. De Nederlandse
cultuur in de Gouden Eeuw, Amsterdam
1988, 298. 57 Olde Meierink 2017 (noot 13); J.D.H. Harten, ‘De genese van het Gooise
cultuurlandschap’, K.N.A.G. Geografisch
Tijdschrift 10 (1976), 93-116; J.D.H. Har
ten, ‘De Nederlandse buitenplaats’,
Historisch-Geografisch Tijdschrift 16
(1998), 178-187; U.M. Mehrtens, ’s-Grave-
land en zijn buitenplaatsen, Zeist 1985. 42 Van den Broeke 2018 (noot 5), 21. BULLETIN KNOB 2021 • 4 van der Wyck,
‘Het historische landschap van de
oostelijke Veluwezoom en Rosendael’,
in G.G.[L.] Steur e.a. (red.), Acht zwerf
stenen uit het Gelders landschap, Arnhem
1979, 71-116, hierin 72 (kaart) en 76 (term
buitenplaatsenlandschap). De kaart
maakte deel uit van een atlas, die echter
onvoltooid is gebleven. 52 De Bruin 2009 (noot 37). (
)
53 J.D.H. Harten, ‘Landhuizen en buiten
plaatsen’, in: J.D.H. Harten e. a. (red.),
De tuin van Utrecht. Geschiedenis en
waarden van het landschap in het land
inrichtingsgebied Groenraven-Oost,
Utrecht 1992, 43-68; H.M. van den Berg,
‘De plaats waarop gij woont had gewijde
bestemming. Buitenplaatsen op het
terrein van middeleeuwse kloosters’,
in: W. Denslagen e.a. (red.), Bouwkunst. Studies in vriendschap voor Kees Peeters,
Amsterdam 1993, 63-75; H.M.J. Tromp,
Buitenplaatsen bij De Bilt. Vollenhoven,
Houdringe en Beerschoten, Zeist 1980;
H. Renes, ‘De Uithof vóór De Uithof’,
Oud-Utrecht 84 (2011), 35-39. Naast de
genoemde buitenplaatsen is ook Sand
wijck in De Bilt gesticht op land dat
tot de abdij Oostbroek had behoord:
H.M.J. Tromp, Sandwijck bij De Bilt,
Zeist 1980. 20 Jan de Marre gebruikte in 1740 de term
lustwaranden voor de omgeving van
Batavia; A. Zuiderweg, ‘”Lustwaranden
van aanminnelyken zwier”. Bataviase
thuynen’, Cascade 19 (2010) 1, 23-34. Enkele jaren later besprak de Tegen
woordige Staat de omgeving van Hon
selaarsdijk als volgt: ‘De Lustwaranden
rondsom dit Hof zyn zeer fraai. Behalve
eene ruime wildbaan, vogelgaarde en
oranjehuis, zijn hier schoone Dreeven
en Lustbosschen …’; Tegenwoordige Staat
der Verenigde Nederlanden 6 (1746), 595. In de laatste beschrijving worden nog
de jachtlandschappen als eerste ge
noemd, maar rond Batavia gaat het
vooral over de tuinen rond de stad. 35 Voorgangers zijn bijvoorbeeld de con
centraties van minilandgoederen rond
het machtscentrum van de Utrechtse
bisschop: J. van Doesburg e.a., ‘Kastelen
in middeleeuwse veenontginningen’,
Tijdschrift voor Historische Geografie 2
(2017) 4, 212-230. Zie ook Vogelzang
2014 (noot 3) en R. Meischke, ‘Buiten
verblijven van Amsterdammers voor
1625’, Jaarboek van het Genootschap
Amstelodamum 70 (1978), 82-106. Voorgangers zijn bijvoorbeeld de con
centraties van minilandgoederen rond
het machtscentrum van de Utrechtse
bisschop: J. van Doesburg e.a., ‘Kastelen
in middeleeuwse veenontginningen’,
Tijdschrift voor Historische Geografie 2
(2017) 4, 212-230. Zie ook Vogelzang
2014 (noot 3) en R. Meischke, ‘Buiten
verblijven van Amsterdammers voor
1625’, Jaarboek van het Genootschap
Amstelodamum 70 (1978), 82-106. 21 whc.unesco.org/uploads/nominations/
899.pdf. 54 E. Storms-Smeets, ‘Gelders Arcadië. Landgoederen en buitenplaatsen’, in:
Storms-Smeets 2011 (noot 18), 32-39, 33. BULLETIN KNOB 2021 • 4 Mulder,
‘Herfsttij der buitenplaatsen’, Jaarboekje
van het Oudheidkundig Genootschap 67 Mulder 2006 (noot 23); R. Mulder,
‘Herfsttij der buitenplaatsen’, Jaarboekje
van het Oudheidkundig Genootschap De gegevens voor de Purmer zijn geba European Landscapes en voorzitter van het Netwerk
Historisch Cultuurlandschap. Zijn publicaties gaan
veelal over historische landschappen en erfgoed in
Nederland en Europa. Prof. dr. J. Renes (1954) is historisch-geograaf en
emeritus-hoogleraar Erfgoedstudies aan de Vrije Uni
versiteit Amsterdam. Hij is redactielid van het Tijd-
schrift voor Historische Geografie en het Journal of BULLETIN KNOB 2021 • 4 BULLETIN KNOB 2021 • 4 59 Over de problemen met de term ‘hof
stede’ zie boven. In ’s-Graveland gaan we
ervan uit dat de ‘hofsteden’ uit de eerste
fase boerderijen met herenkamers wa
ren. 46 A. Neuteboom, De Haarlemse buiten-
plaats in het stadsbeeld, toen en nu
(MA-thesis VU, Amsterdam 2019) 47 Rijken 2005 (noot 43). 47 Rijken 2005 (noot 43). 60 Schuyf 2021 (noot 40); J. Simonis, J. Kott
man en H. van Bemmel (red.), Elsenburg,
de verdwenen buitenplaats. Het ontstaan
van het buitenleven aan de Vecht, Hilver
sum 2020. 48 R.J. Ligthelm, De Kralingse buiten
plaatsen van de 16e tot de 21e eeuw. Een
vergeten Arcadië?, Woudrichem 2020. 30 H. de Leth (tekeningen) en M. Brouërius
van Nidek (tekst), Het zegenpralent
Kennemerlant, vertoont in veele heerelyke
gezichten van deszelfs voornaemste
lustplaetzen, adelyke huizen, dorp- en
stede-gebouwen, Amsterdam 1629. 30 H. de Leth (tekeningen) en M. Brouërius
van Nidek (tekst), Het zegenpralent
Kennemerlant, vertoont in veele heerelyke
gezichten van deszelfs voornaemste
lustplaetzen, adelyke huizen, dorp- en
stede-gebouwen, Amsterdam 1629. 49 C.J. van Rossum, ‘De voornaamste
vermaaken der Dordtenaaren’. Een
studie naar de opkomst en neergang
van de buitenverblijven op het
Eiland van Dordrecht (1600-1832), 61 Van der Laarse 2015 (noot 28), 80. 62 K. Bossaers, ‘Buitenplaatsen in de Beem
ster’, De Nieuwe Schouwschuit. Tijdschrift 22 31 Bertram 2005 (noot 18), 7. seerd op het boek van C. Boschma-
Aarnoudse, Buitenplaatsen in de Purmer. Investeren en buiten leven in een Noord-
Hollandse polder, Wormerveer 2015. 65 Van den Broeke 2016 (noot 8), met een
overzichtskaart met 139 buitenplaatsen
op de binnenzijde van het omslag. 66 Van den Broeke en Den Haan 2014 (noot
6); M. van den Broeke, ‘Buitenplaatsen
in Noordgouwe, 1820-1940. Notabele
levensvormen van het Zierikzeese
patriciaat’, in: C. Gietman e.a. (red.),
Huis en habitus. Over kastelen, buiten-
plaatsen en notabele levensvormen,
Hilversum 2017, 269-283. 67 Mulder 2006 (noot 23); R. Mulder,
‘Herfsttij der buitenplaatsen’, Jaarboekje
van het Oudheidkundig Genootschap ‘Niftarlake’ (2006), 39-56. ‘Niftarlake’ (2006), 39-56. seerd op het boek van C. Boschma-
Aarnoudse, Buitenplaatsen in de Purmer. Investeren en buiten leven in een Noord-
Hollandse polder, Wormerveer 2015. van het Historisch Genootschap Beemster
6 (november 2008), 17-20. Een aantal
‘plaijsirhuijsen’ komt ook al voor in de
verponding van 1633: C.L. Nijst en L. den
Boon, Geluk in de Beemster. Onderzoek
naar buitenplaatsen, eendenkooien en
molengangen, Alkmaar 2012. Katja
W.J.M. hans renes BULLETIN KNOB 2021 • 4 In a few areas, the evolving density of country houses
has been traced in a detailed chronological record. In
most cases it reveals progressive growth towards a
high point in the first half of the eighteenth century,
after which a gradual decline sets in. However, in a
number of areas growth was much more rapid, in par
ticular along the River Vecht. BULLETIN KNOB 2021 • 4 Bossaers heeft een website onder
houden met gedetailleerde gegevens
over buitenplaatsen in de Beemster. Na haar overlijden in 2019 is die website
echter verdwenen. van het Historisch Genootschap Beemster
6 (november 2008), 17-20. Een aantal
‘plaijsirhuijsen’ komt ook al voor in de
verponding van 1633: C.L. Nijst en L. den
Boon, Geluk in de Beemster. Onderzoek
naar buitenplaatsen, eendenkooien en
molengangen, Alkmaar 2012. Katja
W.J.M. Bossaers heeft een website onder
houden met gedetailleerde gegevens
over buitenplaatsen in de Beemster. Na haar overlijden in 2019 is die website
echter verdwenen. Niftarlake (2006), 39 56. 68 R. Blijdenstein [Blijdenstijn], ‘Negen
tiende- en vroeg twintigste-eeuws tuin
stijlen in zuid-oost Utrecht’, in: K.M. Veenland-Heineman (red.), Tuin & park. Historische buitenplaatsen in de provincie
Utrecht, Utrecht 1992, 43-58. 69 Vogelzang 2021 (noot 17), 11. 70 Van den Broeke 2018 (noot 5), 41-44. 71 Zie bijvoorbeeld Olde Meierink 2017
(noot 13). 72 Mulder 2006 (noot 23). 73 Zie onder meer Bertram 2005 (noot 18),
8-9. 74 G. Verschuure-Stuip, Welgelegen. Analyse
van Hollandse buitenplaatsen in hun
landschappen (1630-1730), Delft 2019,
41-60. ft
(
), 39 5
68 R. Blijdenstein [Blijdenstijn], ‘Negen
tiende- en vroeg twintigste-eeuws tuin
stijlen in zuid-oost Utrecht’, in: K.M. Veenland-Heineman (red.), Tuin & park. Historische buitenplaatsen in de provincie
Utrecht, Utrecht 1992, 43-58. 69 Vogelzang 2021 (noot 17), 11. 70 Van den Broeke 2018 (noot 5), 41-44. 71 Zie bijvoorbeeld Olde Meierink 2017
(noot 13). 72 Mulder 2006 (noot 23). 73 Zie onder meer Bertram 2005 (noot 18),
8-9. 74 G. Verschuure-Stuip, Welgelegen. Analyse
van Hollandse buitenplaatsen in hun
landschappen (1630-1730), Delft 2019,
41-60. 65 65 Van den Broeke 2016 (noot 8), met een
overzichtskaart met 139 buitenplaatsen
op de binnenzijde van het omslag. 66 66 Van den Broeke en Den Haan 2014 (noot
6); M. van den Broeke, ‘Buitenplaatsen
in Noordgouwe, 1820-1940. Notabele
levensvormen van het Zierikzeese
patriciaat’, in: C. Gietman e.a. (red.),
Huis en habitus. Over kastelen, buiten-
plaatsen en notabele levensvormen,
Hilversum 2017, 269-283. 70 Van den Broeke 2018 (noot 5), 41-44. 72 Mulder 2006 (noot 23). 63 Glaudemans 2000 (noot 18), 81-90. 63 Glaudemans 2000 (noot 18), 81-90. 67
64 H. Renes, ‘Water en buitenplaatsen’, in:
C. Gietman e. a. (red.), Huis en habitus;
over kastelen, buitenplaatsen en notabele
levensvormen, Hilversum 2017, 98-113. 74 G. Verschuure-Stuip, Welgelegen. Analyse
van Hollandse buitenplaatsen in hun
landschappen (1630-1730), Delft 2019,
41-60. 67 Mulder 2006 (noot 23); R. hans renes In the past, country house research was mainly con
cerned with individual houses and gardens. Yet, as ear
ly as the seventeenth and eighteenth centuries, so ma
ny country houses were being built around the major
cities that they came to define the landscape. Genuine
estate landscapes took shape along several rivers
(Amstel, Vecht), along the inner edge of coastal dunes,
and on newly reclaimed land. In the middle of the sev
enteenth century, the rivers were augmented with a
network of barge canals and soon they too were lined
by a belt of country houses. The greatest density of
country houses was to be found around Amsterdam,
but other big cities in the provinces of Holland and Zee
land had their fair share as well. Access was mostly by
water, but in some areas, especially in Zeeland, country
roads performed this role. The majority of country
houses were built on or next to a farm, which generally
continued to exist and, in many cases, survived the
country house. decade of the nineteenth, large numbers of country
houses were demolished and in many instances the
land reverted to agriculture production. It appears that
the decline set in earlier in Zeeland than in Holland,
but regional differences in decline are not yet entirely
clear. The second quarter of the nineteenth century saw the
construction of a new generation of country houses,
especially in the undulating sandy areas of the Utrecht
se Heuvelrug and the southern part of the Veluwezoom,
where railway lines provided access. The owners of this
new crop of country houses laid out their gardens in
the English landscape style. They also bought up vast,
neighbouring heathlands from local councils or farm
ers and planted them with trees. As a result, these
country houses are quite different in character from
those of the earlier period. In the past the concentrations of country houses
dominated the landscape and even today, wherever
they have survived to a substantial degree they contin
ue to represent an important landscape quality. As
such, protection and management should not be con
fined to individual country houses but should extend
to groups of country houses and their interrelation
ships (in the form of visual axes, for example). In recent
years, a number of provinces have already set a good
example by formulating policies for country house bio
topes and linear estate landscapes. BULLETIN KNOB 2021 • 4 Sustained growth was followed by decline. In the
final decade of the eighteenth century and the first 23
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https://openalex.org/W2965058899
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https://europepmc.org/articles/pmc6745853?pdf=render
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English
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High aldehyde dehydrogenase activity at diagnosis predicts relapse in patients with t(8;21) acute myeloid leukemia
|
Cancer medicine
| 2,019
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cc-by
| 5,851
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O R I G I N A L R E S E A R C H O R I G I N A L R E S E A R C H Lu Yang | Wen‐Min Chen | Feng‐Ting Dao | Yan‐Huan Zhang | Ya‐Zhe Wang |
Yan Chang | Yan‐Rong Liu | Qian Jiang
| Xiao‐Hui Zhang
| Kai‐Yan Liu
|
Xiao‐Jun Huang | Ya‐Zhen Qin Lu Yang | Wen‐Min Chen | Feng‐Ting Dao | Yan‐Huan Zhang | Ya‐Zhe Wang |
Yan Chang | Yan‐Rong Liu | Qian Jiang
| Xiao‐Hui Zhang
| Kai‐Yan Liu
|
Xiao‐Jun Huang | Ya‐Zhen Qin Peking University People’s Hospital,
Peking University Institute of
Hematology, National Clinical Research
Center for Hematologic Disease, Beijing,
China Abstract Abstract
Acute myeloid leukemia (AML) with t(8;21) is a heterogeneous disease. Although
the detection of minimal residual disease (MRD), which is indicated by RUNX1‐
RUNX1T1 transcript levels, plays a key role in directing treatment, risk stratification
needs to be improved, and other markers need to be assessed. A total of 66 t(8;21)
AML patients were tested for aldehyde dehydrogenase (ALDH) activity by flow cy-
tometry at diagnosis, and 52 patients were followed up for a median of 20 (1‐34)
months. The median percentage of CD34+ALDH+, CD34+CD38‐ALDH+, and
CD34+CD38+ALDH+ cells among nucleated cells were 0.028%, 0.012%, and
0.0070%, respectively. The CD34+ALDH+‐H, CD34+CD38‐ALDH+‐H, and
CD34+CD38+ALDH+‐H statuses (the percentage of cells that were higher than
the individual cutoffs) were all significantly associated with a lower 2‐year re-
lapse‐free survival (RFS) rate in both the whole cohort and adult patients (P = .015,
.016, and .049; P = .014, .018, and .032). Patients with < 3‐log reduction in the
RUNX1‐RUNX1T1 transcript level after the second consolidation therapy (defined
as MRD‐H) had a significantly lower 2‐year RFS rate than patients with ≥ 3‐log
reduction (MRD‐L) (P = .017). The CD34+ALDH+ status at diagnosis was then
combined with the MRD status. CD34+ALDH+‐L/MRD‐H patients had similar 2‐
year RFS rates to both CD34+ALDH+‐L/MRD‐L and CD34+ALDH+‐H/MRD‐L
patients (P = .50 and 1.0); and CD34+ALDH+‐H/MRD‐H patients had significantly
lower 2‐year RFS rate compared with CD34+ALDH+‐L and/or MRD‐L patients
(P < .0001). Multivariate analysis showed that CD34+ALDH+‐H/MRD‐H was an
independent adverse prognostic factor for relapse. In conclusion, ALDH status at di-
agnosis may improve MRD‐based risk stratification in t(8;21) AML, and concurrent
high levels of CD34+ALDH+ at diagnosis and MRD predict relapse. Received: 26 February 2019 |
Revised: 19 June 2019 |
Accepted: 2 July 2019
DOI: 10.1002/cam4.2422 Received: 26 February 2019 |
Revised: 19 June 2019 |
Accepted: 2 July 2019
DOI: 10.1002/cam4.2422 Correspondence Ya‐Zhen Qin, Peking University People’s
Hospital, Peking University Institute of
Hematology, National Clinical Research
Center for Hematologic Disease, No. 11
Xizhimen South Street, Xicheng District,
Beijing, China. Email: qin2000@aliyun.com Funding information
Nature Science Foundation of China, Grant/
Award Numbers: 81570130 and 81870125 This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original
work is properly cited.
© 2019 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. 1 |
INTRODUCTION p
p
y
Overall, 52 patients received treatment and were followed
up at our hospital. As we previously reported, induction ther-
apy consisted of 1‐2 cycles of the “3 + 7” regimen or the
homoharringtonine, aclarubicin, and cytarabine regimen for
the 37 adult patients, and cytarabine, idarubicin, and etopo-
side were used for the 15 pediatric patients.6,7,28 Forty‐eight
patients received consolidation therapy after achieving CR. Among them, 36 received an intermediate‐dose cytarabine‐
based chemotherapy only, and 12 received chemotherapy fol-
lowed by allogeneic hematopoietic stem cell transplantation
(allo‐HSCT) from a human leukocyte antigen (HLA)‐iden-
tical sibling (n = 9) or an HLA haplotype‐matched relative
(n = 3) in CR1. The allo‐HSCT conditioning regimen and
graft‐versus‐host disease prophylaxis have been described
previously.29 Dasatinib was used in four patients with c‐KIT
mutations when the reduction of the RUNX1‐RUNX1T1
transcript levels was less than 3‐log after the second cycle
of consolidation. The cutoff date for follow‐up was October
2018. This study was approved by the Ethics Committee of
Peking University People's Hospital. All patients provided
written informed consent in accordance with the Declaration
of Helsinki to participate in the present study. Although t(8;21) acute myeloid leukemia (AML) is consid-
ered to have a good prognosis, relapse occurs in up to 40%
of patients treated with chemotherapy.1-6 Therefore, strat-
ification is needed in order to guide appropriate treatment. Minimal residual disease (MRD) levels indicated by RUNX1‐
RUNX1T1 transcript levels as well as c‐KIT mutations have
been demonstrated to be strong prognostic factors in t(8;21)
AML.4-9 However, their risk predictions are not perfect, and
other markers have yet to be evaluated. Leukemia stem cells (LSCs) may cause relapse from the
complete remission (CR) state.10 CD34+CD38‐ is a putative
immunophenotype of LSCs with the ability to generate leu-
kemia in immunodeficient mice.11-13 However, this immuno-
phenotype has been challenged because some studies have
demonstrated that LSCs might exist in CD34+CD38+ and
CD34‐ cells.14-16 Thus, this surface immunophenotype alone
might be inadequate for identifying LSCs. 2.2 Bone marrow (BM) was aspirated from all 66 patients at diag-
nosis. Red blood cells were lysed using ammonium chloride
solution (STEMCELL Technologies, Vancouver, Canada). ALDH activity of nucleated cells was detected using an
ALDEFLUOR Kit (STEMCELL Technologies), according
to the manufacturer's instructions. Nucleated cells of each
sample were adjusted to a concentration of 1 × 106/mL. The
cells were incubated with the ALDH‐substrate BODIPY‐
aminoacetaldehyde with or without the ALDH inhibitor
diethylaminobenzaldehyde (DEAB). Test and control cells
were then incubated at 37°C for 30 minutes, centrifuged, and
resuspended in ice‐cold ALDEFLUOR buffer. Cells were
then incubated with fluorochrome‐labeled mouse anti‐human
monoclonal antibodies for 30 minutes on ice and then resus-
pended in ALDEFLUOR buffer. Testing and data acquisition
were performed using a FACS Canto II (Becton Dickinson,
San Jose CA, USA). Analysis was performed using Kaluza
flow analysis software (Beckman Coulter, Brea, CA, USA). In the present study, we examined ALDH activity in 66
t(8;21) AML patients at diagnosis and evaluated its sole
prognostic role and the impact of its combination with MRD
on relapse. 1 |
INTRODUCTION Aldehyde dehydrogenases (ALDHs) are a family of cy-
tosolic enzymes that are involved in various biological pro-
cesses.17,18 Cells with high ALDH activity (ALDH+) have
been identified as cancer stem cells in various solid tumors,
including breast, lung, and ovarian cancer.19-21 Furthermore,
it has been demonstrated that ALDH alone or in combina-
tion with CD34 can be used to purify hematopoietic stem
cells.22,23 In AML, some studies have shown that LSCs might
be enriched among the ALDH+ subsets.22,24,25 A high per-
centage of ALDH+ was demonstrated to be associated with
adverse cytogenetic factors.24-27 Whether the percentage
of ALDH+ is prognostic within the same cytogenetic risk
group, such as t(8;21), is unknown. In addition, a clinical co-
hort study in intermediate and high cytogenetic risk AML
showed that patients with a high percentage of ALDH + had
adverse outcomes.24,26,27 However, this effect has not been
evaluated in t(8;21) AML patients to date. YANG et al 14 years at diagnosis were categorized as pediatric and adult
patients, respectively. Funding information K E Y W O R D S
aldehyde dehydrogenase, flow cytometry, minimal residual disease, relapse, RUNX1‐RUNX1T1, t(8;21)
acute myeloid leukemia K E Y W O R D S
aldehyde dehydrogenase, flow cytometry, minimal residual disease, relapse, RUNX1‐RUNX1T1, t(8;21)
acute myeloid leukemia | 5459
wileyonlinelibrary.com/journal/cam4 wileyonlinelibrary.com/journal/cam4 Cancer Medicine. 2019;8:5459–5467. 5460 2.1 | Patients and treatment A total of 66 t(8;21) AML patients were enrolled in the pre-
sent study. These patients were diagnosed at our hospital
from September 2015 to July 2018. A t(8;21) AML diagno-
sis was determined according to morphologic evaluation of
bone marrow (BM) smears, immunophenotyping, cytoge-
netics, and molecular analyses. In total, 44 (66.7%) patients
were male. The median age of the patients at diagnosis was
38 (range: 2‐66) years. Patients younger than and older than The monoclonal antibodies that were used included
CD45‐PerCP, CD34‐PE‐Cy7, CD38‐APC, and Lineage‐
APC‐H7/Cy7 (consisting of CD3, CD14, CD16, CD20, and
CD36). CD16, CD20, and CD36 antibodies were purchased
from BioLegend (San Diego, CA, USA), and the others were
purchased from BD Biosciences (San Jose, CA, USA). The gating strategy is shown in Figure 1. An forward
scattering/side scattering (FSC/SSC) plot was used to YANG et al 5461 |
5461
YANG et al
FIGURE 1
Gating strategy for flow cytometric testing of ALDH+, CD34+ALDH+, CD34+CD38‐ALDH +, and CD34+CD38+ALDH+
cells. Sequential gating is shown from A to E. (A) nucleated cells; (B) Lin- cells; (C) blast cells; (D) CD34+ cells; (E) CD34+CD38‐ and
CD34+CD38+ cells. (F) ALDH+; (G) CD34+ALDH+; (H) CD34+CD38‐ALDH+; (I) CD34+CD38+ALDH+; (J) negative control FIGURE 1
Gating strategy for flow cytometric testing of ALDH+, CD34+ALDH+, CD34+CD38‐ALDH +, and CD34+CD38+ALDH+
cells. Sequential gating is shown from A to E. (A) nucleated cells; (B) Lin- cells; (C) blast cells; (D) CD34+ cells; (E) CD34+CD38‐ and
CD34+CD38+ cells. (F) ALDH+; (G) CD34+ALDH+; (H) CD34+CD38‐ALDH+; (I) CD34+CD38+ALDH+; (J) negative control used to identify the optimal cutoff levels that best discrimi-
nated patients with relapse. Survival functions were estimated
using the Kaplan‐Meier method and were compared using the
log‐rank test. Relapse‐free survival (RFS) was measured from
the date when CR was achieved to relapse. Overall survival
(OS) was measured from diagnosis to death (regardless of the
cause) or patients were queried at the date of last follow‐up to
determine whether they were still alive, or were censored on
the date they were last known to be alive. Variables associ-
ated with P < .2 in the univariate analysis were entered into a
multivariate analysis performed by the Cox models. The level
for a statistically significant difference was set at P < .05. The SPSS 19.0 software package (SPSS Inc), and GraphPad
Prism 5 (GraphPad Software Inc) were used for data analysis. exclude cellular debris and nonviable cells (Figure 1A). 2.1 | Patients and treatment Lymphocytes, monocytes, macrophages, natural killer cells,
and erythrocytes were excluded by lineage‐negative (Lin‐)
(Figure 1B), blast cells were defined as SSClow/CD45dim
(Figure 1C), CD34+ was defined in CD34/SSC plot (Figure
1D), and CD34+CD38‐ and CD34+CD38+ were derived
from CD34+ cells (Figure 1E). Cells with DEAB‐sensitive
ALDH activity were defined as ALDH+ (Figure 1F‐I). 3.1 The characteristics of all patients at diagnosis are summa-
rized in Table 1. A total of 27 (40.9%) patients had c‐KIT
mutations. In the 39 patients who were followed up until the
second consolidation therapy, 11 (28.2%) had < 3‐log reduc-
tion in the RUNX1‐RUNX1T1 transcript level compared
to baseline (>0.4%) and were defined as MRD‐H, and the
other 28 patients had ≥ 3‐log reduction and were defined as
MRD‐L.6 As we previously reported, cDNA was used to perform
PCR to test for c‐KIT mutations in exons 17 and 8.7,8 A total of 52 patients were followed up for a median of
20 (1‐34) months. About 50 (96.2%) patients achieved CR
after 1‐3 cycles of induction therapy, and seven (14.0%)
of these patients relapsed, all of whom received chemo-
therapy only. The 2‐year RFS rate of the 50 patients who 2.3 | Detection of RUNX1‐RUNX1T1
transcript levels and c‐KIT mutation and
MRD monitoring RNA extraction, complementary DNA (cDNA) synthesis,
and TaqMan‐based real‐time quantitative PCR technology
were used as described previously.6 The RUNX1‐RUNX1T1
transcript level was calculated as the percentage of RUNX1‐
RUNX1T1 transcript copies/ABL copies. The pretreatment
baseline level of RUNX1‐RUNX1T1 transcripts was 388%
in our laboratory. According to our previous reports, a high
MRD level (MRD‐H) was defined as less than a 3‐log re-
duction in RUNX1‐RUNX1T1 transcript level compared to
baseline after the second cycle of consolidation chemother-
apy (>0.4%).6 3.2 | The percentage of ALDH+cells in
t(8;21) AML patients at diagnosis Of all 66 patients, the median percentage of ALDH+cells
among nucleated cells was 0.17% (range 0.0029%‐6.8%),
and that were 0.028% (range 0.0013%‐3.0%), 0.012%
(range 0.00028%‐0.62%), and 0.0070% (range 0%‐2.1%)
for
CD34+ALDH+,
CD34+CD38‐ALDH+,
and
CD34+CD38+ALDH+
cells
among
nucleated
cells,
respectively. 3.4 | Impact of the percentage of
ALDH+cells on the achievement of CR In the entire cohort, the CR rate after the first course
of induction was 76.9% (40/52). The percentages of
ALDH+, CD34+ALDH+, CD34+CD38‐ALDH+, and
CD34+CD38+ALDH+ cells all had no impact on the
achievement of CR (H group vs L group: 92.3% vs 71.8%,
P = .25; 73.3% vs 78.4%, P = .98; 76.5% vs 77.1%, P = 1.0;
70.8% vs 82.1%, P = .34). 3.5 | Impact of the percentage of ALDH+
cells on relapse In the 48 follow‐up patients who achieved CR and received
consolidation therapy, ALDH+‐H patients tended to have
a lower 2‐year RFS rate than ALDH+‐L patients (65.6%
[95% CI 32.0%‐85.6%] vs 84.7% [95% CI 57.0%‐95.2%],
P = .062, Figure 2A). However, CD34+ALDH+‐H pa-
tients had a significantly lower 2‐year RFS rate com-
pared to CD34+ALDH+‐L patients (60.6% [95% CI
28.7%‐81.8%] vs 88.0% [95% CI 57.2%‐97.1%], P = .015,
Figure 2B). Furthermore, both CD34+CD38‐ALDH+‐H
and CD34+CD38+ALDH+‐H patients had a significantly
lower 2‐year RFS rate compared to CD34+CD38‐ALDH+‐L
and CD34+CD38+ALDH+‐L patients, respectively (61.9%
[95% CI 30.7%‐82.3%] vs 88.0% [95% CI 57.2%‐97.1%],
P = .016, Figure 2C; 70.1% [95% CI 44.8%‐85.4%] vs 88.9%
[95% CI 43.3%‐98.4%], P = .049, Figure 2D). 2.4 Pairwise comparisons of the variables between groups were
performed using the Fisher's exact test for categorical vari-
ables. A receiver operating characteristic (ROC) curve was 5462 YANG et al TABLE 1
Characteristics of the
patients at diagnosis TABLE 1
Characteristics of the
patients at diagnosis Variables
Value
N
66
Age (y, median; range)
38 (2‐66)
Sex (male/female)
44/22
White blood cell (WBC) count (×109/L; median; range)
8.8 (1.7‐58.2)
Hemoglobin (g/L; median; range)
81 (42‐126)
Platelet count (×109/L; median; range)
32.5 (2‐312)
Blasts in BM (%, median; range)
51 (15‐89)
Patients with cytogenetic abnormalities other than t(8;21) (n = 62)
41 (66.1%)
RUNX1‐RUNX1T1 transcript level
555.0% (123.7%‐1880.5%)
Patients with c‐KIT mutations
27 (40.9%) achieved CR was 78.3% (95% confidence interval (CI)
57.9%‐89.6%). Three (5.8%) of 52 patients died during fol-
low‐up, and the 2‐year OS rate of the 52 patients was 92.6%
(95%CI 78.3%‐97.6%). 3.4 | Impact of the percentage of
ALDH+cells on the achievement of CR 3.7 | The impact of the combination of the
percentage of CD34+ALDH+ cells with MRD
on relapse By combining the percentage of CD34+ALDH+ cells with
MRD levels, 39 patients were categorized into the follow-
ing four groups: CD34+ALDH+‐L/MRD‐L (n = 21),
CD34+ALDH+‐H/MRD‐L (n = 7), CD34+ALDH+‐L/
MRD‐H (n = 5), and CD34+ALDH+‐H/MRD‐H (n = 6). As shown in Figure 3B, the 2‐year RFS rate was sig-
nificantly different among the four groups (P = .0002). In MRD‐H patients, CD34+ALDH+‐H/MRD‐H pa-
tients had a significantly lower 2‐year RFS rate than
CD34+ALDH+‐L/MRD‐H
patients
(33.3%
[95%
CI 4.6%‐67.6%] vs 100%, P = .036). Furthermore,
CD34+ALDH+‐L/MRD‐H patients had a similar 2‐
year RFS rate to both CD34+ALDH+‐L/MRD‐L and
CD34+ALDH+‐H/MRD‐L patients (100% vs 85.3%,
P = .50; 100% vs 100%, P = 1.0). Therefore, these three
groups were merged into the CD34+ALDH+‐L and/or
MRD‐L group. As a result, CD34+ALDH+‐H/MRD‐H
patients had a significantly lower 2‐year RFS rate com-
pared to CD34+ALDH+‐L and/or MRD‐L patients (33.3%
[95% CI 4.6%‐67.6%] vs 90.3% [95% CI 64.2%‐97.7%],
P < .0001, Figure 3C). Similar results were observed if Because the percentages of both CD34+CD38‐ALDH+
and CD34+CD38+ALDH+ had an impact on relapse, the
CD34+ALDH+ subset was used in the subsequent analysis. 3.3 | Determination of the optimal cutoff
values for patient grouping (A‐D) no censoring; (E‐H) censoring at the time of allo‐
HSCT; (A, E) ALDH+; (B, F) CD34+ALDH+; (C, G) CD34+CD38‐ALDH+; (D, H) CD34+CD38+ALDH+ |
5463 5463 YANG et al FIGURE 2
RFS analysis of the 48 follow‐up patients based on ALDH+grouping. (A‐D) no censoring; (E‐H) censoring at the time of allo‐
HSCT; (A, E) ALDH+; (B, F) CD34+ALDH+; (C, G) CD34+CD38‐ALDH+; (D, H) CD34+CD38+ALDH+ [95% CI 37.9%‐95.6%], P = .022, Figure 2G). In addition,
CD34+CD38+ALDH+‐H patients tended to have a lower 2‐
year RFS rate than CD34+CD38+ALDH+‐L patients (66.1%
[95% CI 38.2%‐83.7%] vs 80.0% [95% CI 20.4%‐96.9%],
P = .083, Figure 2H). [95% CI 37.9%‐95.6%], P = .022, Figure 2G). In addition,
CD34+CD38+ALDH+‐H patients tended to have a lower 2‐
year RFS rate than CD34+CD38+ALDH+‐L patients (66.1%
[95% CI 38.2%‐83.7%] vs 80.0% [95% CI 20.4%‐96.9%],
P = .083, Figure 2H). a lower 2‐year RFS rate compared with that of treatment
with allo‐HSCT (P = .070). In contrast, white blood cell
(WBC) count, hemoglobin, platelet count, blast percentage
in BM, cytogenetic abnormalities, other than t(8;21), CR
achievement after the first induction therapy, and c‐KIT
mutation status at diagnosis had no impact on the 2‐year
RFS rate (all P > .05). Thirty‐three adult patients who achieved CR and re-
ceived consolidation therapy were further analyzed. As
shown in Figure S1, ALDH+‐H and CD34+ALDH+‐H
patients individually had significantly lower 2‐year RFS
rate compared with ALDH+‐L and CD34+ALDH+‐L
patients (P = .035, Figure S1A; P = .014, Figure S1B). Furthermore,
both
CD34+CD38‐ALDH+‐H
and
CD34+CD38+ALDH+‐H patients had significantly lower
2‐year RFS rates compared with CD34+CD38‐ALDH+‐L
and
CD34+CD38+ALDH+‐L
patients,
respectively
(P = .018, Figure S1C; P = .032, Figure S1D). Similar re-
sults existed if the 11 patients who underwent allo‐HSCT
were censored at the time of transplantation (Figure S1E‐H). 3.3 | Determination of the optimal cutoff
values for patient grouping The ROC curve analysis was performed in 48 follow‐up pa-
tients who achieved CR and received consolidation therapy. Although the percentages of ALDH+, CD34+ALDH+,
CD34+CD38‐ALDH+, and CD34+CD38+ALDH+ cells
could not significantly differentiate patients who relapsed
(P = .23, .065, .072, and .088), trends existed, and 0.34%,
0.065%, 0.024%, and 0.0094% were determined as the indi-
vidual optimal cutoff values according to the Youden index. We
referred
to
patients
with
percentages
of
ALDH+, CD34+ALDH+, CD34+CD38‐ALDH+, and
CD34+CD38+ALDH+ cells that were higher than the cut-
off values as ALDH+‐H, CD34+ALDH+‐H, CD34+CD38‐
ALDH+‐H, and CD34+CD38+ALDH+‐H, and the patients
with percentages of cells that were lower than the cutoff values
as ALDH+‐L, CD34+ALDH+‐L, CD34+CD38‐ALDH+‐L,
and CD34+CD38+ALDH+‐L. Thus, among the 48 follow‐up
patients, 13 (27.1%), 15 (31.3%), 16 (33.3%), and 23 (47.9%)
patients were categorized as ALDH+‐H, CD34+ALDH+‐H,
CD34+CD38‐ALDH+‐H, and CD34+CD38+ALDH+‐H,
respectively. The ROC curve analysis was performed in 48 follow‐up pa-
tients who achieved CR and received consolidation therapy. Although the percentages of ALDH+, CD34+ALDH+,
CD34+CD38‐ALDH+, and CD34+CD38+ALDH+ cells
could not significantly differentiate patients who relapsed
(P = .23, .065, .072, and .088), trends existed, and 0.34%,
0.065%, 0.024%, and 0.0094% were determined as the indi-
vidual optimal cutoff values according to the Youden index. We
referred
to
patients
with
percentages
of
ALDH+, CD34+ALDH+, CD34+CD38‐ALDH+, and
CD34+CD38+ALDH+ cells that were higher than the cut-
off values as ALDH+‐H, CD34+ALDH+‐H, CD34+CD38‐
ALDH+‐H, and CD34+CD38+ALDH+‐H, and the patients
with percentages of cells that were lower than the cutoff values
as ALDH+‐L, CD34+ALDH+‐L, CD34+CD38‐ALDH+‐L,
and CD34+CD38+ALDH+‐L. Thus, among the 48 follow‐up
patients, 13 (27.1%), 15 (31.3%), 16 (33.3%), and 23 (47.9%)
patients were categorized as ALDH+‐H, CD34+ALDH+‐H,
CD34+CD38‐ALDH+‐H, and CD34+CD38+ALDH+‐H,
respectively. Next, the 12 patients who underwent allo‐HSCT were cen-
sored at the time of transplantation. ALDH+‐H patients had
a similar 2‐year RFS rate to ALDH+‐L patients (64.3% [95%
CI 29.8%‐85.1%] vs 76.4% [95% CI 38.3%‐92.7%], P = .14,
Figure 2E). However, CD34+ALDH+‐H and CD34+CD38‐
ALDH+‐H patients were both individually significantly
related to a lower 2‐year RFS rate compared with that of
CD34+ALDH+‐L and CD34+CD38‐ALDH+‐L patients
(55.4% [95% CI 21.2%‐79.9%] vs 81.0% [95% CI 37.8%‐95.5%],
P = .027, Figure 2F; 54.5% [95% CI 20.4%‐79.4%] vs 81.2% |
5463
YANG et al
FIGURE 2
RFS analysis of the 48 follow‐up patients based on ALDH+grouping. 3.6 | Univariate analysis of variables other
than the percentage of ALDH+ cells Therefore, ALDH may improve MRD‐based
risk stratification in t(8;21) AML. 3.6 | Univariate analysis of variables other
than the percentage of ALDH+ cells Among 39 patients who were followed up at least until the
second course of consolidation therapy, MRD‐H patients
had a significantly lower 2‐year RFS rate than MRD‐L
patients (62.3% [95% CI 27.7%‐84.0%] vs 88.8% [95% CI
59.7%‐97.3%], P = .017, Table 2, Figure 3A), and pedi-
atric patients had a significantly lower 2‐year RFS rate
than adult patients (P = .032). In addition, treatment with
chemotherapy only tended to be significantly related to 5464 YANG et al YANG et al 5464 |
YANG et al
TABLE 2
Univariate analysis of relapse in the follow‐up patients (n = 48)
Variables
No. of patients
2‐year RFS rate (95% CI)
HR (95% CI)
P value
Age
Pediatric patients
15
100%
1.0
.032
Adult patients
33
65.3% (37.4%‐83.2%)
5.3 (1.2‐24.3)
Sex
Male
31
88.7% (69.0%‐96.2%)
1.0
.17
Female
17
57.3% (20.1%‐82.4%)
3.0 (0.62‐14.6)
WBC count at diagnosis
≤ 10 × 109/L
28
85.9% (61.9%‐95.3%)
1.0
.33
> 10 × 109/L
20
67.9% (31.1%‐87.9%)
2.1 (0.47‐9.7)
Hemoglobin
≤ 80 g/L
24
80.2% (48.5%‐93.5%)
1.0
.64
> 80 g/L
24
78.6% (51.5%‐91.6%)
1.4 (0.32‐6.4)
Platelet count
≤ 35 × 109/L
23
81.9% (53.8%‐93.8%)
1.0
.94
> 35 × 109/L
25
74.2% (41.2%‐90.4%)
0.95 (0.21‐4.3)
Blasts in BM
≤ 50%
24
71.0% (36.3%‐89.0%)
1.0
.79
> 50%
24
85.0% (60.4%‐94.9%)
0.82 (0.18‐3.6)
Patients with cytogenetic abnormalities other than t(8;21)
No
16
75.2% (40.7%‐91.4%)
1.0
.45
Yes
30
78.4% (49.3‐92.0)
0.53 (0.10‐2.7)
c‐KIT gene
Wild‐type
29
71.2% (44.6%‐86.7%)
1.0
.25
Mutation
19
93.3% (61.2%‐99.0%)
0.40 (0.085‐1.9)
Treatment modality
Allo‐HSCT
12
100%
1.0
.070
Chemotherapy only
36
68.9% (42.4%‐85.1%)
4.4 (0.89‐21.5)
CR after the first induction therapy
Yes
40
76.2% (52.3%‐89.3%)
1.0
.78
No
8
87.5% (38.7%‐98.1%)
0.76 (0.11‐5.2)
MRD status
MRD‐L
28
88.8% (59.7%‐97.3%)
1.0
.017
MRD‐H
11
62.3% (27.7%‐84.0%)
9.7 (1.5‐63.0) the patients who underwent allo‐HSCT were censored at
the time of transplantation (20.8% [95% CI 0.87%‐59.5%]
vs 85.3% [95% CI 47.7%‐96.7%], P < .0001, Figure 3D). the patients who underwent allo‐HSCT were censored at
the time of transplantation (20.8% [95% CI 0.87%‐59.5%]
vs 85.3% [95% CI 47.7%‐96.7%], P < .0001, Figure 3D). Of 11 MRD‐H patients, four patients relapsed. After con-
sidering the percentage of CD34+ALDH+ cells along with
MRD, five patients were placed into the CD34+ALDH‐L/
MRD‐H group and none of these patients relapsed; all four of
the relapsed patients were placed into the CD34+ALDH‐H/
MRD‐H group. 4 |
DISCUSSION to successfully reconstitute leukemia by engrafting cells into
immunodeficient mice.11-13 However, mouse engraftment
could not be used in clinical practice due to its operational
complexity. Thus, it is necessary to find feasible methods to
identify LSCs and evaluate their clinical significance. AML with t(8;21) is a heterogeneous disease, and other
prognostic factors need to be assessed in addition to MRD.2
In the present study, ALDH activity was evaluated in 66
t(8;21) AML patients at diagnosis. We found that high per-
centages of CD34+ALDH+, CD34+CD38‐ALDH +, and
CD34 + CD38+ALDH + cells as well as high MRD lev-
els were significantly related to relapse. After combining
the percentage of CD34+ALDH+ at diagnosis with MRD,
patients were regrouped, and CD34+ALDH+‐H/MRD‐H
status was an independent adverse prognostic factor for re-
lapse in t(8;21) AML. ALDHs are an NAD(P)+‐dependent enzyme superfamily
that are involved in various biological processes.17,18 Many
reports have demonstrated that ALDH is expressed at high
levels in cancer stem cells.19-21,25-27 In AML, ALDH was
found to be highly expressed in LSCs and to be related to
chemotherapy resistance.22,24-27 Several studies have evaluated the prognostic role of
ALDH in AML. Cheung et al reported that in patients,
a high percentage of ALDH+ cells was associated with
adverse cytogenetic abnormalities.25 Ran et al demon-
strated that AML patients with a higher percentage of
ALDH+ cells had a high number of genetic and molec-
ular risk factors and poor clinical outcomes.24,26 Hoang
et al analyzed intermediate‐risk AML and found that
patients with a high percentage of ALDH+ cells had
shorter disease‐free survival and OS than patients with a
low percentage of ALDH+ cells.27 In a prospective clin-
ical study, Gerber et al reported that patients with a high
percentage of CD34+CD38‐ALDH + cells manifested
a significantly lower CR rate and lower event‐free and
OS rates.33 A total of five t(8;21) AML and 13 AML pa-
tients with favorable cytogenetic risk were included in the
above five studies, and all of them were categorized as
ALDH+‐L.24-27,33 It implied that among AML, patients
with t(8;21) usually had low percentage of ALDH+,
which is in consistent with their low cytogenetic risk. In
the present study, similar prognostic significance of the
percentage of ALDH+ was seen within t(8;21) AML; that
is, a high percentage of CD34 + ALDH+ cells was cor-
related with a low RFS rate. 3.8 | CD34+ALDH+‐H/MRD‐H status
independently predicts relapse CD34+ALDH+‐H/MRD‐H status, age, sex, and treat-
ment modality were all used in a multivariate analysis of
39 patients who were followed up at least until the second
course of consolidation therapy. The results showed that
CD34+ALDH+‐H/MRD‐H status was the only independ-
ent adverse prognostic factor for relapse (HR 27.5 [95% CI
3.1‐246.4], P = .0030). Of 11 MRD‐H patients, four patients relapsed. After con-
sidering the percentage of CD34+ALDH+ cells along with
MRD, five patients were placed into the CD34+ALDH‐L/
MRD‐H group and none of these patients relapsed; all four of
the relapsed patients were placed into the CD34+ALDH‐H/
MRD‐H group. Therefore, ALDH may improve MRD‐based
risk stratification in t(8;21) AML. |
5465
YANG et al
FIGURE 3
RFS of patients
grouped by MRD (A); combination
of CD34+ALDH+ and MRD (B);
CD34+ALDH+‐L and/or MRD‐L
and CD34+ALDH+‐H/MRD‐H (C);
CD34+ALDH+‐L and/or MRD‐L and
CD34+ALDH+‐H/MRD‐H with censoring
at the time of allo‐HSCT (D) |
5465
g 5465 YANG et al Since MRD is the most important prognostic molecular
marker in t(8;21) AML, which was similarly demonstrated
in the current study, we combined the ALDH with MRD
parameters. We found that in patients, both CD34+CD38‐
ALDH+‐H and CD34+CD38+ALDH+‐H status had an
adverse impact on the 2‐year RFS rate. CD34+CD38‐ is
widely accepted as an immunophenotype of LSCs, but
CD34+CD38+ cells were also found to have LSC char-
acteristics.14 Pearce et al reported that the CD34+ and
ALDH+ subpopulations in AML largely overlapped,
and CD34+ALDH+ cells possess the CD34+CD38‐
and CD34+CD38+ phenotypes.22 Therefore, we did
not consider CD38 expression, and we combined the
CD34+ALDH+ and MRD parameters to categorize patients
into four groups. The combined results showed that only
patients with concurrent high levels of CD34+ALDH+ at
diagnosis and MRD had a high relapse risk. Furthermore,
CD34+ALDH+‐H/MRD‐H was found to be the only in-
dependent adverse prognostic factor. Our results demon-
strated the usefulness of ALDH for improving MRD‐based
risk stratification in t(8;21) AML. REFERENCES 1. Schlenk RF, Benner A, Krauter J, et al. Individual patient data‐
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DISCUSSION Over the past decade, molecular markers have been
incorporated into the risk stratification system in t(8;21)
AML. Several studies, including ours, have demonstrated
that high MRD levels, which are indicated by less than
a 3‐log reduction of RUNX1‐RUNX1T1 transcript levels
during treatment, were poor prognostic factors, although
the significant time points were different among the stud-
ies.4-6 In addition, c‐KIT mutation was found to be the most
prevalent mutation in t(8;21) AML and has been demon-
strated to be related to poor outcomes by many studies.7-9
However, the specificity and sensitivity of the current risk
stratification are not perfect. Whether other parameters
could complement the use of molecular markers needs to
be evaluated in t(8;21) AML. Relapse was a major challenge for the long‐term outcome
of AML patients and may be caused by the persistence of
LSCs. LSCs have been reported to be quiescent, well pro-
tected within the bone marrow niche, resistant to chemother-
apy, and responsible for recurrent disease.30 Some reports
have demonstrated that the frequency of LSCs in patients
with AML might be prognostic.31,32 Evidence for the iden-
tification of LSCs involves a demonstration of the capacity 5466 YANG et al AUTHOR CONTRIBUTIONS 12. Bonnet D, Dick JE. Human acute myeloid leukemia is organized as
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LY, FTD, YHZ YZW, and YC performed flow cytometry;
QJ, XHZ, KYL, and XJH collected clinical data; YZQ de-
signed the study and revised the manuscript. All authors gave
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pression profiling of CD34(+)/CD38(−) and CD34(+)/CD38(+)
Stem‐ and Progenitor cells in Acute Lymphoblastic Leukemia. Neoplasia. 2018;20(6):632‐642. 14. Taussig DC, Miraki‐Moud F, Anjos‐Afonso F, et al. Anti‐CD38
antibody‐mediated clearance of human repopulating cells
masks the heterogeneity of leukemia‐initiating cells. Blood. 2008;112(3):568‐575. 16. Eppert K, Takenaka K, Lechman ER, et al. Stem cell gene expres-
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the first course of induction therapy is highly effective for acute
myeloid leukemia with t(8;21). Leuk Res. 2016;44:40‐44. 17. Guo X, Wang Y, Lu H, et al. Genome‐wide characterization and ex-
pression analysis of the aldehyde dehydrogenase (ALDH) gene su-
perfamily under abiotic stresses in cotton. Gene. 2017;628:230‐245. 29. Lu DP, Dong L, Wu T, et al. Conditioning including antithymocyte
globulin followed by unmanipulated HLA‐mismatched/haploiden-
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drogenase genes: alternatively spliced transcriptional variants
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gets CD123/CD47‐positive cells and reverse chemoresistance phe-
notype in acute myeloid leukemia. Leukemia. 2018;33(4):931‐944. 19. Ginestier C, Hur MH, Charafe‐Jauffret E, et al. ALDH1 is a marker
of normal and malignant human mammary stem cells and a predic-
tor of poor clinical outcome. Cell Stem Cell. 2007;1(5):555‐567. 31. Pearce DJ, Taussig D, Zibara K, et al. AML engraftment in the
NOD/SCID assay reflects the outcome of AML: implications
for our understanding of the heterogeneity of AML. Blood. 2006;107(3):1166‐1173. 20. Sullivan JP, Spinola M, Dodge M, et al. Aldehyde dehydrogenase
activity selects for lung adenocarcinoma stem cells dependent on
notch signaling. Can Res. 2010;70(23):9937‐9948. 21. Landen CN, Goodman B, Katre AA, et al. Targeting aldehyde de-
hydrogenase cancer stem cells in ovarian cancer. Mol Cancer Ther. 2010;9(12):3186‐3199. 32. van Rhenen A, Feller N, Kelder A, et al. High stem cell fre-
quency in acute myeloid leukemia at diagnosis predicts high
minimal residual disease and poor survival. Clin Cancer Res. 2005;11(18):6520‐6527. 22. Pearce DJ, Taussig D, Simpson C, et al. Characterization of cells
with a high aldehyde dehydrogenase activity from cord blood and
acute myeloid leukemia samples. Stem Cells. 2005;23(6):752‐760. 33. Gerber JM, Zeidner JF, Morse S, et al. Association of acute my-
eloid leukemia's most immature phenotype with risk groups and
outcomes. Haematologica. 2016;101(5):607‐616. 23. Storms RW, Green PD, Safford KM, et al. Distinct hematopoietic
progenitor compartments are delineated by the expression of alde-
hyde dehydrogenase and CD34. Blood. 2005;106(1):95‐102. 24. Ran D, Schubert M, Pietsch L, et al. Aldehyde dehydrogenase
activity among primary leukemia cells is associated with stem
cell features and correlates with adverse clinical outcomes. Exp
Hematol. 2009;37(12):1423‐1434. ORCID Qian Jiang
https://orcid.org/0000-0001-7131-0522
Xiao‐Hui Zhang
https://orcid.org/0000-0003-0245-6792
Kai‐Yan Liu
https://orcid.org/0000-0002-6751-7827
Ya‐Zhen Qin
https://orcid.org/0000-0002-1548-0946 15. Taussig DC, Vargaftig J, Miraki‐Moud F, et al. Leukemia‐ini-
tiating cells from some acute myeloid leukemia patients with
mutated nucleophosmin reside in the CD34(‐) fraction. Blood. 2010;115(10):1976‐1984. YANG et al 5467 SUPPORTING INFORMATION Additional supporting information may be found online in
the Supporting Information section at the end of the article. 25. Cheung A, Wan T, Leung J, et al. Aldehyde dehydrogenase activity
in leukemic blasts defines a subgroup of acute myeloid leukemia
with adverse prognosis and superior NOD/SCID engrafting poten-
tial. Leukemia. 2007;21(7):1423‐1430. How to cite this article: Yang L, Chen W‐M, Dao
F‐T, et al. High aldehyde dehydrogenase activity at
diagnosis predicts relapse in patients with t(8;21)
acute myeloid leukemia. Cancer Med. 2019;8:5459–
5467. https://doi.org/10.1002/cam4.2422 How to cite this article: Yang L, Chen W‐M, Dao
F‐T, et al. High aldehyde dehydrogenase activity at
diagnosis predicts relapse in patients with t(8;21)
acute myeloid leukemia. Cancer Med. 2019;8:5459–
5467. https://doi.org/10.1002/cam4.2422 How to cite this article: Yang L, Chen W‐M, Dao
F‐T, et al. High aldehyde dehydrogenase activity at
diagnosis predicts relapse in patients with t(8;21)
acute myeloid leukemia. Cancer Med. 2019;8:5459–
5467. https://doi.org/10.1002/cam4.2422 26. Ran D, Schubert M, Taubert I, et al. Heterogeneity of leukemia
stem cell candidates at diagnosis of acute myeloid leukemia and
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the key to separation of normal versus leukemia stem cells by ALDH
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Using a Bayesian Network Predictive Model to Understand Vulnerability of Australian Sheep Producers to a Foot and Mouth Disease Outbreak
|
Frontiers in veterinary science
| 2,021
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cc-by
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ORIGINAL RESEARCH
published: 11 June 2021
doi: 10.3389/fvets.2021.668679 Using a Bayesian Network Predictive
Model to Understand Vulnerability of
Australian Sheep Producers to a Foot
and Mouth Disease Outbreak Jennifer Manyweathers 1,2*, Yiheyis Maru 3, Lynne Hayes 2, Barton Loechel 4,
Heleen Kruger 5, Aditi Mankad 4, Gang Xie 6, Rob Woodgate 1,2 and
Marta Hernandez-Jover 1,2 1 Graham Centre for Agricultural Innovation, Charles Sturt University, Wagga Wagga, NSW, Australia, 2 School of Animal and
Veterinary Sciences, Charles Sturt University, Wagga Wagga, NSW, Australia, 3 Commonwealth Scientific and Industrial
Research Organisation Land and Water, Canberra, ACT, Australia, 4 Commonwealth Scientific and Industrial Research
Organisation, Brisbane, QLD, Australia, 5 Australian Bureau of Agricultural and Resource Economics and Sciences (ABARES),
Canberra, ACT, Australia, 6 Quantitative Consulting Unit, Charles Sturt University, Wagga Wagga, NSW, Australia Edited by: The most Reviewed by:
Georgina Limon,
Pirbright Institute, United Kingdom
Pedro Larrañaga,
Polytechnic University of
Madrid, Spain *Correspondence:
Jennifer Manyweathers
jmanyweathers@csu.edu.au Specialty section:
This article was submitted to
Veterinary Epidemiology and
Economics,
a section of the journal
Frontiers in Veterinary Science
Received: 16 February 2021
Accepted: 22 April 2021
Published: 11 June 2021 Specialty section:
This article was submitted to
Veterinary Epidemiology and
Economics, Specialty section:
This article was submitted to
Veterinary Epidemiology and
Economics,
a section of the journal
Frontiers in Veterinary Science
Received: 16 February 2021 Received: 16 February 2021
Accepted: 22 April 2021
Published: 11 June 2021 Edited by: Edited by:
Alejandra Victoria Capozzo,
Consejo Nacional de Investigaciones
Científicas y Técnicas
(CONICET), Argentina Edited by:
Alejandra Victoria Capozzo,
Consejo Nacional de Investigaciones
Científicas y Técnicas
(CONICET), Argentina To maintain and strengthen Australia’s competitive international advantage in sheep
meat and wool markets, the biosecurity systems that support these industries need
to be robust and effective. These systems, strengthened by jurisdictional and livestock
industry investments, can also be enhanced by a deeper understanding of individual
producer risk of exposure to animal diseases and capacity to respond to these risks. This observational study developed a Vulnerability framework, built from current data
from Australian sheep producers around behaviors and beliefs that may impact on their
likelihood of Exposure and Response Capacity (willingness and ability to respond) to
an emergency animal disease (EAD). Using foot and mouth disease (FMD) as a model,
a cross-sectional survey gathered information on sheep producers’ demographics,
and their practices and beliefs around animal health management and biosecurity. Using the Vulnerability framework, a Bayesian Network (BN) model was developed as
a first attempt to develop a decision making tool to inform risk based surveillance
resource allocation. Populated by the data from 448 completed questionnaires, the
BN model was analyzed to investigate relationships between variables and develop
producer Vulnerability profiles. Respondents reported high levels of implementation of
biosecurity practices that impact the likelihood of exposure to an EAD, such as the
use of appropriate animal movement documentation (75.4%) and isolation of incoming
stock (64.9%). However, adoption of other practices relating to feral animal control
and biosecurity protocols for visitors were limited. Respondents reported a high uptake
of Response Capacity practices, including identifying themselves as responsible for
observing (94.6%), reporting unusual signs of disease in their animals (91.0%) and
daily/weekly inspection of animals (90.0%). The BN analysis identified six Vulnerability
typologies, with three levels of Exposure (high, moderate, low) and two levels of Response
Capacity (high, low), as described by producer demographics and practices. INTRODUCTION approach is a comprehensive understanding of the factors that
may influence both likelihood of exposure to FMD and the
response capacity (willingness and ability) to respond to an
outbreak. At a national level, East et al. (5) used a multicriteria
analysis and found that current surveillance efforts are effectively
targeting the highest risk areas for an FMD incursion. Subsequent
research has highlighted further opportunities for improving
FMD outbreak preparedness by decreasing the time between
introduction and diagnosis (19). Garner et al. (20) also showed
an inverse correlation between the likelihood of successful
eradication of FMD and the time taken for initial diagnosis. The Australian sheep industry has long been recognized for
its significant contribution to the global sheep meat and wool
industries (1). Protecting the sheep meat and wool industries
in the face of increasing global risks associated with significant
disease outbreaks such as foot and mouth disease (FMD) (2–4)
and maintaining Australia’s clean and green reputation should
remain a high priority. The current animal health surveillance
system for notifiable diseases includes targeted programs but
also relies on general surveillance primarily underpinned by
producers notifying their private or government veterinarian of
unusual signs of disease. By strengthening the capacity of rural
communities and the producers themselves to rapidly identify
and contain any possible future emergency animal disease (EAD)
outbreaks will enhance preparedness of the existing surveillance
systems (2, 5–7). To reduce the time taken between infection and diagnosis,
understanding biosecurity beliefs and practices of producers and
those regularly in contact with livestock is paramount (12, 21). This includes the ability to recognize unusual signs of disease
in livestock and to take appropriate steps to get a diagnosis
(22). When modeling the spread of FMD from a single index
farm, one of the most influential factors was found to be
the ability of the producer to detect unusual signs leading to
identification of FMD (23). Therefore, any risk-based approach
to surveillance needs to be informed by stakeholder engagement,
including producers’ beliefs and practices around their role in
general surveillance, defined in this study as monitoring for,
recognizing, and reporting unusual signs of disease in their
animals (22, 24–27). Historically, Australian Government resources have facilitated
locally based veterinarians and supported personnel spending
time on-farm. In keeping with global trends (8–10), these
resources are decreasing, resulting in a weakening of local
relationships and diminishing the strong surveillance networks
that previously existed (2, 11–13). Citation: Manyweathers J, Maru Y, Hayes L,
Loechel B, Kruger H, Mankad A,
Xie G, Woodgate R and
Hernandez-Jover M (2021) Using a
Bayesian Network Predictive Model to
Understand Vulnerability of Australian
Sheep Producers to a Foot and
Mouth Disease Outbreak. Front. Vet. Sci. 8:668679. doi: 10.3389/fvets.2021.668679 June 2021 | Volume 8 | Article 668679 Frontiers in Veterinary Science | www.frontiersin.org 1 Manyweathers et al. BN Model of Producer Vulnerability influential Exposure variables on producer Vulnerability included adoption levels of visitor
biosecurity and visitor access protocols. Findings from this study can guide decisions
around resource allocation to improve Australia’s readiness for EAD incursion and
strengthen the country’s biosecurity system. Keywords: Bayesian network model, foot and mouth disease, biosecurity, vulnerability, Australian sheep
producers, surveillance, partnership Keywords: Bayesian network model, foot and mouth disease, biosecurity, vulnerability, Australian sheep
producers, surveillance, partnership INTRODUCTION The “shared responsibility”
approach to surveillance adopted by the Australian Government
(4) has great potential. However, in practice, it has not been
met with a consistent level of engagement by stakeholders (10). This has resulted in a perception among producers that the
government is devolving itself of responsibility for surveillance
and decreasing the priority of livestock industries more generally,
further undermining the surveillance system (2, 14). To
inform
risk-based
approaches
to
strengthening
surveillance strategies, an EAD risk characterization of livestock
producers based on FMD vulnerability was developed from
a cross-sectional survey that collected producer information
from the FMD-susceptible livestock industries in Australia. The
survey data were then used to populate a Bayesian Network (BN)
model for analysis of producer vulnerability (28). This paper
focuses on Australian sheep producers’ beliefs and practices
that may influence their likelihood of exposure and capacity
to respond to an FMD outbreak. The results pertaining to the
Australian beef and goat industries have been reported elsewhere
(22, 29). Any weakening of partnerships within the surveillance system
is of particular concern within the sheep industry, which has
traditionally had lower levels of engagement with animal health
professionals (15, 16). Learnings from the FMD outbreak across
the United Kingdom suggest that sheep are likely to play a
significant role in any undetected occurrence and spread of
FMD in the event of an outbreak because of the variable
and transient nature of ovine FMD symptoms (6, 17, 18). As
part of maintaining and strengthening protective biosecurity
and surveillance strategies, and strengthening partnerships,
understanding the diversity of the sheep industry and its unique
risk profile is vital. Frontiers in Veterinary Science | www.frontiersin.org Questionnaire Distribution The questionnaire was distributed online and via post between
August 2017 and June 2018, with final distribution routes guided
by available support from industry and government agencies. Multiple farming system groups from the Riverina region in
New South Wales (NSW), along with Local Lands Services
(NSW government agency), distributed the questionnaire via
direct email link to members, with accompanying coverage
in newsletters and on Twitter and Facebook. The Livestock
Biosecurity Network distributed the questionnaire link in their
newsletters and also discussed the study during biosecurity
workshops in NSW. Interested producers were followed up and
provided with the link. In addition, a link to the questionnaire
was
distributed
by
the
Graham
Centre
for
Agricultural
Innovation, a research center of Charles Sturt University, and
NSW Department of Primary Industries, as well as the Victorian
Farmers Federation, via their newsletters. In Western Australia
(WA), a random sample of 750 sheep producers with a registered
Property Identification Code (PIC) was emailed a link to
the questionnaire. The questionnaire, which consisted of 61 questions, gathered
information in relation to practices, perceptions, and attitudes
around the risk of and response to a FMD outbreak. The
following four main areas were included in the questionnaire:
Demographics and husbandry practices (24 questions), Biosecurity Sheep producers who completed the questionnaire were
invited to enter a draw for 20 × $50 retail vouchers. In addition,
they also had the opportunity to enter a draw for two smart tablets
across participants from all industries. FIGURE 1 | Classification matrix of vulnerability as the intersection of exposure
and response capacity: light gray = low vulnerability; medium gray = moderate
vulnerability; black = high vulnerability [(22), adapted from Nelson et al. (30)]. MATERIALS AND METHODS A cross-sectional study was designed, and a questionnaire was
developed to gather quantitative data to build a vulnerability-
based typology of the Australian sheep industry, using FMD
as a model. The methodological approach used for this study
was the same of that used in Manyweathers et al. (22, 29). All
research activities were approved by the Human Research Ethics
Committee at Charles Sturt University (H400201720). Risk-based approaches to surveillance for FMD could reduce
the probability of threats occurring and assuage consequences
of a possible FMD outbreak in Australia. These approaches
can assist the identification of potential routes of entry and
establishment of FMD and effective allocation of resources for
surveillance and response (2, 8). The foundation of such an June 2021 | Volume 8 | Article 668679 2 Manyweathers et al. BN Model of Producer Vulnerability Questionnaire Design practices and beliefs (8), Animal health management practices
(23), and Networks and trust (10). The questionnaire was developed with reference to existing
epidemiological, behavioral, and social science research and
aimed at the examination and characterization of sheep
producers’ vulnerability to an FMD outbreak. Further details of
the design and development of the questionnaire are provided
by Manyweathers et al. (22). In brief, a vulnerability matrix
(Figure 1) guided questionnaire development, with questions
examining producers’ likelihood of exposure to FMD and
their response capacity (willingness and ability to inspect
animals, detect and report disease) to an FMD outbreak. The questionnaire was developed by a multidisciplinary team,
including social and behavioral science researchers, veterinarians,
systems science, and biosecurity researchers, through an iterative
process. The questionnaire was then piloted prior to distribution
by one sheep industry representative, one veterinarian, and two
sheep producers, to improve validity and clarity. Bayesian Network Analysis was not distinguishable, while the elicited “exposure” levels
with three categories were more distinctive. In our study, the
information contained in the observed variables that define
the “response capacity” was not strong enough to distinguish
three categories. Based on the principle of parsimony for
modeling, we decided to specify/model “response capacity”
with two categories. Hence, the finalized conceptual model
was modified with the vulnerability definition matrix to be a
2 × 3 one (two categories for response capacity and three
categories for exposure). The vulnerability definition matrix
implemented in our completed BN model is therefore a result of
a compromise between our disciplinary understanding/intention
and the technical possibility/limitation due to the information
contained in the observed variables (35). A Bayesian network model is a probabilistic graphical tool that
allows for modeling of biological, social, and physical systems
that operate under uncertainty (28, 31) and is suitable for a
large number of different data types and hidden variables being
connected through complex relationships (32). Formally, a BN
model is a graphical representation, i.e., a directed acyclic graph
(DAG), of a joint probability distribution of a set of random
variables in which each variable is represented by a node and
the dependence relationship is represented by a link/edge for two
associated variables (28, 33). Essentially, a BN model follows a machine learning approach
for data analysis. Although the theoretical foundation and
computational algorithms underlying BNs are utilized in subjects
such as computer science, mathematics, and statistics, the
applications of BN models are very intuitive and relatively
straightforward because of the availability of many well-tested
BN application software packages (28, 31). In this study, we
used the most popular commercial BN software Netica (version
6.05) (34) to characterize Australian sheep producers based
on their enterprises’ vulnerability to an FMD outbreak. This
approach has also been used by beef and goat producers
(22, 29). Observed variables were imported into the BN model. The
category levels in each observed variable were defined a priori
in the information table related to Figure 2. Because we had
a very well-defined conceptual model, the BN model structure
was manually specified by defining each hidden variables with
various local naive Bayes models to explore the suitability of
identifying and classifying the possible meaningful categorical
groups with each hidden variable in the model. Bayesian Network Analysis This was done
initially for “response capacity” and “exposure.” Based on the
principle of parsimony, the number of category levels for each
hidden variable were determined arbitrarily. Every
BN
model
has
two
components
in
its
model
specification. The qualitative component of a BN specifies
the network structure through a set of (conditional) dependence
and independence statements among a set of random variables,
informational
precedence,
and
preference
relations;
the
quantitative component of a BN determines the conditional
probability tables (CPTs) that quantifies the strengths of
dependence relations using probability theory and preference
relations using utility theory (28). In this study, the BN model
development processes started with the conceptual model as
detailed in Figures 1, 2. The data collected from sheep farmers
included 41 observed variables. According to our disciplinary
theory, these observed variables were the building blocks for
defining various composite or hidden variables with which the
level of “vulnerability” could be determined. Table 1 specifies
which hidden variable was defined/characterized by the observed
variables and the layers of the hidden variables. The hierarchical
structure of the hidden variables and how they related to those
observed variables are shown in Figure 2. The top level hidden
variable “vulnerability” was defined by “response capacity” and
“exposure.” In turn, “response capacity” was further defined
by three sublevel hidden variables, and the “exposure” was
defined directly by seven observed variables; those demographics
variables were all observed variables and should affect both
“response capacity” and “exposure.” Note that, due to space
limitation, there were a large number of observed variables
behind the three sublevel hidden variables that are not displayed
in Figure 2 with detailed information provided in Table 1. The purpose of the FMD outbreak risk management decision-
making system was to determine the vulnerability level as
characterized by the producers’ demographics variables. This was
implemented by integrating the two individual naive Bayesian net
(one for defining the response capacity and one for defining the
exposure) into one BN model with each of the 12 demographics
variables connected as a child node to both response capacity and
exposure nodes. Essentially, this was equivalent to the merger of
two naive Bayesian nets with those demographics variables as the
common linkage. Data Analysis
Descriptive Analysis Data from the online and postal questionnaires were collated
in Excel (PC/Windows XP, 2007) and checked for data entry
errors. Descriptive statistics were used to obtain an overview
of participant demographic and husbandry characteristics,
practices, and attitudes (IBM SPSS Statistics for Windows,
Version 20.0. Armonk, NY: IBM Corp.). FIGURE 1 | Classification matrix of vulnerability as the intersection of exposure
and response capacity: light gray = low vulnerability; medium gray = moderate
vulnerability; black = high vulnerability [(22), adapted from Nelson et al. (30)]. FIGURE 2 | Bayesian network conceptual model for examining Australian sheep producers’ vulnerability to foot and mouth disease (FMD). RE 2 | Bayesian network conceptual model for examining Australian sheep producers’ vulnerability to foot and mouth disease (FMD) Frontiers in Veterinary Science | www.frontiersin.org June 2021 | Volume 8 | Article 668679 3 BN Model of Producer Vulnerability Manyweathers et al. Frontiers in Veterinary Science | www.frontiersin.org Bayesian Network Analysis To complete the BN model, the vulnerability node was added
into the model that is categorically defined by “response capacity”
and “exposure.” As shown in the Supplementary Material, this
is a static representation of the interactive model. The model
contains 55 variables/nodes, of which 41 variables are observed
data and 14 are hidden variables. Hidden variables are distributed
in four different layers according to our a priori knowledge
regarding the relationship between the observed variables and
the categories of exposure and response capacity and detailed in
Table 1. Since a BN model represents the joint distribution of all
variables included in the model, any one (or more than one)
variable(s) may be selected as a target variable (equivalent to the
“response” variable in a regression model). Various inferential
analyses can be performed by assuming different scenarios in
terms of the “findings” of other variables. In this study, the
primary statistical inference analysis was undertaken on the
resulting BN model to investigate how, given one or more
than observed variables/nodes, other variables/nodes changed. The focus of this analysis was to explore the interrelationships
between vulnerability and producers’ demographic variables
and to identify key characteristics driving exposure, response Initially, the conceptual model specified that the categorical
matrix for defining vulnerability was based on a 3 × 3
matrix with vulnerability being categorized by nine possible
combinations between the levels of response capacity and
exposure. However, the initial completed BN model showed that
the hidden variable “response capacity” with three categories June 2021 | Volume 8 | Article 668679 4 BN Model of Producer Vulnerability Manyweathers et al. TABLE 1 | A list of questions considered for assessing the likelihood of exposure and response capacity of Australian sheep producers to an foot and mouth disease
(FMD) outbreak and the classifications of response. Questions
Exposure related questions
Classification of responses
High likelihood
Moderate likelihood
Low likelihood
Do you
Employ overseas workers? Yes
Occasionally
No
Isolate new stock? Never, rarely
Occasionally
Most of the time, always
Restrict access? Never, rarely
Occasionally
Most of the time, always
Require visitor biosecurity practices? Never, rarely
Occasionally
Most of the time, always
Take action to control feral animals? Never, rarely
Yes
Most of the time, always
Have neighbors with FMD Susceptible species? Yes
Yes
No
Have FMD susceptible feral species on your property? (Continued) Bayesian Network Analysis Attitudes Toward Foot and Mouth Disease
Attitudes of producers toward FMD were investigated by the
cross-sectional study. Overall concern about FMD was moderate,
with a quarter of respondents (25.3%) reporting no concern
and 22.6% reporting extreme levels of concern. The majority of
respondents perceived little or no likelihood of an FMD outbreak
occurring on their own property (92.8%) or region (80.3%). However, only 35.7% of producers thought there was little or no
likelihood of an FMD outbreak somewhere in Australia. There
was general agreement that an FMD outbreak would be extremely
serious at all levels: on their property (78.3%), the region (73.6%),
and the country (65.8%). capacity, and overall vulnerability. For example, by finding
“evidence” in terms of the demographic variables (i.e., by
assuming different farmers’ profiles), the completed BN model
allows us to investigate the vulnerability status and the
nuances of its determining factors of response capacity and
exposure. The BN model also allows us to examine the
farmers profiles by assuming various vulnerability status (namely,
different combinations of response capacity, and exposure levels). Although a BN model is not a solution to the universal
problem of lack of representativeness of data regarding the
study population, it is a logically consistent and systematic way
to perform the what-if analysis regarding the FMD outbreak
risk management. capacity, and overall vulnerability. For example, by finding
“evidence” in terms of the demographic variables (i.e., by
assuming different farmers’ profiles), the completed BN model
allows us to investigate the vulnerability status and the
nuances of its determining factors of response capacity and
exposure. The BN model also allows us to examine the
farmers profiles by assuming various vulnerability status (namely,
different combinations of response capacity, and exposure levels). Although a BN model is not a solution to the universal
problem of lack of representativeness of data regarding the
study population, it is a logically consistent and systematic way
to perform the what-if analysis regarding the FMD outbreak
risk management. The study also asked producers about their level of confidence
in identifying clinical signs of FMD in their animals, with only
12.8% reporting high levels of confidence and a third reporting
little to no confidence. The next step was to identify the relative influence of relevant
variables on exposure, response capacity, and vulnerability
using the Netica’s built-in sensitivity analysis algorithm (28,
34). Bayesian Network Analysis Yes
No
Response-capacity-related questions
Classification of responses
High capacity
Low capacity
How frequently do you undertake the following activities? Visual inspection
Once a day, once a
week
Once a month, few times a year,
once a year or less, never
Visual and physical
inspection
Once a day, once a
week
Once a month, few times a year,
once a year or less, never
Inspection of unwell animals
Once a day, once a
week
Once a month, few times a year,
once a year or less, never
Who do you think is responsible for
Inspecting animals for
unusual signs
Me, staff
Private or gov vet, stock agent,
neighbors, industry group
Recognizing unusual signs
of disease
Me, staff
Private or gov vet, stock agent,
neighbors, industry group
Reporting unusual signs
Me, staff
Private or gov vet, stock agent,
neighbors, industry group
In the last 12 months, how often have you
Used an NVD/health
statement when buying
animals
Always, most of the
time
Occasionally, rarely, never
Inspected stock before
buying them
Always, most of the
time
Occasionally, rarely, never
How confident are you that you could identify FMD in your sheep
Extremely, very,
moderately
Slightly, Not at all
Rank first three actions when you see unusual signs of disease
Call private vet
1st, 2nd 3rd action
Not in top 3 actions
Call gov vet
1st, 2nd 3rd action
Not in top 3 actions
Watch and wait
Not in top 3 actions
1st, 2nd 3rd action
Do nothing
Not in top 3 actions
1st, 2nd, 3rd action
Call hotline
1st, 2nd, 3rd action
Not in top 3 actions
In a single event, what number of animals showing unusual
signs/dead would you be concerned about
Number showing unusual
signs
<10
10–50, more than 50
Number animals dead
<5, 5–10
11–50, more than 50
How often have you
Reported unusual signs
Always, most of the
time
Occasionally, rarely, never
(C
ti
d) How often have you (Continued) Frontiers in Veterinary Science | www.frontiersin.org June 2021 | Volume 8 | Article 668679 Manyweathers et al. BN Model of Producer Vulnerability
TABLE 1 | Continued
Questions
Response-capacity-related questions
Classification of responses
High capacity
Low capacity
Do you use
Private vets
Yes
No
Govt vets
Yes
No
Do you trust
Private vets
Completely, very,
moderately
A little, not at all
Govt vets
Completely, very,
moderately
A little, not at all BN Model of Producer Vulnerability Manyweathers et al. Exposure-Related Practices Among participating producers, there was good implementation
of biosecurity practices in relation to incoming animals, with
producers reporting that they always inspected new stock for
disease (84.1%), used animal movement documentation (75.4%),
inspected stock before purchase (71.3%), and isolated new
animals (64.9%). However, implementation of other biosecurity
measures, mainly in relation to feral animal control and visitors,
was limited. Approximately a third of respondents reported
regularly restricting access for visitors (32.3%) and having specific
control plans for feral animals (29.6%). In addition, 53.6% of
producers did not require visitors to follow biosecurity practices
when visiting their property. Bayesian Network Analysis Responses to the observed variables were qualitatively
categorized based on the potential contribution of the practice
to the risk of exposure or response capacity of the producer
and their enterprise in relation to FMD. The qualitative
descriptors were determined based on biosecurity and EAD
management literature and historical epidemiological evidence
from previous FMD outbreaks (2, 17, 23). Based on the
sensitivity analysis results, some variables in the initial model
were removed from the final model due to their lack of
influence (22, 29). RESULTS Demographics and Husbandry Practice
Overall, postal and online responses were obtained from 497
sheep producers from five Australian States and Territories. A total of 448 responses were complete and included in the
analysis. Table 2 provides a summary of the demographic
and husbandry characteristics for participating producers. Most
producers were over 50 years of age and third-generation
farmers with more than 20 years of experience in sheep
farming. Most properties were located in NSW and Victoria,
with approximately half of the respondents running a mixed
livestock enterprise. Response-Capacity-Related Practices Practices used to define producer Response Capacity were mainly
those related to inspection of animals, recognizing unusual signs
of disease and reporting of these unusual signs to competent
authorities or appropriate stakeholders. The
majority
of
respondents
identified
themselves
as
responsible for observing (94.6%), recognizing (79.3%), and
reporting (91.0%) unusual signs of disease in their animals. In relation to routine inspection of animals, most producers June 2021 | Volume 8 | Article 668679 Frontiers in Veterinary Science | www.frontiersin.org 6 BN Model of Producer Vulnerability Manyweathers et al. TABLE 2 | Demographic and husbandry characteristics of sheep producers
participating in a cross-sectional study in 2017–2018. Characteristic
N (%) respondents
State
VIC
206 (46)
NSW
197 (44)
WA
21 (5)
QLD
9 (2)
SA
8 (2)
NT
–
ACT
–
TAS
–
NA
7
Age
18–25
7 (2)
26–35
51 (11)
36–50
122 (27)
51–65
181 (40)
66–80
81 (18)
Over 80
6 (1)
Farming background
First generation
108 (24.3)
Second generation
63 (14.2)
Third generation
274 (61.6)
NA
3
Years farming
<5
51 (11.5)
5–10
50 (11.3)
11–20
64 (14.4)
More than 20
279 (62.8)
NA
4
Production system
Sheep and other livestock
191 (50.1)
Sheep and cropping
119 (31.2)
Sheep only
66 (17.3)
Sheep and other
5 (1.3)
NA
67
Property size (ha)
Mean
2120.3
Min–max
1.5–125,000.0
Median
500.0
5–95%
7.0–7570.5
Number of ewes
Mean
1,571
Min–max
3–13,500
Median
800
5–95%
9–7,000 checking their animals for disease prior to moving them off
farm. Movement documentation when selling stock were used
by 86.9% of respondents. In relation to recognizing and reporting unusual signs of
disease, nearly half of respondents reported that they usually
(most of the times or always) report unusual signs of disease
(49.0%), with 59.4% reported knowing who to call if they
found unusual signs of disease in their animals. Most producers
reported keeping records of animal health (96.9%) and stock
movements (73.2%). Producers were also asked about their
first three actions in the event of unusual signs of disease in
their sheep, with calling a private veterinarian being the most
commonly selected option (Table 3). However, a significant
proportion of producers (31.1%) chose “Watch and wait” as
one of the top three options. Furthermore, the questionnaire
asked producers about their knowledge on subsidies to financially
support the veterinary costs of reporting and diagnosis, with
the majority (61.8%) being unaware of the existence of
these subsidies. Sensitivity Analysis The sensitivity of the observed and hidden variables to affect
the determination of the vulnerability status was estimated
through the Netica’s built-in sensitivity analysis procedure. The
results are presented in Table 4 and can be interpreted as
follows. The mutual information quantifies the “amount of
information” obtained about the target variable “vulnerability”
through observing the other random variables. Using sensitivity
analysis, property size, number of ewes, visitor biosecurity,
primary income, years of farming, state, restricted access, and
education were identified as those variables with the greatest
influence on respondent vulnerability. Bayesian Network Analysis Sheep producers participating in the study were categorized
into different typologies of vulnerability to an FMD outbreak
using the BN model and analysis. As a result of the analysis,
six typologies were derived. The typologies are based on the
likelihood of producers holding certain beliefs and adopting
certain practices related to exposure and response capacity. The
six typologies are summarized in Figure 3 and shown in full in
the Supplementary Information. Response-Capacity-Related Practices Attitudes toward reporting were further investigated when
producers were asked about their agreement on the effectiveness
of reporting in preventing the spread of animal diseases,
with the majority agreeing or strongly agreeing with the
statement (68.3%). DISCUSSION A BN model, populated by data from a cross-section survey
of Australian sheep producers, has been used to enhance
understanding of the vulnerability of producers to an FMD
outbreak. This study found that sheep producers could be
categorized into six risk-based typologies, based on two response
capacity variables (high, low) and three exposure variables (low,
moderate, high). This has resulted in a deeper understanding of A BN model, populated by data from a cross-section survey
of Australian sheep producers, has been used to enhance
understanding of the vulnerability of producers to an FMD
outbreak. This study found that sheep producers could be
categorized into six risk-based typologies, based on two response
capacity variables (high, low) and three exposure variables (low,
moderate, high). This has resulted in a deeper understanding of reported visually inspecting their animals daily or weekly (90.0%)
and almost half of respondents also reported a daily or weekly
physical inspection of the animals (44.1%). Approximately a
third of producers (27.7%) reported checking unwell animals
every day. In addition, most producers (75.4%) reported June 2021 | Volume 8 | Article 668679 Frontiers in Veterinary Science | www.frontiersin.org 7 BN Model of Producer Vulnerability Manyweathers et al. TABLE 3 | Ranking of actions in response to seeing unusual signs of disease in your sheep*. Response n (%)
First action
Second action
Third action
Not top 3
Watch and wait
63 (15.3)
33 (8.0)
32 (7.8)
283 (68.8)
Do nothing
–
2 (0.5)
10 (2.4)
398 (97.0)
Call private vet
106 (25.9)
83 (20.2)
83 (20.2)
138 (33.7)
Call gov vet
61 (14.8)
64 (15.6)
57 (13.9)
229 (55.6)
Call disease hotline
9 (2.2)
16 (3.9)
29 (7.1)
356 (86.7)
*These categories were selected from 11 response options, based on their impact on response capacity to a suspect FMD outbreak. TABLE 3 | Ranking of actions in response to seeing unusual signs of disease in your sheep*. Frontiers in Veterinary Science | www.frontiersin.org role that private veterinarians might play in an early response
to unusual signs of animal disease, two-thirds of respondents
reported that they would contact their private veterinarian
(66.3%), with just less than half reporting that they would contact
their government veterinarian (44.4%). When examining the role
of trust in the predicted vulnerability profiles, the likelihood
of sheep producers having high levels of trust in both private
and government veterinarians decreases slightly as vulnerability
increases. This is in contrast to the reported early response
of Australian beef producers to unusual signs of disease (22). The majority of those beef producers (83.6%) reported that
calling their private veterinarian would be one of their top three
actions, with 43.8% contacting their government veterinarian. However, the likelihood of producers having high levels of
trust both private and government veterinarians increased as
vulnerability increased. These variations again reflect the need
for a wide systems-based approach that can examine the actions
and beliefs from multiple stakeholders within the industries and
government agencies (14). The importance of including social
and psychological research findings into biosecurity projects
to examine institutional and personal barriers and drivers
that impact Australia’s vulnerability to an EAD should not
be underestimated. While trust in veterinary services is recognized as important
for adoption of biosecurity messages (16, 38), these results,
including the low sensitivity of the model to producer trust
in veterinarians (Table 4), need clarification. Further research
is required for a deeper understanding of the role that trust
plays in the producer–veterinarian relationship. However, the
low sensitivity to trust found by the BN model signals the
need to prioritize relationship building, possibly over regulation,
and to consider strengthening relationships when allocating
future surveillance resources, including location and selection of
government veterinarians (14, 16, 39, 40) and training of private
veterinarians (41, 42). officers and government veterinarians. The latter cohort with
predicted high vulnerability are likely to have less experience and
not come from a farming background. Their requirements for
biosecurity information, animal health management skills, and
partnerships with regulatory bodies will be different. Therefore,
access to more specific information about producers based
on their vulnerability profile may encourage more tailored
communication and extension activities and will also inform
more focused research in the future into adoption of and beliefs
around biosecurity practices. The need for such a perspective is highlighted by considering
the variation across sheep producers with predicted highest
vulnerability to a FMD outbreak. According to the predictions
of the BN model, these producers are moderate to large mixed
cropping enterprises based in NSW (low response capacity,
moderate exposure) and small, mixed livestock producers in
Victoria (low response capacity, high exposure). The former
cohort would most likely have animals of less individual
worth and are older, more experienced farmers, with longer
exposure to changes in agricultural governance over time (16). This may contribute to a high sense of self-efficacy and to
a disconnection with agents of regulation, such as biosecurity the sheep industry in Australia and current biosecurity practices
and exposure risks. Overall, the risk vulnerability characteristics identified in the
present study and in other similar studies strongly suggest that
a one-size-fits-all approach to extension and implementation
of surveillance activities across and within livestock industries
may not be appropriate. Rather, more research into context-
based drivers of, and barriers to, uptake of protective surveillance
behavior at individual producer or risk-based cohort level is
likely required. A wider perspective on institutional constraints
to adoption of such behaviors is also required, reflected in the
levels of trust in government veterinary agents. June 2021 | Volume 8 | Article 668679 8 BN Model of Producer Vulnerability Manyweathers et al. TABLE 4 | Bayesian network sensitivity analysis. Node
Mutual information*
Percent
Vulnerability
2.51039
100
Exposure level
1.51051
60.2
Response capacity
0.99988
39.8
Inspection**
0.99984
39.8
Number of ewes
0.84204
33.5
Property size ha
0.81601
32.5
Recognizing**
0.70731
28.2
Attitude**
0.50905
20.3
State
0.41989
16.7
Years farming
0.41085
16.4
Primary income
0.35666
14.2
Restrict access
0.30847
12.3
Age
0.29445
11.7
Visitor biosecurity
0.27619
11.0
*Mutual information (i.e., “entropy reduction”)—a measure of the dependence between
two random variables, the changes in uncertainty of X due to knowing Y (36). **BN hidden variables. ***Vulnerability was 100% explained by itself and the “Exposure Level” has the highest
influence on defining vulnerability with 60.2% mutual information. Note that the second highest influential variable was “Response capacity” (with 39.8%
mutual information) and the two mutual information adding up to 100% (60.2 + 39.8 =
100) because the vulnerability status was deterministically defined by two sublevel hidden
variables: response capacity and exposure level, as detailed in Figure 1. Frontiers in Veterinary Science | www.frontiersin.org BN Model of Producer Vulnerability embedded in the existing documentation as a prompt or a further
breakdown of the desirable practices in order to remove barriers
to uptake. embedded in the existing documentation as a prompt or a further
breakdown of the desirable practices in order to remove barriers
to uptake. While these results are useful in providing insights into
vulnerability characteristics of sheep producers, the limited
representativeness
of
the
sample
in
reflecting
the
total
population of Australian sheep producers is a constraint of
this study. For example, Western Australian sheep producers
were underrepresented in the data collected, as were South
Australian sheep producers. The south western coast of Western
Australia was identified by East et al. (5) as an area of risk
for introduction, establishment, and spread of FMD. This
lack of representativeness can be a common limitation of self-
report data. More targeted and tightly enforced data collection
methods with subsequent analysis using the BN model could
facilitate wider consideration of the Australian sheep industry’s
vulnerability to an incursion of FMD, but this approach is also
not without its limitations. However, the benefits of using the BN
approach means that the exploratory findings from this model
are still useful to inform potential policy considerations and
future directions of research, despite not being intended to be
generalizable. New data can also be added at any stage and the
model updated. The sensitivity analysis of the BN model indicates that
the input factors that most strongly influence sheep producer
vulnerability are the exposure variables of restricting visitor
access and enforcing visitor biosecurity practices. This finding
also highlights the importance of deeper examination into the
barriers to adoption of these practices and consideration of how
these practices are communicated about (22, 45, 46). Results
from the BN analysis suggests that exposure variables have
more influence over a producer’s vulnerability than response
capacity. Future research, including evaluation of the models’
predictive capacity using external data from independent on-
farm vulnerability assessments will explore the robustness of
the assumptions made in the development of the vulnerability
framework. This work will also explore the usefulness of
the concepts of exposure and response capacity to inform
strengthening of Australia’s preparedness for an EAD outbreak. g
g
p p
Vulnerability of the Australian sheep industry can be analyzed
across geographic regions using the BN model to reflect on
existing jurisdictional surveillance systems. Previous research
found that the eastern and southern regions of Australia have
a higher likelihood of entry, establishment, and spread of
FMD (5). The BN analysis found that sheep producers with
the highest vulnerability to an FMD outbreak are likely to
be located in NSW (88.6% low response capacity, moderate
exposure) and Victoria (88.4% low response capacity, high
exposure). The overlap between these findings and that of
East et al. (5) should inform development and evaluation
of future risk-based surveillance strategies. East et al. (5)
concluded that there is limited opportunity for improving
current surveillance strategies based on geographic risk-based
approaches because current surveillance activities are already
focused in the areas of greatest risk. Our study strengthens
these findings and allows for a deeper examination of actual
on-farm practices. This approach can inform how existing
surveillance strategies may be enhanced by focusing on the
activities themselves. The model also predicts the likelihood
of sheep producers in the study always/most of the time
enforcing visitor biosecurity practices, showing increases from
Victorian producers (12.3%), to NSW producers (17.3%),
and Queensland producers (24.8%). The same gradient is
observed when considering restricting visitor access: Victoria
(27.3%), New South Wales (35.9%), and Queensland (44.6%). This comparison may provide an opportunity to examine
the efficacy of any existing extension activities that focuses
on these practices and facilitate interjurisdictional sharing
and
consultation
around
communication
strategies
and
extension approaches. Future work may also include examination of vulnerability
of different enterprises on the same farm, when producers farm
more than one species. Another factor to consider is the capacity
of the model to capture the impact on vulnerability, of how
different species of livestock react to FMD, with sheep clinical
signs being less apparent that cattle and pigs (18) and therefore
more likely to go unnoticed for longer. A further point to consider when interpreting these results is
that the link to the questionnaire was distributed through emails,
newsletters, social media, etc. Thus, there may be sampling bias
in utilizing a convenience sample (47), and response rate cannot
be determined. The limitations of a BN methodological approach to examine
Australian sheep producer vulnerability are defined primarily
by the number and nature of the variables. The selection of
variables is not exhaustive, and their inclusion needs to be
considered in light of historical and current epidemiological data. The BN model approach cannot only be used to understand
vulnerability but also to reflect on the distribution and utilization
of current surveillance resources. When considering the disease
hotline as part of the early response system available to livestock
producers, sheep producers who were part of this study were
very unlikely to use the disease hotline if they saw anything
unusual in their animals, regardless of location or vulnerability
level. This reported low uptake is also replicated in the study
of beef producer vulnerability (22) and goat producers (29) and
does suggest that adoption of this resource as a reporting and
support tool might benefit from further examination of barriers
to adoption and subsequent strengthening of its capability and
usefulness to producers. The BN model predicts that vulnerability of sheep producers
increases as property size and ewe numbers decrease. This is
supported by past research around smallholders and smaller
producers. Hernandez-Jover et al. (37) found that smallholders
with sheep were associated with a decreased engagement around
surveillance activities such as frequency of animal inspection and
use of veterinary services. This finding is in contrast to a BN
model analysis looking at the vulnerability of Australian beef
producers to an FMD outbreak (22), where the model indicated
that larger beef producers are more likely to be categorized as
highly vulnerable. The findings from the sheep produce study
confirm the need for greater investment in relationships and
network building with smallholders, to encourage interactions
between private/government veterinarians and landholders with
small numbers of sheep. This is particularly significant given the
mild and transient nature of FMD signs in sheep. Recent research around adoption of biosecurity behaviors by
livestock producers has highlighted the importance of focusing
on specific behaviors when considering behavior change and
adoption of new practices (43, 44). In this study, nearly
three-fourths of respondents reported using the appropriate
movement documentation when buying or selling stock. This
suggests that there is an opportunity to use animal movement
documentation as a gateway to behavior adoption of other
desirable biosecurity practices. This might include a checklist When considering the top three actions that producers would
undertake in response to unusual signs of disease, the majority
of sheep producers reported that they would not watch and
wait (68.8%) or do nothing (97.0%). When reflecting on the Frontiers in Veterinary Science | www.frontiersin.org June 2021 | Volume 8 | Article 668679 9 Manyweathers et al. The advantages of the BN approach is its capacity to incorporate
new data and the resultant ongoing model validation process. Continuing research in the use of BN models and increasing
software capacity ensures that the limitations around variables is
becoming less significant. Evaluation of the model is being undertaken with input of
new producer data to test the model’s predictions against on-
farm assessments. This process will also progress consideration
of the usefulness of the concept of vulnerability as a tool
to strengthen Australian sheep producers’ preparedness for a
possible FMD outbreak. Frontiers in Veterinary Science | www.frontiersin.org FUNDING This project was supported by Meat and Livestock Australia,
through funding from the Australian Government Department
of Agriculture, Water and the Environment as part of its
Rural R&D for Profit program and by producer levies from
Australian FMD-susceptible livestock (cattle, sheep, goats, and
pigs) industries and Charles Sturt University (CSU), leveraging
significant in-kind support from the research partners. The
research partners for this project are the Commonwealth Science
and Industrial Research Organisation (CSIRO), CSU through
the Graham Centre for Agricultural Innovation, the Bureau
of Meteorology (BOM) and the Australian Department of
Agriculture, Water and the Environment, supported by Animal
Health Australia (AHA). The project commenced in July 2016
and concluded in December 2020. The BN model approach has afforded a nuanced, holistic
perspective
through
which
to
consider
sheep
producer
vulnerability to a FMD outbreak and the development of a
tool with the potential to support risk-based allocation of
resources for animal disease surveillance in Australia. 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 author/s. SUPPLEMENTARY MATERIAL The studies involving human participants were reviewed and
approved by Charles Sturt University Human Research Ethics
Committee. Written informed consent for participation was not
required for this study in accordance with the national legislation
and the institutional requirements. The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fvets. 2021.668679/full#supplementary-material CONCLUSION The need to confine response capacity to two categories also
needs reflection. This may indicate that the concept of response
capacity needs to be clarified to avoid missing more nuanced data. It may also be that the questions used to collect the response
capacity data may need revision. As part of the evaluation
process, these issues will be addressed. The present study used a BN model to interrogate questionnaire
data that reflects producer practices and beliefs around
surveillance
and
biosecurity
and
develop
vulnerability
typologies of Australian sheep producers. Examination of June 2021 | Volume 8 | Article 668679 Frontiers in Veterinary Science | www.frontiersin.org 10 BN Model of Producer Vulnerability Manyweathers et al. AUTHOR CONTRIBUTIONS the typologies and the practices and beliefs of producers
increases understanding around how to enhance the capacity of
biosecurity and surveillance resources and identify opportunities
for
improving
Australia’s
preparedness
for
any
future
EAD incursion. JM, YM, LH, BL, HK, AM, RW, and MH-J made significant
contributions to the development of the questionnaire. JM,
LH, and MH-J were responsible for the distribution of the
questionnaire and the descriptive data analysis. GX developed
the BN model, with contributions from JM, LH, and MH-J to
the framework. BN analysis was undertaken by JM. JM was
responsible for the manuscript with significant contributions
from YM, LH, BL, HK, AM, GX, RW, and MH-J. All authors
contributed to the article and approved the submitted version. The results from this study highlight that more work is
needed to understand drivers of and barriers to sheep producer
uptake of biosecurity messages, so that risk management and
communication strategies are appropriate to the enterprise and
delivered in a way that facilitates adoption. This may include
revising current biosecurity protocols for the Australian sheep
industry to ensure that barriers to adoption are addressed
and embedding biosecurity messages in existing tools such
as animal movement documentation that appear to be more
readily adopted. REFERENCES 8. Stärk DKC, Gertraud R, Jorge H, Lea K, Klemens F, Morris RS, et al. Concepts
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187:105236. doi: 10.1016/j.prevetmed.2020.105236 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. 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. 30. Nelson R, Kokic P, Crimp S, Martin P, Meinke H, Howden SM, et al. The vulnerability of Australian rural communities to climate variability and
change: Part II—Integrating impacts with adaptive capacity. Environ Sci
Policy. (2010) 13:18–27. doi: 10.1016/j.envsci.2009.09.007 Copyright © 2021 Manyweathers, Maru, Hayes, Loechel, Kruger, Mankad, Xie,
Woodgate and Hernandez-Jover. 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. REFERENCES Copyright © 2021 Manyweathers, Maru, Hayes, Loechel, Kruger, Mankad, Xie,
Woodgate and Hernandez-Jover. 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. 31. Korb KB, Nicholason AE. Bayesian Artifical Intelligence. New York, NY: CRC
Press, Taylor and Francis group (2011). 32. Australian Government. A Beginners Guide to Bayesian Network Modelling for
Integrated Catchment Management. Canberra, ACT: Landscape Logic (2009). June 2021 | Volume 8 | Article 668679 Frontiers in Veterinary Science | www.frontiersin.org 12
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|
English
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Experimental investigation on microlayer behavior and bubble growth based on laser interferometric method
|
Frontiers in energy research
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KEYWORDS laser interferometry, microlayer dynamics, pool boiling, visualization, pressure effect TYPE Original Research
PUBLISHED 16 March 2023
DOI 10.3389/fenrg.2023.1130459 TYPE Original Research
PUBLISHED 16 March 2023
DOI 10.3389/fenrg.2023.1130459 TYPE Original Research
PUBLISHED 16 March 2023
DOI 10.3389/fenrg.2023.1130459 OPEN ACCESS OPEN ACCESS
EDITED BY
Wei Ding,
Helmholtz Association of German
Research Centres (HZ), Germany
REVIEWED BY
Wan Sun,
Chongqing University, China
Xuehui Wang,
Imperial College London,
United Kingdom
*CORRESPONDENCE
Jinbiao Xiong,
xiongjinbiao@sjtu.edu.cn
SPECIALTY SECTION
This article was submitted to Nuclear
Energy, a section of the journal
Frontiers in Energy Research
RECEIVED 23 December 2022
ACCEPTED 20 February 2023
PUBLISHED 16 March 2023
CITATION
Wang J, Wang H and Xiong J (2023),
Experimental investigation on microlayer EDITED BY
Wei Ding,
Helmholtz Association of German
Research Centres (HZ), Germany Ji Wang, Hongbin Wang and Jinbiao Xiong* School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, China High-speed laser interferometry is synchronized with a high-speed camera to
visualize the dynamic microlayer behavior during bubble growth in a pool boiling
under pressures from 0.1 to 0.3 MPa. An Indium–Tin-Oxide (ITO) film coated on
sapphire is employed as the heating unit to provide the nominal surface heat fluxes
in the range from 90 to 150 kW/m2. Based on the instantaneous microlayer
thickness
and
photographed
bubble
images,
microlayer
formation
and
depletion and their relationship with bubble growth are analyzed. Appreciable
effects of pressure on microlayer dynamics and bubble growth have been
observed. At higher pressure, the microlayer existence time decreases and
consequently, the contribution of the microlayer evaporation becomes less
important. At elevated pressure, the effects of liquid subcooling and surface
heat flux on bubble growth become more pronounced. The dimensionless
instantaneous maximum microlayer thickness, δ max/
]t
√
, shows exponential
dependence on the ratio rd/rb,1 which increases linearly with time before the
microlayer depletion. A correlation is proposed to predict the instantaneous
maximum microlayer thickness synthesizing the two relations. The local heat
flux will be overestimated and the wall temperature profile is contrary to the
experimental observation when the flow inside the microlayer is negligible. During
the bubble growth period, only part of the microlayer is evaporated and the
internal flow inside cannot be neglected. Wang J, Wang H and Xiong J (2023),
Experimental investigation on microlayer
behavior and bubble growth based on
laser interferometric method. Front. Energy Res. 11:1130459. doi: 10.3389/fenrg.2023.1130459 COPYRIGHT
© 2023 Wang, Wang and Xiong. This is an
open-access article distributed under the
terms of the Creative Commons
Attribution License (CC BY). OPEN ACCESS 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. frontiersin.org COPYRIGHT
© 2023 Wang, Wang and Xiong. 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. 1 Introduction More
recently,
Narayan
and
Srivastava
(2021)
synchronized
laser
interferometry
and
rainbow
schlieren
deflectometry to measure the microlayer thickness and thermal
field around a nucleated bubble in a saturated water pool. They
concluded that the contribution of microlayer evaporation to bubble
volume is less than 15%. Demiray and Kim (2004) investigated the FC-72 nucleating
bubble growth over a constant temperature microheater array at two
different subcoolings and concluded that the microlayer and contact
line heat transfer were not significant. Kenning et al. (2001);
Kenning
and
Bustnes
(2007)
employed
liquid
crystal
thermography to measure the surface temperature and found
that the microlayer beneath sliding bubbles can be as thick as
40–70 μm on the inclined surface in saturated water. They found
that heat transfer through a microlayer contributed less than 35% of
the heat required for the initial rapid growth of a bubble nucleated
on the plate. Myers et al. (2005) investigated the transient
temperature variation on a 10 × 10 array of constant heat flux
heaters with nucleate boiling of FC-72 and stated that the microlayer
evaporation contributes to no more than 23% of the total heat
transferred from the surface. Yabuki and Nakabeppu (2014)
employed the micro-electro-mechanical system (MEMS) sensor
to
measure
the
instantaneous
wall
temperature
beneath
a
growing water bubble and found that about 50% of bubble
growth resulted from the microlayer evaporation in the saturated
pool boiling. Gerardi et al. (2010) employed a high-speed infrared
camera to visualize the temperature variation induced by nucleating
water bubbles on an Indium–Tin-Oxide (ITO) heater and analyzed
the influence of microlayer on bubble growth. In the above-mentioned experiment, the microlayer beneath the
nucleated bubble under atmospheric pressure or even lower pressure
has been investigated. The pressure effects on microlayer dynamics have
not been well investigated (2020, 2021) (Kossolapov et al., 2020;
Kossolapov et al., 2021). During the actual reactor operation, the
pressure reaches 15.5 MPa and it is difficult to carry out visual
experiments at such high pressure. The method of the dimensionless
parameter is used to reduce the high-pressure working condition to low
pressure
for
the
experiment. The
similarity
criterion
is
the
dimensionless number, such as Re, Bo. It can not only ensure the
accuracy of the results but also reduce the difficulty of the experiment. The bubble size in wall boiling and the microlayer contribution to the
bubble growth are both greatly affected by the physical properties,
especially the pressure. 1 Introduction During nucleate boiling, a thin liquid layer, i.e., the microlayer, is generated beneath the
bubble during the early stage of growth, as shown in Figure 1. Generation and extinction of
the microlayer has been investigated as an important mechanism contributing to nucleated
bubble growth and boiling heat transfer (Zhao et al., 2002; Colombo and Fairweather, 2015). Early experimental investigation on the microlayer was indirect and mainly based on the
measurement of instantaneous surface temperature. Based on the observation of the
occasional drop in boiling surface temperature, Moore and Mesler (1961) proposed the
hypothesis of the microlayer. Based on the deduction of the measured instantaneous wall
temperature, Cooper and Lloyd (1969) obtained the microlayer thickness (6–30 μm) in
toluene and the contribution of microlayer evaporation to bubble growth. They concluded
that the influence of the microlayer evaporation was overwhelming in the saturated pool
boiling and became less important in the case of high subcooling. Cooper and Lloyd (1969) Frontiers in Energy Research 01 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 studied the microlayer formation and evaporation for nucleate
boiling in water and ethanol under atmospheric pressure. They
found that the microlayer thickness in ethanol is 1.6 times of that for
water. FIGURE 1
Structure of the microlayer. Gao et al. (2013) employed a He-Ne laser to generate
interference fringe for the microlayer beneath a growing ethanol
bubble on an ITO heater under atmospheric pressure and obtained a
dynamic change of microlayer volume and micro-contact angle. Chen et al. (2017) studied the microlayer beneath a water bubble
nucleated on a glass heated with a nitrogen jet from the opposite
side. They found a crest-like structure at the edge of the microlayer
in the late stage. Based on the same methodology, Utaka et al. (2018)
found that the microlayer evaporation contributed to the total
evaporation, approximately 39% for ethanol and 14%–44% for
water. also derived the first correlation of the initial microlayer thickness
based on the theoretical analysis and measured microlayer thickness. Jung and Kim (2018); Jung and Kim (2019) employed laser
interferometry for microlayer thickness measurement and a high-
speed infrared camera for surface temperature measurement. They
found that the heat flux through the microlayer can be reasonably
derived based on heat conduction and that the initial microlayer
thickness in the outer region decreases because of microlayer
evaporation. 2 Experiment methodology Sharp (1964) pioneered the interferometry measurement of
microlayer thickness and obtained the interference fringe of the
microlayer beneath a nucleating bubble using monochromatic and
white light. Later, Voufsinos and Judd (1975) studied the growth and
evaporation of the microlayer under a bubble forming on a glass
heater
surface
with
laser
interferometry
and
high-speed
photography. They
found
that
microlayer
evaporation
contributed to 25% of the total nucleate boiling heat transfer
rate. Utilizing laser interferometry, Koffman and Plesset (1983) Frontiers in Energy Research 1 Introduction In order to reveal the growth mechanism of
bubbles under different pressures, the laser interferometry and high-
speed camera are synchronized to simultaneously visualize the
microlayer dynamics and bubble growth behavior in a water pool
boiling at different pressures in this paper. The effects of pressure,
subcooling, and surface heat flux on the microlayer formation,
depletion, and bubble growth will be discussed. The laser extinction method and laser interferometry method
have been developed to directly measure the microlayer thickness. Utaka et al. (2014) measured the local microlayer thickness beneath
the nucleated bubble in water and ethanol utilizing the laser
extinction
method
in
which
the
microlayer
thickness
was
obtained based on the analysis of attenuated laser signal. They
stated that the contribution of microlayer evaporation to bubble
growth (15%–70%) increases linearly with the bubble inception wall
superheat. frontiersin.org 2.1 Experiment setup As shown in Figure 2, the experimental apparatus is a cubic
stainless vessel with an inner dimension of 200 mm × 200 mm ×
200 mm. Four vertical 450 W Joule heating rods are utilized to adjust
the subcooling of the water pool. Eight thermocouples are located at
four elevations to measure water temperature. A pressure gauge is 02 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 FIGURE 2
Schematic of the experimental system. FIGURE 3
Schematic diagram of the heating unit. FIGURE 2
Schematic of the experimental system FIGURE 2
Schematic of the experimental system. Schematic of the experimental system. FIGURE 3
Schematic diagram of the heating unit. installed on the top of the vessel to monitor the pressure in the vessel. The uncertainty of the thermocouple is ± 0.5°C. Illumination and
photograph windows are fabricated on the opposite vertical walls of
the vessel. The illumination light source is a LED panel. The bubble
growth process is photographed using a Phantom V710 high-speed
camera (HSC) with a frame rate of 7,500 Hz at the full resolution,
i.e., 800 × 1280 px2. The bubble diameter or radius is determined
based on the pixel analysis of high-speed images. Blurring leads to an
uncertainty of 5 pixels while positioning the bubble surface in the
bubble images, which is equivalent to the uncertainty of 0.1 mm in
the bubble radius. two terminals of the heating element. The substrate is 30 mm in
diameter and 1.1 mm in thickness. The transparent heating unit is
installed on a Teflon platform which is mounted over the hole on the
bottom of the stainless vessel. A high-accuracy DC power unit is
employed to adjust the heating power of the ITO film. The heating
power supplied to the ITO heater is determined based on the current
and voltage. The relative error of current and voltage measurement
is ±0.1 A and ±0.01V, respectively. Assuming the uniform current
density through the narrow band of ITO film, the nominal heat flux
is defined and utilized in this paper. Before the experiment, the
deionized water is degassed via argon injection and pre-boiling. The
subcooling of the liquid is measured by two K-type thermocouples,
which are arranged closer to the heating surface. 2.1 Experiment setup In order to facilitate visualization of interference fringe from the
bottom of the heating surface, the transparent indium tin oxide
(ITO) film, 650 nm in thickness, is deposited onto a cylindrical
sapphire substrate, as shown in Figure 3. The deposited ITO film is
etched into the H shape to assure the high heat flux appears in the
center of the plate. Consequently, early bubble nucleation occurred
over the narrow band of the ITO film. The static contact angle of the
ITO surface is about 101.5 under the working condition of the
atmospheric pressure of 20°C, as shown in Figure 3C. A gold film,
100 nm in thickness, is sputtered onto the ITO film to serve as the Frontiers in Energy Research frontiersin.org 2.2 Laser interferometry The principle of laser interferometry for microlayer thickness
measurement is shown in Figure 4. Reflection of incident laser
occurs at the ITO top surface and the liquid microlayer surface. The
two reflected laser beams interfere with each other. The phase 03 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 difference of the laser beams is determined by the microlayer
thickness. Hence, variation of microlayer thickness in the order
of laser wavelength can be deduced based on the interval of
interference fringe. At the center of dark fringes, the two
reflected
laser
beams
are
in
opposite
phases
with
the
corresponding microlayer thickness
δ0 λ
2n m −1
2
m 1, 2, 3 . . . (1)
where λ is the laser wavelength in the air; n is the reflective index of
the microlayer, n = 1.32 is utilized in this study; m is the order of the
dark fringe from center to the periphery, m = 0 is defined for the
central dark spot which corresponds to the dry patch. At bright
fringes, the two laser beams are in phase with the corresponding
microlayer thickness
δ0 λ
2n m m 1, 2, 3 . . . (2)
where m is the order of the bright fringe from the center to the
periphery, and m = 1 is defined for the first inner fringe. The CAVILUX pulsed diode laser with the wavelength λ =
640 nm is employed for illumination. As shown in Figure 2, the laser
head is installed beneath the heating unit to illuminate from the
bottom. In the experiment, the laser pulse duration is 100 ns at a
FIGURE 4
Principle of film thickness measurement with laser interferometry. FIGURE 5
Synchronization time sequence. FIGURE 6
An example of fringe image processing. FIGURE 4
Principle of film thickness measurement with laser interferometry. FIGURE 4
Principle of film thickness measurement with laser interferometry. FIGURE 4
Principle of film thickness measurement with laser interferometry. FIGURE 5
Synchronization time sequence. FIGURE 6
An example of fringe image processing. FIGURE 5
Synchronization time sequence. difference of the laser beams is determined by the microlayer
thickness. Hence, variation of microlayer thickness in the order
of laser wavelength can be deduced based on the interval of
interference fringe. frontiersin.org Frontiers in Energy Research 3.1 Synchronized visualization In order to enhance the accuracy of microlayer thickness
measurement, the background noise is subtracted from the
original bottom HSC images. The centers of dark and bright
fringes are localized in the enhanced images based on the grey
scale. With the position of dark and bright fringes, the distribution of
microlayer thickness can be determined based on Eqs 1, 2. Figure 6A
shows the fringes of one frame of the post-processed images. Correspondingly, the profiles of bright fringes indicating the
microlayer thickness along AB
→are illustrated in Figure 6bB. The measurement is carried out under eight test conditions, as
shown in Table 1, which allows for the investigation of pressure,
subcooling, and surface heat flux effect. The test pressure ranges
from 0.1 to 0.3 MPa, while the subcooling ranges from 2°C to 7°C. The microlayer depletion time, tml, i.e., the time period between
microlayer inception and extinction, and the bubble growth time, tg,
i.e., the time period between bubble nucleation and departure from
the heating surface are also seen in Table 1. The increase in pressure
significantly reduces the microlayer depletion time and the bubble
growth time, as well as the time ratio tml/tg. Small tml/tg in high-
pressure cases implies that the evaporation of microlayer contributes
to less portions of bubble growth. The effects of subcooling and
surface heat flux are minor compared to that of pressure. The relative error of the microlayer thickness results mainly
from the error of laser wavelength and the error in fringe position
determination which was a result of image processing. The
wavelength error of the CAVILUX pulsed diode laser is ±10 nm. According to Eqs 1, 2, the relative error of microlayer thickness
equals that of laser wavelength, i.e., ±1.56%. The relative error in
positioning the dark and bright fringe center is in the order
of ±1 pixel in the image of the bottom HSC, which is equivalent
to ±3 μm. Shown in Figure 7 are the synchronized images of microlayer
interference fringe and bubble side view obtained in case No. 1. As
can be seen in Figure 7A, the inception of bubble nucleation is
accompanied by the formation of the microlayer. At the same time, a
dry spot or patch, i.e., the bright spot, appears in the center of the
interference fringe. 2.2 Laser interferometry At the center of dark fringes, the two
reflected
laser
beams
are
in
opposite
phases
with
the
corresponding microlayer thickness δ0 λ
2n m −1
2
m 1, 2, 3 . . . (1) (1) where λ is the laser wavelength in the air; n is the reflective index of
the microlayer, n = 1.32 is utilized in this study; m is the order of the
dark fringe from center to the periphery, m = 0 is defined for the
central dark spot which corresponds to the dry patch. At bright
fringes, the two laser beams are in phase with the corresponding
microlayer thickness FIGURE 6
An example of fringe image processing. FIGURE 6 δ0 λ
2n m m 1, 2, 3 . . . (2) (2) The CAVILUX pulsed diode laser with the wavelength λ =
640 nm is employed for illumination. As shown in Figure 2, the laser
head is installed beneath the heating unit to illuminate from the
bottom. In the experiment, the laser pulse duration is 100 ns at a where m is the order of the bright fringe from the center to the
periphery, and m = 1 is defined for the first inner fringe. frontiersin.org 04 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 TABLE 1 Parameter configuration of the test matrix. g
Case no. Pressure (MPa)
Subcooling (°C)
Nominal heat flux (kW/m2)
tml (ms)
tg (ms)
tml/tg
rml, max (mm)
1
0.1
2
119.3
11.07
24
0.461
1.302
2
2
147.2
11.60
23.06
0.503
1.329
3
7
147.2
10.80
22.74
0.475
1.386
4
0.2
2
91.3
2.8
10.91
0.257
0.3
5
5
91.3
1.87
12.0
0.156
0.274
6
5
147.2
2.13
11.6
0.184
0.336
7
0.3
5
91.3
1.33
5.85
0.227
0.213
8
5
147.2
0.53
2.79
0.190
0.129 departure morphology. Its influence on the deformed bubble is
approximately 8% by analyzing the shape of the center bubble. frequency of 10 kHz. A beam splitter is placed between the laser
head and the heating unit. The bottom-view high-speed camera
(Phantom V710) with a microscopic lens is installed horizontally. The magnification factor of the microscopic lens is 7, which allows
for
high-resolution
measurement
of
interference
fringe. A
synchronizer is utilized to synchronize the laser and the two
HSCs. The synchronization time sequence is shown in Figure 5. Frontiers in Energy Research 3.1 Synchronized visualization In the early stage of bubble growth, the bubble is
semi-elliptical, and the interference fringes are concentric rings
expanding rapidly in the radial direction, as shown in Figure 7B. As the fringes expand outwards, the spacing between neighboring
fringes becomes non-uniform, i.e., the inner fringe spacing is dense,
while the outer fringes distribute coarsely. Good concentricity of
inner fringes indicates the effect of force balance at the triple-phase
line. The outer fringes distort appreciably. Such distortion is a result
of the asymmetricity of bubble growth which is weak and can hardly
be observed from the side-view image. The dry spot grows relatively
slowly. Finally, all the microlayer-covered surface becomes dry as the
microlayer depletes. The dry spot remains at the maximum radius
for a certain period during which the bubble starts to rise away from
the surface. In the final stage, the dry patch shrinks as the bubble
departs from the surface. The defects on the edges of the etching pattern are natural
nucleation points. Although the growth process of a single bubble is
selected to be studied under the condition of low heat flux, without
bubble overlap there can also be some interaction between the center
bubble and the edge bubble. When the center bubble grows, the edge
can generate bubbles at the same time. The edge bubble size is small
since it mostly grows at the edge of the ITO and the heat flux is
lower. Through the comparison of the images, it is found that in the
initial stage of the growth of the central bubble, the edge bubble does
not influence it due to the small volume of both of them. In the late
stage of the growth of the central bubble, its volume is larger and it
will interact with the small edge bubbles and the shape will be
deformed. However, the interaction process often occurs in the
center bubble departure period, and the microlayer has been
evaporated totally. That is to say the small edge bubbles have no
effect on the microlayer behavior but have some effect on the bubble Frontiers in Energy Research 05 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 ubble radius, dry spot radius, and contact
vely compared for the test cases at p =
facilitate the comparison, in the abscissa
of Figure 8, the time scale is normalized by the microlayer
depletion time, i.e., tml, which is given in Table 1. Frontiers in Energy Research 3.1 Synchronized visualization FIGURE 8 FIGURE 10
The profile of ratio rd/rb,1 under different pressures. FIGURE 8
The evolution of dry spot radius, contact radius, and bubble
radius. FIGURE 8
The evolution of dry spot radius, contact radius, and bubble
radius. TABLE 2 Coefficients in correlations of the dry spot radius and the microlayer
thickness. FIGURE 9
The profile of ratio rc/rb,1 under different pressures. Pressure (MPa)
c1
c2
c3
c4
0.1
0.35
0.13
0.34
2.45
0.2
0.28
0.19
0.225
1.96
0.3
0.27
0.24
0.16
1.89 microlayer depletes. It indicates that the depletion of the
microlayer is highly correlated with bubble growth. As shown
in Figure 9, the ratio rc/rb,1 decreases linearly with t/tml. The
profile at the early stage is discrete, while in the second half, the
values tend to be the same for different pressures. At the same
time, the increase of the dry spot radius is also approximately
linear, and the profiles are affected by the pressure, as shown in
Figure 10, which can be correlated with rd
rb,1
c1
t
tml
+ c2
(3) (3) The coefficients c1 and c2 show dependence on pressure and are
seen in Table 2. The coefficients c1 and c2 show dependence on pressure and are
seen in Table 2. radius do not show significant discrepancy for case No. 1 through
3, while a slight effect of bulk subcooling and surface heat flux can
be observed in Figure 8. In the early stage of bubble growth,
drb,1/dt is large and the bubble grows rapidly. Large growth rate
leads to a significant bubble growth force which pushes the
bubble towards the heating surface. Consequently, the initial
bubble is approximately hemispherical, as shown in the snapshot
at
t
=
1.33 ms
in
Figure
7. Another
indication
of
the
hemispherical bubble shape is the coincidence of the bubble
radius and the contact radius when t/tml <0.1, as can be seen
in Figure 8. As the bubble growth continues, the expansion of the
bubble contact area soon falls behind the bubble growth. Consequently, the bubble center starts to rise away vertically. At t/tml ≈0.5, the contact radius reaches its maximum and stays
constant before decreasing when the bubble starts to depart. The
bubble radius reaches its maximum at t/tml ≈1.0, i.e., when the radius do not show significant discrepancy for case No. Frontiers in Energy Research 3.1 Synchronized visualization We can see
a significant effect of pressure on tml. The contact and dry spot
eft) and bubble side views (right) in case No. 1. eft) and bubble side views (right) in case No. 1. FIGURE 7
Interference fringes (left) and bubble side views (right) in case No. 1. FIGURE 7
Interference fringes (left) and bubble side views (right) in case No. 1. of Figure 8, the time scale is normalized by the microlayer
depletion time, i.e., tml, which is given in Table 1. We can see
a significant effect of pressure on tml. The contact and dry spot of Figure 8, the time scale is normalized by the microlayer
depletion time, i.e., tml, which is given in Table 1. We can see
a significant effect of pressure on tml. The contact and dry spot In Figure 8, the bubble radius, dry spot radius, and contact
radius are quantitatively compared for the test cases at p =
0.1 MPa. In order to facilitate the comparison, in the abscissa Frontiers in Energy Research 06 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 microlayer depletes. It indicates that the depletion of the
microlayer is highly correlated with bubble growth. As shown
in Figure 9, the ratio rc/rb,1 decreases linearly with t/tml. The
profile at the early stage is discrete, while in the second half, the
values tend to be the same for different pressures. At the same
time, the increase of the dry spot radius is also approximately
linear, and the profiles are affected by the pressure, as shown in
Figure 10, which can be correlated with
rd
rb,1
c1
t
tml
+ c2
(3)
The coefficients c1 and c2 show dependence on pressure and are
FIGURE 8
The evolution of dry spot radius, contact radius, and bubble
radius. FIGURE 9
The profile of ratio rc/rb,1 under different pressures. FIGURE 10
The profile of ratio rd/rb,1 under different pressures. TABLE 2 Coefficients in correlations of the dry spot radius and the microlayer
thickness. Pressure (MPa)
c1
c2
c3
c4
0.1
0.35
0.13
0.34
2.45
0.2
0.28
0.19
0.225
1.96
0.3
0.27
0.24
0.16
1.89 FIGURE 10
The profile of ratio rd/rb,1 under different pressures. FIGURE 10
The profile of ratio rd/rb,1 under different pressures. FIGURE 8
The evolution of dry spot radius, contact radius, and bubble
radius. FIGURE 8
The evolution of dry spot radius, contact radius, and bubble
radius. frontiersin.org 3.2 Microlayer dynamic behavior FIGURE 11
Microlayer thickness in the growth period in case No. 1 The instantaneous profiles of microlayer thickness obtained in
case No.1 are shown in Figure 11. The maximum microlayer
thickness, δ max ≈5.7μm, appears at t ≈1.2 ms. Until t = 2.8 ms,
the maximum thickness is retained as the microlayer expands
outwards. A similar phenomenon has also been reported by
Chen et al. (2017). Since the dry spot expands slower than the
microlayer, the slope of the microlayer reduces, especially near the
outer edge. After the contact radius, rc, reaches its maximum, the
merging of neighboring interference fringes is observed in the
peripheral
microlayer
region. A
similar
fringe
merging
phenomenon has been reported by Chen et al. (2017) who
proposed that fringe merging was a consequence of bulged
microlayer surface. When the bulge shrinks, the interference
fringes move toward the bulge peak, which results in fringe
merging. Hence, the decrease in the microlayer thickness with
the radius is expected at the peripheral zone, when the fringe
merging is observed, e.g., t = 6.4 ms and 8 ms in Figure 11. FIGURE 11
Microlayer thickness in the growth period in case No. 1 FIGURE 11
Microlayer thickness in the growth period in case No. 1 The initial microlayer thickness, δ0(r), defined as the initially
measured microlayer thickness at radial position r has been
employed to characterize the shape of the microlayer by Cooper
and Lloyd (1969). The initial microlayer thickness obtained in the
present experiment, as well as that measured by Chen et al. (2017)
and Jung and Kim (2018) in water and that measured by Gao et al. (2013), Utaka et al. (2018), and Liu et al. (2019) in ethanol, are
plotted in Figure 12, where the initial microlayer thickness is
normalized with its maximum value and the radial position is
normalized with the radial position where δ0, max first occurs,
i.e.,
rml, max. As
can
be
seen
in
Figure
11,
in
case
No.1 δ0, max 5.7μm, rml, max 1.3mm occurs at t = 1.2 ms. We
can observe a fairly good similarity of the initial microlayer thickness
profile
in
the
radial
direction
by
different
authors,
when
rml/rml, max < 1. 3.1 Synchronized visualization 1 through
3, while a slight effect of bulk subcooling and surface heat flux can
be observed in Figure 8. In the early stage of bubble growth,
drb,1/dt is large and the bubble grows rapidly. Large growth rate
leads to a significant bubble growth force which pushes the
bubble towards the heating surface. Consequently, the initial
bubble is approximately hemispherical, as shown in the snapshot
at
t
=
1.33 ms
in
Figure
7. Another
indication
of
the
hemispherical bubble shape is the coincidence of the bubble
radius and the contact radius when t/tml <0.1, as can be seen
in Figure 8. As the bubble growth continues, the expansion of the
bubble contact area soon falls behind the bubble growth. Consequently, the bubble center starts to rise away vertically. At t/tml ≈0.5, the contact radius reaches its maximum and stays
constant before decreasing when the bubble starts to depart. The
bubble radius reaches its maximum at t/tml ≈1.0, i.e., when the Similar observations were reported by Duan et al. (2013) for
saturated water pool boiling with surface heat flux of 28.7 kW/m2, by
Jung and Kim (2014) for water pool boiling (ΔTsub = 3°C) with surface
heat flux of 53 kW/m2, and by Liu et al. (2019) who investigated the
ethanol boiling (ΔTsub = 5°C) over a surface with heat flux of 50.4 kW/
m2. Jung and Kim (2014) showed a smaller and earlier occurrence of
maximum contact radius than that of our experiments, which results
from the appreciably lower surface heat flux than in our experiment. Another interesting difference is that in the present, in Duan et al.’s
(2013) and Jung and Kim’s (2014) experiments, the dry spot or
contact radius is stable for a certain time before shrinking, while an
immediate shrinking of the dry spot was observed by Liu et al. (2019). An acute dynamic contact angle of the heating surface was reported by
Liu et al., 2019, which can be attributed to immediate surface
rewetting and, consequently, quick dry spot shrinking. Frontiers in Energy Research 07 frontiersin.org frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 3.2 Microlayer dynamic behavior (2019)
Ethanol
50.4
5
Laser interferometry
—
FIGURE 13
Comparison of experimental data with the models. FIGURE 14
Relation between maximum thickness and ratio rd/rb,1. TABLE 3 Previous experimental studies for the initial microlayer thickness. Author
Fluid
Pressure
(MPa)
Heat fluxes
(kW/m2)
Subcooling
(°C)
Measurement
method
Correlations
Koffman and
Plesset (1983)
Water
0.1
26.5–204
5.7–21.7
Laser interferometry
δ0 0.00188r0.6
Yabuki and
Nakabeppu (2014)
Water
30–39
0
MEMS sensor
δ0 0.00434r0.69
Utaka et al.(2014)
Water
102–135
0
Laser extinction
Ethanol: δ0 10.2 × 10−3rL
Ethanol
50–103
Water: δ0 4.46 × 10−3rL
Gao et al.(2013
Ethanol
32.4
6.1
Laser interferometry
δ(Rb,t)
υt
√
0.051 t
td + 0.2 (td represents dry spot
occurrence time)
Jung and Kim
(2018)
Water
53–209
0–3
Laser interferometry
δ0 0.53 ×
2]t
( 8
a3+1)(1−n)+ 2
a3 (1
n−1)(n−2)+a20.66n+
4σ
a3ρc4 n2 t4n−3
Chen et al. (2017
Water
41–86
0
Laser interferometry
—
Liu et al. (2019)
Ethanol
50.4
5
Laser interferometry
— FIGURE 13
Comparison of experimental data with the models. FIGURE 14
Relation between maximum thickness and ratio rd/rb,1. FIGURE 13
Comparison of experimental data with the models. technologies and covered different fluids, i.e., water and ethanol,
heat fluxes, and subcooling, but all of these were carried out at
atmospheric pressure. Various initial microlayer thickness models
were proposed. The comparison between the initial thickness
distribution in the present study and these models is shown in
Figure 13. In these models’ prediction results, the result of Koffman
and Plesset (1983) are all smaller than those of others. For the
present data, when r < 1.25 mm, the data are in good agreement with
the predicted results of Yabuki and Nakabeppu (2014) and Utaka
et al. (2014). However, when 1.25 < r < 2.0, the experimental values
are lower than the predicted values. Besides, when r > 1.8 mm, the
experimental values even decrease. This is due to the rapid growth of
the bubble and the small amount of evaporation inside in the initial
stage. As the bubble size increases, internal evaporation becomes
stronger. Due to the depletion of the microlayer by evaporation, the
initial thickness is lower than predicted by the linear model in the
late period. Yabuki and Nakabeppu (2014) also suggested that the
increase rate of the initial microlayer thickness is gradually slowed down, which is consistent with the observations of this experiment. 3.2 Microlayer dynamic behavior During the very early phase of bubble nucleation,
the formation of the microlayer is as a result of the inertial growth of
the bubble, and hence the microlayer shape is mainly affected by the
fluid property, e.g., the surface tension and the viscosity. The profile
of the initial microlayer thickness can be correlated as FIGURE 12
Normalized initial microlayer thickness in the pool boiling at
atmospheric pressure. FIGURE 12
Normalized initial microlayer thickness in the pool boiling at
atmospheric pressure. δ0
δ0, max
−0.9
rml
rml, max
2
+ 1.9
rml
rml, max
,
rml
rml, max
< 1
(4) (4) When rml/rml, max > 1, the above similarity is not valid anymore,
which indicates that other factors, e.g., the surface wettability, the
heat flux, and the liquid subcooling, prevail. As shown in Figure 12A, we can see that at atmospheric
pressure,
the
profile
of
the
normalized
initial
microlayer
thickness is in a consistent form and our data correlated well
with other experimental data collected from the studies shown in
Table 3. However, the data of ethanol have little difference from
water. The maximum radius is smaller and the initial thickness
decreases more after reaching the maximum value. For water, the
initial thickness distribution is consistent, despite the different
working conditions of each experiment. FIGURE 12
Normalized initial microlayer thickness in the pool boiling at
atmospheric pressure. Previous
experimental
studies
for
the
initial
microlayer
thickness are summarized in Table 3. The studies used different 08 Frontiers in Energy Research frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 TABLE 3 Previous experimental studies for the initial microlayer thickness. Author
Fluid
Pressure
(MPa)
Heat fluxes
(kW/m2)
Subcooling
(°C)
Measurement
method
Correlations
Koffman and
Plesset (1983)
Water
0.1
26.5–204
5.7–21.7
Laser interferometry
δ0 0.00188r0.6
Yabuki and
Nakabeppu (2014)
Water
30–39
0
MEMS sensor
δ0 0.00434r0.69
Utaka et al.(2014)
Water
102–135
0
Laser extinction
Ethanol: δ0 10.2 × 10−3rL
Ethanol
50–103
Water: δ0 4.46 × 10−3rL
Gao et al.(2013
Ethanol
32.4
6.1
Laser interferometry
δ(Rb,t)
υt
√
0.051 t
td + 0.2 (td represents dry spot
occurrence time)
Jung and Kim
(2018)
Water
53–209
0–3
Laser interferometry
δ0 0.53 ×
2]t
( 8
a3+1)(1−n)+ 2
a3 (1
n−1)(n−2)+a20.66n+
4σ
a3ρc4 n2 t4n−3
Chen et al. (2017
Water
41–86
0
Laser interferometry
—
Liu et al. Frontiers in Energy Research 3.2 Microlayer dynamic behavior However, the model of Yabuki and Nakabeppu (2014) still
overestimates
the
initial
microlayer
thickness. δ max(t),
the
instantaneous maximum microlayer thickness is normalized by
]t
√, which is usually employed to characterize the hydrodynamic
formation of the microlayer (Cooper and Lloyd, 1969). In Figure 14,
the ratio δ max/ ]t
√
is plotted against the ratio of rd/rb,1 for the test
cases under different pressures. The data set obtained under
different pressure show good consistency and can be correlated with δ max
νt
√
0.85 exp
−7 · rd
rb,1
(5) (5) Substituting Eq. 3 into Eq. 5, the maximum thickness can be
correlated as δ max
νt
√
c3e−c4 t
tml
(6) (6) frontiersin.org Frontiers in Energy Research 09 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 The coefficients c3 and c4 varies with pressure and are shown in
Table 2. In order to verify the accuracy of the above correlation, we
selected the experimental data sets of Gao et al. (2013); Jung and Kim
(2014); Jung and Kim (2018), and Liu et al. (2019) for comparison, as
shown in Figure 15. Since these experiments are all carried out at
atmospheric pressure, the first correlation is used to analyze the
accuracy of the prediction. The working fluid of Gao et al. (2013)
and Liu et al. (2019) is ethanol, while water is used by Jung and Kim
(2014); Jung and Kim (2018). The predicted results are in good
agreement with Gao and Liu, but a relatively large error appears in
Jung’s data prediction. However, the prediction error of most of the
data falls within 35%. In order to intuitively study the influence of pressure on the
the microlayer thickness is normalized with its maximum value, and
the radial position is normalized with the maximum contact radius,
e.g., rc,max. Due to a relatively short microlayer depletion time at the
pressure 0.3 MPa, the first appearance of the interference fringe is
t/tml ≈0.1. Hence, the initial profile of the microlayer is not shown
for the case of 0.3 MPa. At different pressures, the normalized
microlayer thickness distribution is consistent in general. The
FIGURE 15
Comparison between the experimental data and the prediction
with Eq. 6. FIGURE 16
Comparison of microlayer under different pressures. FIGURE 17
Axis ratio rb,1/rb,2 under different pressures. FIGURE 15
Comparison between the experimental data and the prediction
with Eq. 6. frontiersin.org 3.2 Microlayer dynamic behavior FIGURE 19
Profile of microlayer thickness depletion in cases No. 1 and 4 FIGURE 18 The relation between microlayer evaporation and bubble
growth. microlayer is independent of the pressure. However, in the early
stage, the distribution is linear, that is, the microlayer thickness is
directly proportional to the bubble radius. microlayer thickness. The evaporated microlayer volume during the
time interval between frame i and i+1, (dV)i, can be calculated with Frontiers in Energy Research 3.2 Microlayer dynamic behavior FIGURE 17
Axis ratio rb,1/rb,2 under different pressures. FIGURE 15
Comparison between the experimental data and the prediction
with Eq. 6. FIGURE 15
Comparison between the experimental data and the prediction
with Eq. 6. FIGURE 16
Comparison of microlayer under different pressures. FIGURE 16
Comparison of microlayer under different pressures. The coefficients c3 and c4 varies with pressure and are shown in
Table 2. In order to verify the accuracy of the above correlation, we
selected the experimental data sets of Gao et al. (2013); Jung and Kim
(2014); Jung and Kim (2018), and Liu et al. (2019) for comparison, as
shown in Figure 15. Since these experiments are all carried out at
atmospheric pressure, the first correlation is used to analyze the
accuracy of the prediction. The working fluid of Gao et al. (2013)
and Liu et al. (2019) is ethanol, while water is used by Jung and Kim
(2014); Jung and Kim (2018). The predicted results are in good
agreement with Gao and Liu, but a relatively large error appears in
Jung’s data prediction. However, the prediction error of most of the
data falls within 35%. the microlayer thickness is normalized with its maximum value, and
the radial position is normalized with the maximum contact radius,
e.g., rc,max. Due to a relatively short microlayer depletion time at the
pressure 0.3 MPa, the first appearance of the interference fringe is
t/tml ≈0.1. Hence, the initial profile of the microlayer is not shown
for the case of 0.3 MPa. At different pressures, the normalized
microlayer thickness distribution is consistent in general. The
root of each group was located at the same position, which
indicates
that
the
dimensionless
evaporation
rate
of
the In order to intuitively study the influence of pressure on the
microlayer thickness, the distribution of the dimensionless thickness
under different pressure is compared and shown in Figure 16, where 10 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 microlayer is independent of the pressure. However, in the early
stage the distribution is linear that is the microlayer thickness is
FIGURE 18
The relation between microlayer evaporation and bubble
growth. FIGURE 19
Profile of microlayer thickness depletion in cases No. 1 and 4 FIGURE 18
The relation between microlayer evaporation and bubble
growth. FIGURE 19
Profile of microlayer thickness depletion in cases No. 1 and 4 FIGURE 18
The relation between microlayer evaporation and bubble
growth. 3.3 Bubble growth FIGURE 20 FIGURE 20 Derived local heat flux assuming that evaporation is the only
mechanism for microlayer depletion. Derived local heat flux assuming that evaporation is the only
mechanism for microlayer depletion. In Figure 19, the instantaneous microlayer thickness at
selected radial positions is shown for cases No. 1 and 4. It is
found that at the same radial position, the microlayer depletes
linearly. When moving outwards, the magnitude of dδ/dt
decreases. Assuming the microlayer depletion only results
from evaporation, the corresponding local heat flux can be
calculated with In Figure 18, the bubble volume calculated with Eq. 9 and the
bubble volume corresponding to the microlayer evaporation
estimated with Eq. 8 are compared for the test cases at the
pressure of 0.1 and 0.2 MPa. Besides, the appreciable effect of
pressure on the bubble size and the contribution ratio of
microlayer evaporation to bubble growth is sensitive to pressure. At atmospheric pressure, the microlayer shows an overwhelming
impact on bubble growth. As we can see, at the very beginning of
bubble nucleation, the estimated bubble size with Eq. 8 is larger than
the bubble size measured, i.e., Vb,ml > Vb,hsc. The overestimation is
not due to the condensation at the bubble top which is not taken into
consideration here. It should be noted that the bubble size is small in
the early stage and the tip of the bubble is within the superheated
liquid layer. Hence, Vb,ml > Vb,hsc implies that there can be other
mechanisms, e.g., outward flow in the microlayer contributing to
microlayer depletion. As can be seen from Figure 18B, the
evaporation of the microlayer becomes less important for bubble
growth at elevated pressure. The low significance of the microlayer at
a higher pressure can be attributed to a smaller bubble growth rate,
as will be discussed later. Another factor leading to such low
significance is the small tml/tg at a higher pressure, as shown in
Table 1. q r
( ) ρlhf g
dδ r
( )
dt
(10) (10) where hfg is the latent heat of vaporization. In Figure 20, the derived
local heat fluxes in case No. 1 are plotted. The maximum derived
heat flux (3.91 MW/m2) locates near the center of the dry spot. Jung
and Kim (2014) derived the surface heat flux based on heat
conduction analysis with the measured surface temperature in
water pool boiling. 3.3 Bubble growth dV
(
)i 2π
rc,i
rd,i
δi r
( )rdr −
rc,i
rd,i+1
δi+1 r
( )rdr
(7) 3/6/2023 In order to investigate the bubble shape during
bubble growth, the ratio rb,1/rb,2 is plotted in Figure 17 for the
test
cases
under
different
pressure
from
the
nucleation
inception to bubble departure. We can see that for all the
test
cases
the
ratio
rb,1/rb,2
does
not
show
appreciable
variation during bubble growth. We should clarify that rb,2 is
measured based on the upper part of the bubble. As the bubble
approaches the departure state, the lower part of the bubble is of
an inverted cone shape. Hence, the ratio rb,1/rb,2 indicates the
upper-part shape of the bubble. At the atmospheric pressure,
rb,1/rb,2 ≈1.2. At a higher pressure, i.e., 0.2 MPa and 0.3 MPa, the
ratio approaches unity, i.e., the bubble is approximately
spherical, i.e., rb,1/rb,2 ≈1. (7) where rd,i and rd,i+1 are the dry spot radius at frames i and i+1, rc,i is
the contact radius at frame i, δi(r), and δi+1(r) are the microlayer
thickness at radial position r in the frame i and i+1. Hence, the
contributed
bubble
volume
corresponding
to
microlayer
evaporation can be calculated with Vb,ml tj
ρl
ρv
j
i0 dV
(
)i
(8) (8) In order to evaluate the instantaneous bubble volume, the
coordinates of the bubble edge (xe, ye) is obtained based on
pixel analysis. Here, we define the origin of the x-y plane at the
center of the dry spot. Based on the assumption of axisymmetric
shape, the volume can be calculated with The mechanism of microlayer depletion results from the
evaporation and hydrodynamic flow of the microlayer. If we
assume the frozen state of the microlayer, evaporation is the sole
mechanism
for
microlayer
depletion;
the
local
microlayer
evaporation rate can be estimated based on the reduction of the Vb,hsc tj
ye, max
tj
( )
0
πxe tj
2dye
(9) (9) frontiersin.org 11 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 In Figure 19, the instantaneous microlayer thickness at
FIGURE 20
Derived local heat flux assuming that evaporation is the only
mechanism for microlayer depletion. FIGURE 21
Evaluation of bubble growth models. FIGURE 21
Evaluation of bubble growth models. FIGURE 20
Derived local heat flux assuming that evaporation is the only
mechanism for microlayer depletion. FIGURE 21
Evaluation of bubble growth models. Frontiers in Energy Research Author contributions JW: Investigation, methodology, data curation, software, and
writing—original draft. HW: Investigation, validation, and formal
analysis. JX: Supervision, investigation, resources, writing-original
draft, writing-review and editing, and funding acquisition. 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. • Pressure
shows
a
significant
influence
on
microlayer
formation and depletion, as well as bubble growth. At
higher
pressure,
the
duration
with
the
microlayer
is
comparably short and, consequently, the contribution of
microlayer evaporation becomes less important. Compared
with heat flux, the subcooling shows a more appreciable effect
on bubble growth. The effect of liquid subcooling and surface
heat flux on bubble growth is more pronounced at elevated
pressure. • Pressure
shows
a
significant
influence
on
microlayer
formation and depletion, as well as bubble growth. At
higher
pressure,
the
duration
with
the
microlayer
is
comparably short and, consequently, the contribution of
microlayer evaporation becomes less important. Compared
with heat flux, the subcooling shows a more appreciable effect
on bubble growth. The effect of liquid subcooling and surface
heat flux on bubble growth is more pronounced at elevated
pressure. 3.3 Bubble growth drb
dt
ml
drb
dt
sup
2
c π
√Pr−0.5 Jaml
Jasup
(15) (15) With Eqs 13, 15, the above equation can be further written as With Eqs 13, 15, the above equation can be further written as drb
dt
ml
drb
dt
sup
4
c π
√Pr−0.5
(16) (16) 4 Conclusion The
laser
interferometry
and
high-speed
camera
are
synchronously employed to measure the microlayer behavior and
bubble growth in pool boiling under pressure from 0.1 to 0.3 MPa. Based on the comprehensive analysis of the formation and depletion
of the microlayer and the bubble growth, the following conclusions
are reached. Data availability statement Increasing
pressure
reduces
the
Prandtl
number
and,
consequently,
increases
the
ratio
of
the
microlayer
and
superheated layer contribution to bubble growth. Based on the
Cooper-Lloyd model and the Zuber model, the microlayer
evaporation contributes to 68.1% and 70.1% of bubble growth, at
0.1 and 0.2 MPa, respectively, which is not consistent with what is
shown in Figure 18. Another fact demanding caution in bubble
growth modeling is that the microlayer evaporation contributes to
bubble growth in the early phase, while the superheated layer
evaporation becomes important in a later phase. The current
models do not seem capable to account for such a fact. Hence,
more extensive investigation on microlayer evaporation under
diverse
conditions
is
still
desired
to
achieve
mechanistic
prediction of bubble growth. The original contributions presented in the study are included in
the article/supplementary material, further inquiries can be directed
to the corresponding author. Acknowledgments The authors are grateful for the financial support of the National
Natural Science Foundation of China (Grant No. 52076132). 3.3 Bubble growth The Jakob number in the superheated layer is
defined by • The
analysis
of
microlayer
depletion
shows
that
the
dimensionless
instantaneous
maximum
microlayer
thickness, δ max/ ]t
√, shows exponential dependence on the
ratio rd/rb,1, which increases linearly with time before
microlayer depletion. A correlation is proposed to predict
the
instantaneous
maximum
microlayer
thickness
synthesizing the two relations. • The
analysis
of
microlayer
depletion
shows
that
the
dimensionless
instantaneous
maximum
microlayer
thickness, δ max/ ]t
√, shows exponential dependence on the
ratio rd/rb,1, which increases linearly with time before
microlayer depletion. A correlation is proposed to predict
the
instantaneous
maximum
microlayer
thickness
synthesizing the two relations. Jasup ρlCp,lΔTw
2ρghf g
(14) (14) According to Gerardi et al. (2010), Duan et al. (2013), Yabuki
and Nakabeppu (2014), and Sato and Niceno (2015), it is fair to take
ΔTw 10 °C. Integrating Eqs 12, 14, we can estimate the bubble
volume as a function of time. From Figure 21, we can see that with
the Cooper-Lloyd model and the Zuber model a rough estimation on
bubble growth rate can be given. According to the two models, the
ratio of microlayer and superheated layer contribution to bubble
growth is • The local microlayer thickness decreases linearly with time. The assumption of the negligible hydrodynamic flow of the
microlayer leads to an overestimation of surface heat flux
based on the sole depletion mechanism, i.e., evaporation. • The local microlayer thickness decreases linearly with time. The assumption of the negligible hydrodynamic flow of the
microlayer leads to an overestimation of surface heat flux
based on the sole depletion mechanism, i.e., evaporation. The hydrodynamic flow of the microlayer cannot be
neglected and not all the microlayer is evaporated for the
bubble growth. The hydrodynamic flow of the microlayer cannot be
neglected and not all the microlayer is evaporated for the
bubble growth. • Combining the Cooper-Lloyd model and the Zuber model, the
measured bubble growth can be roughly predicted, though the
contribution portion of the microlayer and superheated layer
to bubble growth predicted by the models is not consistent
with the experimental observation. 3.3 Bubble growth One of Jung and Kim’s data sets is also
shown in Figure 20. We can see that the derivation based on Eq. (10) can significantly overestimate the instantaneous heat flux,
which implies that the hydrodynamic flow is a significant
mechanism of microlayer depletion. The equivalent bubble radius is calculated based on the bubble
volume and shown in Figure 21 for the cases at the pressure of
0.1 and 0.2 MPa. The cases at the pressure of 0.3 MPa are not
included here due to comparably large relative uncertainty. The
bubble growth rate resulting from microlayer evaporation is
formulated by Cooper and Lloyd (1969). The dominance of heat flux on bubble growth is observed during
the initial phase of bubble growth for all pressures. For example,
similar bubble growth is observed in cases No. 1 and 2 and No. 4 and
5, when t/tml < 0.2. In the later phase, the effects of subcooling on the
bubble growth manifest. In case No. 3, a slight decrease in bubble
volume is observed after microlayer depletion, which indicates that
condensation plays a more significant role in the late period of
bubble growth. In contrast, bubble growth always continues at a
higher pressure. As a consequence of the significant influence of
microlayer evaporation on bubble growth, bubble growth is less
sensitive to heat flux and subcooling at low pressure. At elevated
pressure, low subcooling and high heat flux appreciably promote
bubble growth. Both factors affect the thermal boundary layer near
the heating surface and, consequently, change the evaporation in the
superheated sublayer. drb
dt
ml
1
cPrl
−0.5Jaml
λl
ρlCp,l
0.5
t−0.5
(11) (11) where c = 0.8 is taken and the microlayer Jakob number is defined by Jaml ρlCp,lΔTw
ρghf g
(12) (12) Forster and Zuber (1954) model was proposed to consider
bubble growth by the evaporation of superheated fluid around
the bubble. The corresponding growth rate is defined by drb
dt
sup
π
√
2 Jasup
λl
ρlCp,l
0.5
t−0.5
(13) (13) frontiersin.org Frontiers in Energy Research 12 Wang et al. Wang et al. 10.3389/fenrg.2023.1130459 10.3389/fenrg.2023.1130459 In the superheated layer, the characteristic temperature is taken
as (Tw + Tsat)/2. Frontiers in Energy Research frontiersin.org 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. Frontiers in Energy Research 13 frontiersin.org Wang et al. 10.3389/fenrg.2023.1130459 10.3389/fenrg.2023.1130459 References Chen, Z., Haginiwa, A., and Utaka, Y. (2017). Detailed structure of microlayer in
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00022-4 Koffman, L. D, P. M. References S., and Plesset, M. S. (1983). Experimental Observations of the
Microlayer in vapor bubble Growth on a heated solid. J. Heat Transf. 105 (3), 625–632. doi:10.1115/1.3245631 14 Frontiers in Energy Research frontiersin.org 14 Wang et al. 10.3389/fenrg.2023.1130459 Subscripts 0 initial
b bubble
b,1 the horizontal radius
b,2 the vertical radius
c contact
d dry spot
f fluid
g gas
i,j time
max the maximum value
mic-gas the microlayer evaporation amount
ml microlayer
sup superheat
total the total amount
w wall ml microlayer sup superheat Nomenclature δ0 initial microlayer thickness
θ angle
λ wavelength of laser
ρ the density of fluid or gas
δ microlayer thickness
υ kinematic viscosity of the liquid c1, c2, c3, c4 coefficients vary with pressure
cp specific heat
D diameter
f frequency of camera
Ja jakob number
m fringe order
n refractive index
Pr prandtl number
r radius
rL distance between bubble site and measurement position
rml,max distance from bubble inception site when microlayer first
reached its maximum value
t time
tg bubble growth time
tml microlayer depletion time
V volume
xe bubble edge
ye bubble edge
△T the wall superheat
Greek symbols
hf g latent heat of vaporization Greek symbols total the total amount w wall hf g latent heat of vaporization 15 frontiersin.org Frontiers in Energy Research 15
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https://openalex.org/W2793407684
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https://vtechworks.lib.vt.edu/bitstream/10919/89758/1/journal.pone.0193259.pdf
|
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A dual boundary classifier for predicting acute hypotensive episodes in critical care
|
PloS one
| 2,018
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cc-by
| 10,711
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A dual boundary classifier for predicting acute
hypotensive episodes in critical care Sakyajit Bhattacharya1, Vijay Huddar2, Vaibhav Rajan3*, Chandan K. Reddy4 1 TCS Innovation Labs, Kolkata, India, 2 Amazon, Bangalore, India, 3 School of Computing, National
University of Singapore, Singapore, Singapore, 4 Department of Computer Science, Virginia Tech, Arlington,
United States of America * vaibhav.rajan@nus.edu.sg * vaibhav.rajan@nus.edu.sg a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Editor: Feng Luo, Clemson University, UNITED
STATES Received: May 8, 2017
Accepted: February 7, 2018
Published: February 23, 2018 Received: May 8, 2017
Accepted: February 7, 2018
Published: February 23, 2018 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 RESEARCH ARTICLE Abstract An Acute Hypotensive Episode (AHE) is the sudden onset of a sustained period of low blood
pressure and is one among the most critical conditions in Intensive Care Units (ICU). With-
out timely medical care, it can lead to an irreversible organ damage and death. By identifying
patients at risk for AHE early, adequate medical intervention can save lives and improve
patient outcomes. In this paper, we design a novel dual–boundary classification based
approach for identifying patients at risk for AHE. Our algorithm uses only simple summary
statistics of past Blood Pressure measurements and can be used in an online environment
facilitating real–time updates and prediction. We perform extensive experiments with more
than 4,500 patient records and demonstrate that our method outperforms the previous best
approaches of AHE prediction. Our method can identify AHE patients two hours in advance
of the onset, giving sufficient time for appropriate clinical intervention with nearly 80% sensi-
tivity and at 95% specificity, thus having very few false positives. OPEN ACCESS Citation: Bhattacharya S, Huddar V, Rajan V,
Reddy CK (2018) A dual boundary classifier for
predicting acute hypotensive episodes in critical
care. PLoS ONE 13(2): e0193259. https://doi.org/
10.1371/journal.pone.0193259 Citation: Bhattacharya S, Huddar V, Rajan V,
Reddy CK (2018) A dual boundary classifier for
predicting acute hypotensive episodes in critical
care. PLoS ONE 13(2): e0193259. https://doi.org/
10.1371/journal.pone.0193259 Editor: Feng Luo, Clemson University, UNITED
STATES Predicting acute hypotensive episodes in critical care Automated systems for predicting AHE and other complications in ICU patients are
becoming increasingly important given the enormous difficulties of manually monitoring the
abundance of data collected for each patient and the shortage of qualified clinical staff in ICUs
[5, 6]. There have been many previous attempts to build automated systems that can identify
patients at risk for AHE in advance (see section 2.2 for a brief survey). Funding: This work was supported by the US
National Science Foundation grants IIS-1646881
and IIS-1527827 (CR) and Xerox Research Center
India (VR). Competing interests: Our affiliations to TCS
Innovation Labs, Amazon, National University of
Singapore and Virginia Tech do not alter our
adherence to PLOS ONE policies on sharing data
and materials. This paper presents a novel supervised classification based system for identifying patients at
risk for AHE. The algorithm uses only simple statistical summaries of past vital measurements
(such as blood pressure and heart rate) of patients and can be employed in an online manner,
facilitating real–time updates in the model and prediction. The novelty of the algorithm comes
from learning to separate patient cases into three groups: (1) easy to recognize as AHE cases
(2) easy to recognize as non–AHE cases and (3) ambiguous cases. During prediction, the algo-
rithm deals with each of the cases in a different manner. Our contributions in this paper are: Our contributions in this paper are: • A new supervised binary classification algorithm for identifying patients at risk for Acute
Hypotensive Episodes. Our algorithm can be used both in offline and online modes. As
more data from new patients arrive, the classifier updates itself in an online manner using
only the newly available data (i.e. without re–training itself with the entire dataset). • Extensive experiments on data from patients in critical care show that our algorithm
achieves significantly higher accuracy, sensitivity and specificity compared to existing algo-
rithms. Performance improvement is observed for predictions made up to 2 hours in
advance, thus giving clinicians sufficient time for adequate medical intervention. A preliminary version of this paper appeared in [7] where the dual boundary approach was
first presented. A comparative analysis therein shows the superiority of our approach over
state-of-the-art methods on a dataset of 1,700 patient records. 1 Introduction Copyright: © 2018 Bhattacharya 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. An Acute Hypotensive Episode (AHE) is the sudden onset of a period of sustained low blood
pressure [1]. If left untreated, it can rapidly deteriorate a patient’s health and cause a number
of complications including death. Fig 1 shows the episode in a graph of a patient’s Mean Arte-
rial Blood Pressure (MAP) measurements. Many different conditions may cause AHE; these include sepsis, myocardial infarction, car-
diac arrhythmia, pulmonary embolism, hemorrhage, dehydration, anaphylaxis, effects of med-
ication, or any of a wide variety of other causes of hypovolemia, insufficient cardiac output, or
vasodilatory shock [1]. In many cases, AHE is a precursor to or predictor of other complica-
tions [2–4]. Determining the most appropriate medical intervention for such patients depends
on first ascertaining the cause of the hypotensive episode: often due to lack of sufficient time,
intervention begins by first selecting a suboptimal treatment to prevent immediate damage
and to have sufficient time to assess the patient thoroughly [1]. Early identification of patients
at risk for AHE helps not only in preventing the episodes but also in finding the best possible
treatment for the patient [1]. Data Availability Statement: All data used is part
of MIMIC II clinical database from Physionet that is
publicly available. To obtain access, users must
sign and abide by a data-use agreement directly
with Physionet. (https://physionet.org/mimic2/
mimic2_access.shtml). Access to this data is
permitted only after registration at Physionet and
completion of a course on the use of human
subjects and patient privacy. More details can be
found on: (https://mimic.physionet.org/
gettingstarted/access/). PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 1 / 17 2 Background In this section we first provide a short description of blood pressure, hypotension and acute
hypotensive episodes. This is followed by a brief survey of clinical studies on hypotensive epi-
sodes and related work in data mining on prediction of acute hypotensive episodes. In this paper, we provide a com-
plete treatment of the most general online version of our algorithm (that was only briefly intro-
duced earlier). We also analyze the behavior of the algorithm and reasons for its superior
performance over baseline methods in detail. New experiments with additional baselines and
data (vitals in addition to blood pressure) are presented. All experimental results in this paper
are on a larger dataset of 4,593 patient records from the publicly available MIMIC II ICU data-
base. To our knowledge, the only previously published work on dual boundary classifier is a Fig 1. Definition of acute hypotensive episode: A period of 30 minutes where at least 90% of Mean Arterial Pressure measurements are no
greater than 60 mmHg. https://doi.org/10.1371/journal.pone.0193259.g001
s://doi.org/10.1371/journal.pone.0193259
February 23, 2018
2 / 17 Fig 1. Definition of acute hypotensive episode: A period of 30 minutes where at least 90% of Mean Arterial Pressure me
greater than 60 mmHg. Fig 1. Definition of acute hypotensive episode: A period of 30 minutes where at least 90% of Mean Arterial Pressure measurements are no
greater than 60 mmHg. Fig 1. Definition of acute hypotensive episode: A period of 30 minutes where at least 90% of Mean Arterial Pressure measurements are no
greater than 60 mmHg. https://doi org/10 1371/journal pone 0193259 g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 2 / 17 Predicting acute hypotensive episodes in critical care preliminary version of this manuscript, as described above. Multiple decision boundaries may
be obtained in margin-based classifiers, like SVM, and the difference between that and our
algorithm is explained in section 4.1. The rest of the paper is organized as follows. We begin with a brief background on AHE
and a survey of related work in AHE prediction. Section 3 gives a formal definition of the
problem. This is followed by a detailed discussion on our new classification algorithm in sec-
tion 4. Details of the data and experimental protocol are presented in section 5 and section 5.5
describes the results obtained. We conclude our discussion in section 6. 2.1 Acute hypotensive episodes Arterial Blood Pressure (ABP) is the pressure exerted by blood on the vessels. Along with body
temperature, respiratory rate and pulse rate, blood pressure is a vital sign that is routinely
monitored by healthcare providers by measuring the pressure on the arterial walls. Blood pressure values are measured often using a sphygmomanometer, in millimeters of
mercury (mmHg). In each heartbeat blood pressure varies between the highest and the lowest
pressure in the vessels, which are called systolic and diastolic pressures, respectively. ABP mea-
surements are written as X/Y mmHg (e.g. 120/80) where X denotes the systolic pressure and Y
denotes the diastolic pressure. The Mean Arterial Pressure (MAP) is the pressure generated as
blood is pumped out of the left ventricle of the heart into the arteries. It can be approximated
using the systolic (X) and diastolic (Y) pressures as follows [8]: MAP ¼ 2
3 X 1
3 Y: The normal range for blood pressure is considered to be between 90/60 and 130/80 mmHg
[8]. Thus hypotension is the condition when the blood pressure is lower than 90/60 mmHg. Following [1], we define an Acute Hypotensive Episode as a period of 30 minutes during
which at least 90% of the MAP measurements are no greater than 60 mmHg. Other guidelines
have also been published [9, 10]. Commercial bedside monitoring systems provide alerts when
the blood pressure falls below a predetermined level. But, to the best of our knowledge, there is
no system that can predict AHE in advance. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 2.2 Related work Many clinical studies have examined the role of hypotension in complications like acute coro-
nary syndromes [11], acute kidney injury [12] and sepsis [13, 14]. Hypotension is also found
to be an important mortality predictor for patients with cardiovascular abnormalities [15, 16]. Hypotension is a precursor to septic shock, the second most common cause of death in ICU
patients in the United States [17], and a study shows that mortality in such cases depends criti-
cally on the duration of hypotension before treatment [18]. Existing intervention approaches to AHE are reactive, that is, after the onset of AHE. These
interventions include administration of vasopressors, fluid resuscitation and other treatments
depending on the case [10, 19]. Instead if patients at risk for AHE are identified in advance,
the intervention most appropriate to the patient can be determined and administered. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 3 / 17 Predicting acute hypotensive episodes in critical care AHE prediction. In the MIMIC II critical care database [20], out of 2320 patients, AHE
was found in 41% of the patients for whom arterial blood pressure was recorded. The mortal-
ity rate of these patients was found to be more than twice that of the entire MIMIC II popula-
tion. Recognizing the importance of AHE, automated AHE prediction was put forth as a
challenge in the 2009 Computers in Cardiology competition [1]. Vital signs data for 110
patients from the MIMIC II database [20] were provided, divided into training and test data-
sets containing 60 and 50 patient records respectively. The results of the top three performers
of the challenge are published in [21], [ 22] and [23], respectively. The best result was obtained
by Henriques et al [21] using a neural network based classifier. A similar method, called Che-
byshev’s neural network, applied on the challenge dataset by Zhou et al [24], gave similar
results. Simple mean based predictions such as those of Chen [22] who used the last 5 minutes
of average diastolic blood pressure as a predictor of AHE and of Mneimneh et al [23] who
used the last 20 minutes of MAP measurements had comparable performance. A hidden
markov model based approach is proposed by Singh et al [25] and the use of contrast pattern
mining for AHE prediction is discussed by Ghosh et al [26]. Both these techniques have per-
formance similar to that of mean based predictions. 2.2 Related work Note that these methods were tested on a
small sample size (110 patients) and for predicting AHE only 30 minutes in advance. A detailed analysis of the problem as well as these methods is given in Marzyeh Ghassemi’s
thesis [27] wherein the neural network based method is tested on 1,168 patient records using
four vital signs’ data—heart rate, respiration rate, oxygenation levels and MAP. Sun et al [28]
design a method based on particle swarm optimization and k-means to extract features from
MAP measurements which are then classified using SVM. Donald et al [29] developed a Bayes-
ian Artificial Neural Network trained on demographic and physiological data of nearly 2,000
patients to predict hypotension in brain injury subjects with observation windows of 15 and 30
minutes before the injury. Lee et al [30], used heart rate, MAP and clinical data of 1,311 patient
records from the MIMIC II database. Their algorithm uses 102 statistical, wavelet-based and
clinical features and predicts the event 1 hour in advance using a neural network based
classifier. Some other studies have also addressed the problem of predicting AHE but have not been
tested extensively. A Binomial Sign Test based classifier was tested by Crespo et al [31] on the
BP measurements of 7 patients using 5 time series features extracted from MAP waveforms. Their method predicts the event only 20 seconds in advance. Ghaffari et al [32] develop a
method of detecting AHE using ECG and MAP waveforms and test it on 15 subjects from the
MIMIC II database. Lehman et al [33] use a combination of Gaussian Mixture Model based
clustering and K-Nearest Neighbours Classifier on 227 patient records from the MIMIC II
database using both Heart Rate and MAP measurements. Rocha et al [34] use correlation anal-
ysis and neural networks on MAP measurements to build a predictive model for AHE. The
best predictive accuracy when only vital measurements are used (among existing methods) is
achieved by the mean-based prediction of Chen [22] which was shown to be outperformed by
our classifier in [7]. Fig 2 shows a schematic of the three windows. Note that each patient is potentially at risk of a future acute hypotensive episode at each
point in time. What we have, from historical data, is a single indicator of an occurrence of
AHE at a particular timepoint (the risk at previous timepoints can only be estimated, not
known with certainty). Our aim is to predict this as early as possible. The observation window indicates the amount of data we use for training. The test window
indicates the amount of data we use during prediction. The windows can be measured with
respect to either time duration (that we use) or number of measurements. For conducting our
experiments, we vary the length of these windows (i.e. the time duration of the measurements
considered for training and prediction) independently and study the performance of the classi-
fiers. Also note that by testing the performance on expanding test windows, we effectively test
the performance at regular intervals for the same patient. We also study the classifier perfor-
mance in an online setting, where we update the classifier with new measurements obtained. In a real-life deployment, the classifier can predict, with each new blood pressure measure-
ment, whether a patient is at risk (A) or not at risk (NA) and when the prediction is A, an alert
is raised for the clinical staff. So the labels can also be viewed as an indicator for alert at the
patient level. determining the class label of the patient. There are three parameters that can be varied during
the prediction, which we will refer to as the [P,O,T] parameters of an algorithm: Prediction Window (P): Duration of time (in minutes) before which predictions are made,
i.e., we predict whether or not a patient will have AHE w minutes in the future; we call w
the prediction window width. Prediction Window (P): Duration of time (in minutes) before which predictions are made,
i.e., we predict whether or not a patient will have AHE w minutes in the future; we call w
the prediction window width. Observation Window (O): Duration of time (in minutes) before the prediction window during
which MAP measurements are considered for training the classifier. Observation Window (O): Duration of time (in minutes) before the prediction window during
which MAP measurements are considered for training the classifier. Test Window (T): Duration of time (in minutes) before the prediction window during which
MAP measurements are considered for predicting AHE in a patient. Test Window (T): Duration of time (in minutes) before the prediction window during which
MAP measurements are considered for predicting AHE in a patient. 3 Problem definition An Acute Hypotensive Episode (AHE) is defined as a period of 30 minutes during which at
least 90% of the MAP measurements are no greater than 60 mmHg [1]. We cast the problem
of predicting AHE in a patient as a supervised binary classification problem. Using data from
previous ICU patients—both with and without AHE events—a binary classifier is trained,
where the classes are denoted by A (those likely to have AHE) and NA (those unlikely to have
AHE). The classifier can then be used to predict AHE in a previously unseen patient by PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 4 / 17 Predicting acute hypotensive episodes in critical care determining the class label of the patient. There are three parameters that can be varied during
the prediction, which we will refer to as the [P,O,T] parameters of an algorithm: 4 DBC: A novel classification method In this section, we describe our new algorithm for classifying patients into classes 1 (e.g. class
A, those at risk for developing AHE) and 2 (e.g. class NA, those not at risk for developing
AHE) based on their blood pressure signals. Our method uses only the mean (μ1, μ2 for classes Fig 2. [O,P,T] parameters for a predictive algorithm. Note that the Test and Observation windows can vary in duration independently of each
other. htt
//d i
/10 1371/j
l
0193259 002 Fig 2. [O,P,T] parameters for a predictive algorithm. Note that the Test and Observation windows can vary in duration independently of each
other https://doi.org/10.1371/journal.pone.0193259.g002 5 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 Predicting acute hypotensive episodes in critical care 1 and 2 respectively) and standard deviation (σ1, σ2, for classes 1 and 2 respectively) of the vital
measurements within a given observation window as features. Our classifier, called Dual
Boundary Classifier (DBC) uses a combination of margin-based and distance-based classifica-
tion techniques. We first describe the intuition behind the algorithm and explain how it differs
from standard classifiers like SVM and KNN. 4.1 Intuition behind the classifier We observe in the training data that the MAP measurements in class A in the hour before the
Acute Hypotensive event is generally lower than the MAP measurements in class NA. Hence,
a margin-based classifier is expected to work well. As seen in the experiments, SVM has high
specificity but its sensitivity is very low. To minimize both false positives and false negatives (type-I and type-II errors, respectively),
where true positive denotes correct identification in class A, our new method builds an inter-
val-based margin (in other words, two decision boundaries, using a parameter κ). Our interval
is based on the mean and standard deviation values in classes A and NA, observed in the train-
ing data: (μ1 + κσ1, μ2 −κσ2). Any value (in the test set) falling below the lower bound of the
interval is considered to be in class A and a value above the upper bound in class NA. We
choose the bounds (by choosing the right κ) such that the errors are minimized, i.e., the sum
of the number of class A values falling above the lower bound (n1 + n2) and the number of
class NA values falling below the upper bound (n3 + n4) is minimized. In addition we also min-
imize the number of values in the uncertainty region. Fig 3 shows a schematic. Test samples falling in the region of class A or class NA are classified in a straightforward
manner. For those test samples that lie in the uncertainty region, we use a distance-based Fig 3. Schematic of our novel classifier. The feature space is divided into three regions based on the values of μ1, μ2, σ1, σ2, κ0. A test sample in
the AHE region is classified into class A, Non-AHE region is classified into class NA. A distance-based approach is used for test samples in the
Uncertainty region. The arrows for a point in the uncertainty region (shown only for one of the points), show that distances are calculated with
respect points outside the uncertainty region only. Fig 3. Schematic of our novel classifier. The feature space is divided into three regions based on the values of μ1, μ2, σ1, σ2, κ0. A test sample in
the AHE region is classified into class A, Non-AHE region is classified into class NA. A distance-based approach is used for test samples in the
Uncertainty region. https://doi.org/10.1371/journal.pone.0193259.g003 Predicting acute hypotensive episodes in critical care approach to classify the sample by comparing the distance of the test case to (training data)
points outside the uncertainty region. Comparison with other classifiers. Note that our approach is not an ensemble-based
technique since we do not use a combination of classifiers on any test datapoint. Our classifier
is a discriminative classifier which applies two different classification rules and both rules differ
in methodology from standard classifiers. One is a boundary based rule (similar to, but not the
same as, SVM) for data points outside the uncertainty region, and another is a nearest neigh-
bor rule (similar to, but not the same as, KNN) for datapoints in the uncertainty region. Thus
the selection of the rule is also determined by our classifier in a data-driven manner. These dif-
ferences distinguish DBC from standard classifiers. Comparison with margin-based classifiers. The two boundaries in DBC are not determined
using support vectors (as in SVM) but using the mean and standard deviation values of
training data from both classes. In the optimization setup for training, DBC minimizes
the misclassification rate and the number of points in the uncertainty region which is not
the same as maximizing the margin. Indeed, our formulation yields a mixed integer linear
program (shown in [7]) whereas the classical SVM formulation results in a quadratic
program. Comparison with distance-based classifiers. DBC uses a distance-based approach only for the
uncertainty region points in testing and note that we determine the distance only with respect
to the points outside the AHE region—which makes it different from a KNN rule. For exam-
ple, if a test data point lies in the uncertainty region and the closest point is also within the
uncertainty region, KNN will consider it whereas DBC will not. To further illustrate the difference, note that a combination of SVM and KNN would
apply both classifiers on each test point. But DBC first determines whether the test point lies
in the uncertainty region. If it is in the uncertainty region, it applies a distance-based rule—
checking distance only with respect to training points outside the uncertainty region. If it
is not in the uncertainty region, then the boundary determines the class and the boundaries
are learnt from the training data in a manner that is different from that of margin-based
classifiers. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 4.1 Intuition behind the classifier The arrows for a point in the uncertainty region (shown only for one of the points), show that distances are calculated with
respect points outside the uncertainty region only. https://doi.org/10.1371/journal.pone.0193259.g003 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 6 / 17 4.2 Online classification algorithm PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 7 / 17 Predicting acute hypotensive episodes in critical care • Compute the cumulative means and variance (for all measurements of vital v up to the nth
observation window), m
ðnÞ
Av ; n
ðnÞ
Av as follows [35], where x is each measurement in y
ðnÞ
Av : • Compute the cumulative means and variance (for all measurements of vital v up to the nth
observation window), m
ðnÞ
Av ; n
ðnÞ
Av as follows [35], where x is each measurement in y
ðnÞ
Av : • Compute the cumulative means and variance (for all measurements of vital v up to the nth
observation window), m
ðnÞ
Av ; n
ðnÞ
Av as follows [35], where x is each measurement in y
ðnÞ
Av : m
ðnÞ
Av ¼ m
ðn 1Þ
Av
þ x m
ðn 1Þ
Av
n
n
ðnÞ
Av ¼ ðn 1Þn
ðn 1Þ
Av
þ ðx m
ðn 1Þ
Av
Þðx m
ðnÞ
Av ÞÞ
n Similarly, we compute cumulative mean and variance m
ðnÞ
NAv; n
ðnÞ
NAv for class NA. • Let nAv ¼ jy
ðnÞ
Av j and nNAv ¼ jy
ðnÞ
Av j, the cardinalities of the two vectors. This is updated in each
round: nAv
¼
jy
ðn 1Þ
Av
j þ jy
ðnÞ
Av j nNAv
¼
jy
ðn 1Þ
NAv j þ jy
ðnÞ
NAvj: • Let κv be a value such that m
ðnÞ
Av þ kvs
ðnÞ
Av < m
ðnÞ
NAv kvs
ðnÞ
NAv. Let
nv1: Number of y
ðnÞ
Av values greater than m
ðnÞ
NAv kvs
ðnÞ
NAv. nv2: Number of y
ðnÞ
Av values in the range ðm
ðnÞ
Av þ kvs
ðnÞ
Av ; m
ðnÞ
NAv kvs
ðnÞ
NAvÞ. nv3: Number of y
ðnÞ
NAv values lesser than m
ðnÞ
Av þ kvs
ðnÞ
Av . nv4: Number of y
ðnÞ
NAv values in the range ðm
ðnÞ
Av þ kvs
ðnÞ
Av ; m
ðnÞ
NAv kvs
ðnÞ
NAvÞ. nv4: Number of y
ðnÞ
NAv values in the range ðm
ðnÞ
Av þ kvs
ðnÞ
Av ; m
ðnÞ
NAv kvs
ðnÞ
NAvÞ. • Find the value of κv that minimizes nv1 + nv2 + nv3 + nv4. Let that value be k
v. 4.2 Online classification algorithm We describe the DBC algorithm in the more general online mode. The offline mode is a special
case with a single round that uses all available historical data for training. An implementation,
in R, is available from the authors upon request. The online algorithm proceeds in rounds. In each round, we use the measurements made
in the new observation window to update the model. We denote the round with superscript
(n). Measurements can be made for each of the vitals (subscript v): MAP, heart rate (HR), res-
piration rate (RR), Oxygen Saturation (OSAT) and temperature (TEMP). Training the classifier. Training the classifier consists of the following steps: • Denote by y
ðnÞ
Av the vector where each coordinate has the mean of the measurements of vital v
in the nth observation window for patients in class A. Let y
ðnÞ
NAv be the corresponding vector
for class NA. Denote by y
ðnÞ
Av (y
ðnÞ
NAv) all the measurements of vital v for patients in class A (NA)
until round n. • Let m
ðnÞ
Av ¼ meanðy
ðnÞ
Av Þ, m
ðnÞ
NAv ¼ meanðy
ðnÞ
NAvÞ, s
ðnÞ
Av ¼ stdevðy
ðnÞ
Av Þ, s
ðnÞ
NAv ¼ stdevðy
ðnÞ
Av Þ,
n
ðnÞ
Av ¼ varianceðy
ðnÞ
Av Þ, n
ðnÞ
NAv ¼ varianceðy
ðnÞ
Av Þ, are the corresponding means, standard devia-
tions and variance. 4.2 Online classification algorithm A simple heu-
ristic for selecting k
v can be employed in practice: • Select a range of values for κv and compute nv1 + nv2 + nv3 + nv4 for each value in the
range. • Select the value of κv with the (local) minimum nv1 + nv2 + nv3 + nv4. Alternatively, a mixed integer linear program can be used as shown in [7] but that can
become computationally expensive especially in an online setting. Thus a trained classifier at the end of the nth round consists of a 7-tuple:
½nAv; nNAv; m
ðnÞ
Av ; s
ðnÞ
Av ; m
ðnÞ
NAv; s
ðnÞ
NAv; k
v for each vital v. Thus a trained classifier at the end of the nth round consists of a 7-tuple: Classifying test data. We compute the mean of vital measurements v over the period of
the Test Window, denoted by zv. For each vital, we obtain a classification label lv as follows: • If zv < m
ðnÞ
Av þ k
vs
ðnÞ
Av , assign the patient to class A. • If zv < m
ðnÞ
Av þ k
vs
ðnÞ
Av , assign the patient to class A. • If zv < m
ðnÞ
Av þ k
vs
ðnÞ
Av , assign the patient to class A. • If zv < m
ðnÞ
Av þ k
vs
ðnÞ
Av , assign the patient to class A. • If zv > m
ðnÞ
NAv k
vs
ðnÞ
NAv, assign the patient to class NA. • If zv > m
ðnÞ
NAv k
vs
ðnÞ
NAv, assign the patient to class NA. • If zv > m
ðnÞ
NAv k
vs
ðnÞ
NAv, assign the patient to class NA. • If zv falls in the range ½m
ðnÞ
Av þ k
vs
ðnÞ
Av ; m
ðnÞ
NAv k
vs
ðnÞ
NAv, compute the mean squared deviation of
zv from all the points in y
ðnÞ
Av and y
ðnÞ
NAv (from the training data), denoted by dAv and dNAv,
respectively. If dAv > dNAv assign the patient to class NA, otherwise assign the patient to
class A. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 4.2 Online classification algorithm • If zv falls in the range ½m
ðnÞ
Av þ k
vs
ðnÞ
Av ; m
ðnÞ
NAv k
vs
ðnÞ
NAv, compute the mean squared deviation of
zv from all the points in y
ðnÞ
Av and y
ðnÞ
NAv (from the training data), denoted by dAv and dNAv,
respectively. If dAv > dNAv assign the patient to class NA, otherwise assign the patient to
class A. Note that this does not require us to store all the patient data used during the training phrase. Note that this does not require us to store all the patient data used during the training phrase. The computation can be simplified as follows. The mean squared deviation of zv from all the Note that this does not require us to store all the patient data used during the training phrase. The computation can be simplified as follows The mean squared deviation of zv from all the q
p
g
g p
The computation can be simplified as follows. The mean squared deviation of zv from all the The computation can be simplified as follows. The mean squared deviation of zv from all t PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 8 / 17 Predicting acute hypotensive episodes in critical care points in y
ðnÞ
Av is PnAv
i¼1 ðzv xivÞ
2 where xiv is the i-th coordinate of y
ðnÞ
Av . The above expression
can be written as points in y
ðnÞ
Av is PnAv
i¼1 ðzv xivÞ
2 where xiv is the i-th coordinate of y
ðnÞ
Av . The above expression
can be written as dAv ¼
X
nAv
i¼1
ðzv m
ðnÞ
Av þ m
ðnÞ
Av xivÞ
2 ¼ nAv½ðzv m
ðnÞ
Av Þ
2 þ n
ðnÞ
NAv and similarly for the distance of zv from y
ðnÞ
NAv. Thus the computation only requires the values
of the total number of datapoints: nAv, nNAv and the mean and variance computed during
training: m
ðnÞ
Av ; n
ðnÞ
Av ; m
ðnÞ
NAv; n
ðnÞ
NAv. The final classification label is set by a majority voting rule: ∑v lv where ties are broken by
using the vote for MAP. 5.1 ICU data MIMIC II [20] is a publicly available database, part of Physionet [36], containing physiological
signals and clinical data of more than 5000 ICU patients. Vital signs of most of these ICU
patients were recorded, sampled either every minute or every second. We consider only the
following vital measurements for our study: Mean Arterial Blood Pressure (MAP), Heart Rate
(HR), Pulse Rate (PUL), Respiratory Rate (RR) and Oxygen Saturation (OSAT). Each patient record consists of a time series signal xt, t = 1,. . .,Ni where Ni is the total num-
ber of vital measurements for the ith patient, and xt is the MAP measurement at time t, time
being reckoned from the start of the measurements in the ICU at an interval of 1 minute. Whenever the sampling is per second, we use the mean of all measurements in a minute. An
Acute Hypotensive Event (AHE) is defined as an interval in the record, [xt, xt+30], in which at
least 27 of the MAP measurements are no greater than 60. Not all the records are usable since many of them have missing or erroneous data. From the
available cleaned data in MIMIC II, we use 4,593 records of ICU patients out of which 1,307
are found to contain AHE events (class A) and 3,286 do not contain AHE events (class NA). We considered data only until the first AHE event in each patient record for training and pre-
diction. During training we discard records that contain less than 6 hours of MAP measure-
ments and those that contain Acute Hypotensive Events in the first 5 hours of recorded data. 4.3 Time complexity The time complexity of training (for each round, and each vital) is dominated by the step of
finding κv. Let K be the number of choices for κv considered in our heuristic. The training
time complexity is OðK þ nAv þ nNAvÞ and testing each test window zv containing nz vital mea-
surements takes OðnzÞ time (to compute the mean). PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 5.2 Experimental setup We test the performance of the algorithms for the following choices of 6 observation windows
(O), 24 prediction windows (P) and 6 test windows (T): O 2 f20; 40; 60; 80; 100; 120g;
P 2 f5; 10; 15; . . . ; 110; 115; 120g;
T 2 f20; 40; 60; 80; 100; 120g: 9 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 Predicting acute hypotensive episodes in critical care In the online mode, for each of the 864 [O,P,T] settings, first approximately 20% (= 910) of
the patient records are chosen for initial training. The ratio of AHE and Non-AHE patients in
this initial training set is 260:650 which approximately maintains the same ratio found in the
original data (1307:3286). After that we incrementally predict and update the classifier, using a
single observation window for each patient. In this manner, prediction is done for the remain-
ing 3,683 (= 4593-910) patients containing 1,047 AHE and 2,636 non-AHE cases. In the offline
mode, we perform 5-fold cross validation over all the patient records, for each of the 864 [O,P,
T] settings. 5.3 Baseline comparison methods As mentioned earlier, among the previous methods for AHE prediction that use only vital
measurements, the best predictive accuracy is achieved by the mean-based prediction of Chen
[22] which we also confirm with experiments on our larger dataset of 1,700 patient records in
our previous work [7]. We use this classifier, denoted by MU, as a baseline along with the
other standard classifiers—Support Vector Machines (SVM) with RBF kernel, Random Forest
(RF), K–Nearest Neighbors (KNN) and Adaboost (ADA)—using the same mean–based fea-
tures. Implementations in R are used for these classifiers: packages ‘e1071’, ‘Random Forest’,
‘Class’ and ‘Ada’ respectively. Tunable parameters for the baseline classifiers are obtained in
the following way. A portion of the training data is held out for validation. A grid search on
the parameter space is performed and for each classifier, the parameters that give the best per-
formance on the validation set are chosen. Prediction results are shown only for the best
parameters thus selected. 5.4 Evaluation metrics We measure the performance of all the tested methods by their sensitivity, specificity and clas-
sification accuracy. Sensitivity is defined as the percentage of class A test samples accurately
classified into class A. Specificity is defined as the percentage of class NA test samples accu-
rately classified into class NA. Classification accuracy of a classifier is the percentage of total
test samples correctly classified. Note that there is no discriminating threshold in our method that creates a trade-off
between sensitivity and specificity (unlike many other classifiers). Hence the sensitivity and
specificity do not change with either any internal parameter or time window. We show the
sensitivity (true positive rate) and specificity (true negative rate) separately, where ‘positive’
denotes correct prediction of AHE. P-values are computed using a one-sided two-sample t-test. We compare the mean value of
the performance measure (sensitivity, specificity and accuracy) for a baseline (μ0) against the
corresponding mean value for DBC (μ1). We compare the null hypothesis H0 : μ1 = μ0 against
the alternative hypothesis Ha : μ1 > μ0 at level of significance 5%. Predicting acute hypotensive episodes in critical care f performance of algorithms—Our (DBC), KNN, RF, SVM, ADA and MU—Averaged over all the 864 [O,P,T]
online mode and over 5-fold cross validation in the offline mode. Table 1. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, RF, SVM, ADA and MU—Averaged over all the 864 [O,P,T]
window settings: Averaged for 3,683 patients in the online mode and over 5-fold cross validation in the offline mode. Algorithm
DBC
KNN
RF
SVM
ADA
MU
Online
Sensitivity
0.77 (0.04)
0.31 (0.05)
0.30 (0.11)
0.17 (0.05)
0.24 (0.05)
0.39 (0.06)
Specificity
0.92 (0.02)
0.47 (0.03)
0.37 (0.03)
0.82 (0.04)
0.60 (0.21)
0.81 (0.05)
Accuracy
0.85 (0.01)
0.40 (0.03)
0.34 (0.06)
0.78 (0.07)
0.41 (0.07)
0.72 (0.07)
Offline
Sensitivity
0.83 (0.01)
0.34 (0.02)
0.43 (0.03)
0.19 (0.03)
0.39 (0.11)
0.59 (0.03)
Specificity
0.90 (0.01)
0.56 (0.04)
0.34 (0.03)
0.78 (0.03)
0.57 (0.09)
0.79 (0.02)
Accuracy
0.87 (0.01)
0.46 (0.03)
0.37 (0.03)
0.74 (0.04)
0.44 (0.08)
0.69 (0.02)
https://doi.org/10.1371/journal.pone.0193259.t001 Table 1. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, RF, SVM,
window settings: Averaged for 3,683 patients in the online mode and over 5-fold cross validation in the offline m other algorithms (p-value <0.05) in terms of sensitivity, specificity and overall accuracy, in
both online and offline modes. We show the boxplots for the sensitivity, specificity and accuracy obtained at a prediction
window of 120 minutes (2 hours) in both offline and online modes, averaged over 144 [O,T]
settings in Fig 4. Note that in these 144 experiments, even the lowest accuracy achieved by our
algorithm is higher than the highest accuracy of any other algorithm. Results for other values
of prediction window are similar. Algorithm analysis. Algorithm DBC is a hybrid approach that combines margin-based
and distance-based classification methods. As described in section 4, by learning two bound-
aries DBC finds an uncertainty region between the boundaries and uses two different classifi-
cation rules depending on whether a test case falls within or outside the uncertainty region. We now evaluate the benefit of this approach by comparing the performance of DBC with a
margin-based classifier without the uncertainty region and a purely distance-based approach
that does not use the dual boundaries of DBC—that is same as KNN. Table 2 shows the results
over all the 864 [O,P,T] window settings: averaged for 3683 patients in the online mode and
over 5-fold cross validation in the offline mode as described above. The goal of the hybrid approach of DBC is to learn the two boundaries such that we have
very good classification performance outside the uncertainty region. This hypothesis is con-
firmed in our experiments. Table 3 shows the classification performance of DBC (for the off-
line case, as shown in Tables 2 and 3 above) in each of the three regions of the feature space
(see Fig 3): AHE, Non-AHE and Uncertainty Region. We observe that the performance of
DBC is indeed much higher outside the uncertainty region. 5.5 Performance results The prediction window is the most important parameter here since it determines how early we
can predict the possibility of AHE in a patient. The values of O and T parameters can be set by
the user based on the sensitivity-specificity requirements or availability of data. We first present the results of online and offline classification using only MAP measure-
ments first. The results, shown in Table 1 are averages over all the 864 [O,P,T] window set-
tings: averaged for 3683 patients in the online mode and over 5-fold cross validation in the
offline mode as described above. We observe that our algorithm significantly outperforms all PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 10 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 5.6 Addition of vitals We study the performance of all the classifiers when additional vitals—HR, PUL, RR, and
OSAT—are used. Table 4 shows the performance averaged over 5-fold cross validation, over
all 864 choices of [O,P,T] window settings. The uppermost rows show the results of using (1)
only MAP measurements. The other rows (downwards) show the results of using (2) MAP
and HR, (3) MAP, HR and PUL, (4) MAP, HR, PUL and RR and (5) MAP, HR, PUL, RR and
OSAT respectively. As additional vitals are used, the accuracy of our classifier reduces and the best results
are obtained when only MAP measurements are used. With more vitals, SVM achieves com-
parable or higher than that of DBC. However, in the case of even SVM, the highest accuracy
is obtained with the use of MAP measurements only. Overall, among all the different combi-
nations of vitals tested, the best results are obtained by our algorithm when only MAP
measurements are used. These results suggest that MAP measurements provide the most dis-
criminatory feature to identify patients who are at risk of AHE. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 11 / 17 Predicting acute hypotensive episodes in critical care -Nearest Neighbors (KNN), Random Forest (RF), Support Vector
prediction window of 120 minutes, averaged over 144 choices of [O,
cross validation (offline) Fig 4. Accuracy, sensitivity and specificity of our algorithm (DBC), K-Nearest Neighbors (KNN), Random Forest (RF), Support Vector
Machine (SVM), AdaBoost (ADA) and Mean based method (MU) at prediction window of 120 minutes, averaged over 144 choices of [O,
T] settings and over (LEFT:) 3683 patients (online)/ (RIGHT:) 5–fold cross validation (offline). https://doi org/10 1371/journal pone 0193259 g004 Fig 4. Accuracy, sensitivity and specificity of our algorithm (DBC), K-Nearest Neighbors (KNN), Random Forest (RF), Support Vector
Machine (SVM), AdaBoost (ADA) and Mean based method (MU) at prediction window of 120 minutes, averaged over 144 choices of [O,
T] settings and over (LEFT:) 3683 patients (online)/ (RIGHT:) 5–fold cross validation (offline). https //doi o g/10 1371/jo nal pone 0193259 g004 5.7 Discussion Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, RF, SVM, ADA and MU—Averaged over all the 864 [O,P,T]
window settings using 5-fold cross validation. The topmost rows show the results of using (1) only MAP measurements. The remaining rows show the results of using
(2) MAP and HR, (3) MAP, HR and PUL, (4) MAP, HR, PUL and RR and (5) MAP, HR, PUL, RR and OSAT respectively. Best results in each row are indicated in bold. Table 4. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, RF, SVM, ADA and MU—Averaged over all the 864 [O,P,T]
window settings using 5-fold cross validation. The topmost rows show the results of using (1) only MAP measurements. The remaining rows show the results of using
(2) MAP and HR, (3) MAP, HR and PUL, (4) MAP, HR, PUL and RR and (5) MAP, HR, PUL, RR and OSAT respectively. Best results in each row are indicated in bold. s) of performance of algorithms—Our (DBC), KNN, RF, SVM, ADA and MU—Averaged over all the 864 [O,P,T]
he topmost rows show the results of using (1) only MAP measurements. The remaining rows show the results of using
P, HR, PUL and RR and (5) MAP, HR, PUL, RR and OSAT respectively. Best results in each row are indicated in bold. 5.7 Discussion 5.7 Discussion
Why does our classification algorithm work well?. The answer lies in the data. We first
observe that mean MAP measurements over an observation window is a good predictor of
Table 2. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM
—Averaged over all the 864 [O,P,T] window settings: Averaged for 3,683 patients in the online mode and over
5-fold cross validation in the offline mode. Algorithm
DBC
KNN
Linear SVM
Online
Sensitivity
0.77 (0.04)
0.31 (0.05)
0.11 (0.05)
Specificity
0.92 (0.02)
0.47 (0.03)
0.83 (0.05)
Accuracy
0.85 (0.01)
0.40 (0.03)
0.73 (0.05)
Offline
Sensitivity
0.83 (0.01)
0.34 (0.02)
0.17 (0.03)
Specificity
0.90 (0.01)
0.56 (0.04)
0.85 (0.02)
Accuracy
0.87 (0.01)
0.46 (0.03)
0.78 (0.04)
https://doi.org/10.1371/journal.pone.0193259.t002
PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018
12 / 17 Why does our classification algorithm work well?. The answer lies in the data. We first
observe that mean MAP measurements over an observation window is a good predictor of g
p
Table 2. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM
—Averaged over all the 864 [O,P,T] window settings: Averaged for 3,683 patients in the online mode and over
5-fold cross validation in the offline mode. Algorithm
DBC
KNN
Linear SVM
Online
Sensitivity
0.77 (0.04)
0.31 (0.05)
0.11 (0.05)
Specificity
0.92 (0.02)
0.47 (0.03)
0.83 (0.05)
Accuracy
0.85 (0.01)
0.40 (0.03)
0.73 (0.05)
Offline
Sensitivity
0.83 (0.01)
0.34 (0.02)
0.17 (0.03)
Specificity
0.90 (0.01)
0.56 (0.04)
0.85 (0.02)
Accuracy
0.87 (0.01)
0.46 (0.03)
0.78 (0.04)
https://doi.org/10.1371/journal.pone.0193259.t002
PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018
12 / 17 Table 2. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM
—Averaged over all the 864 [O,P,T] window settings: Averaged for 3,683 patients in the online mode and over
5-fold cross validation in the offline mode. Algorithm
DBC
KNN
Linear SVM
Online
Sensitivity
0.77 (0.04)
0.31 (0.05)
0.11 (0.05)
Specificity
0.92 (0.02)
0.47 (0.03)
0.83 (0.05)
Accuracy
0.85 (0.01)
0.40 (0.03)
0.73 (0.05)
Offline
Sensitivity
0.83 (0.01)
0.34 (0.02)
0.17 (0.03)
Specificity
0.90 (0.01)
0.56 (0.04)
0.85 (0.02)
Accuracy
0.87 (0.01)
0.46 (0.03)
0.78 (0.04)
https://doi.org/10.1371/journal.pone.0193259.t002 Table 2. Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM
—Averaged over all the 864 [O,P,T] window settings: Averaged for 3,683 patients in the online mode and over
5-fold cross validation in the offline mode. https://doi.org/10.1371/journal.pone.0193259.t004 https://doi.org/10.1371/journal.pone.0193259.t004 s://doi.org/10.1371/journal.pone.0193259.t004 5.7 Discussion 12 / 17 Predicting acute hypotensive episodes in critical care Table 3. Mean performance of algorithm DBC in the three regions learned—Averaged over all the 864 [O,P,T]
window settings: Over 5-fold cross validation in the offline mode. AHE
Non-AHE
Uncertainty
Sensitivity
0.93
0.96
0.73
Specificity
0.97
0.99
0.82
Accuracy
0.96
0.98
0.79
https://doi.org/10.1371/journal.pone.0193259.t003 Table 3. Mean performance of algorithm DBC in the three regions learned—Averaged over all the 864 [O,P,T]
window settings: Over 5-fold cross validation in the offline mode. https://doi.org/10.1371/journal.pone.0193259.t003 AHE. This has been validated by previous work as well [22]. Our experiments also show that
addition of mean values of other vitals in our framework does not improve the predictive
accuracy. AHE. This has been validated by previous work as well [22]. Our experiments also show that
addition of mean values of other vitals in our framework does not improve the predictive
accuracy. However, not all AHE patients show very low mean in their observation windows. Fig 5
shows the mean MAP measurements of the patients in our dataset with different markers indi-
cating division into train and test sets, as well as AHE and non-AHE data. The boundary
obtained by a linear SVM classifier and the dual boundaries obtained by our classifier on the
training data are also shown. While it is true that most of the AHE datapoints (triangle markers) lie below the SVM
boundary, with low mean MAP, there are several above the boundary as well. Our algorithm
gives special consideration to some of the datapoints that are between our two boundaries—
the region we call the uncertainty region. These datapoints are difficult to classify into AHE or
non–AHE by using a single boundary. Hence we use a distance based strategy to classify these
datapoints. The data in the uncertainty region mostly belong to patients whose MAP measurements
were observed to fluctuate considerably in the observation window. For example, in some
cases, the BP remains in the normal range initially and becomes low and again comes back to
the normal range after some time. In such cases, the mean is often close to the decision bound-
ary and a single boundary classifier tends to misclassify them. These were the cases that were
better classified by finding the distance from the mean of the training data in each class. Table 4. 5.7 Discussion ( )
( )
( )
( )
p
y
Vitals
Algorithm
DBC
KNN
RF
SVM
ADA
MU
MAP
Sensitivity
0.83 (0.01)
0.34 (0.02)
0.43 (0.03)
0.19 (0.03)
0.39 (0.11)
0.59 (0.03)
Specificity
0.90 (0.01)
0.56 (0.04)
0.34 (0.03)
0.78 (0.03)
0.57 (0.09)
0.79 (0.02)
Accuracy
0.87 (0.01)
0.46 (0.03)
0.37 (0.03)
0.74 (0.04)
0.44 (0.08)
0.69 (0.02)
+ HR
Sensitivity
0.78 (0.01)
0.36 (0.05)
0.22 (0.04)
0.19 (0.03)
0.38 (0.10)
0.56 (0.1)
Specificity
0.69 (0.01)
0.62 (0.05)
0.22 (0.04)
0.82 (0.04)
0.62 (0.11)
0.54 (0.1)
Accuracy
0.72 (0.01)
0.51 (0.05)
0.22 (0.04)
0.61 (0.04)
0.44 (0.09)
0.55 (0.1)
+ PULSE
Sensitivity
0.55 (0.005)
0.45 (0.1)
0.22 (0.04)
0.25 (0.06)
0.45 (0.12)
0.29 (0.06)
Specificity
0.54 (0.005)
0.44 (0.1)
0.21 (0.05)
0.82 (0.06)
0.61 (0.13)
0.45 (0.04)
Accuracy
0.54 (0.003)
0.44 (0.1)
0.22 (0.04)
0.66 (0.05)
0.49 (0.10)
0.37 (0.04)
+ RR
Sensitivity
0.61 (0.01)
0.5 (0.05)
0.39 (0.05)
0.15 (0.05)
0.20 (0.05)
0.29 (0.06)
Specificity
0.54 (0.01)
0.44 (0.05)
0.55 (0.02)
0.84 (0.06)
0.63 (0.12)
0.65 (0.05)
Accuracy
0.57 (0.005)
0.47 (0.05)
0.47 (0.02)
0.51 (0.1)
0.33 (0.08)
0.52 (0.1)
+ OSAT
Sensitivity
0.46 (0.02)
0.53 (0.03)
0.37 (0.05)
0.14 (0.04)
0.21 (0.04)
0.26 (0.04)
Specificity
0.72 (0.02)
0.44 (0.02)
0.53 (0.04)
0.88 (0.04)
0.67 (0.17)
0.68 (0.04)
Accuracy
0.61 (0.01)
0.49 (0.02)
0.45 (0.03)
0.7 (0.19)
0.42 (0.11)
0.45 (0.06) PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 13 / 17 Predicting acute hypotensive episodes in critical care Fig 5. Mean MAP measurements (along Y-axis) of AHE and non-AHE patients in train and test data. Each point belongs to a single patient
stretched out along the X-axis. Circles: Non-AHE, Triangles: AHE, Blue: Train data, Red: Test data, Red solid line: Classification boundary
learned by SVM, Greed dashed lines: Dual classification boundaries learned by our classifier. https://doi.org/10.1371/journal.pone.0193259.g005 Fig 5. Mean MAP measurements (along Y-axis) of AHE and non-AHE patients in train and test data. Each point belongs to a single patient
stretched out along the X-axis. Circles: Non-AHE, Triangles: AHE, Blue: Train data, Red: Test data, Red solid line: Classification boundary
learned by SVM, Greed dashed lines: Dual classification boundaries learned by our classifier. https://doi.org/10.1371/journal.pone.0193259.g005 https://doi.org/10.1371/journal.pone.0193259.g005 Design choices. Our hybrid approach utilizes a combination of margin-based and dis-
tance-based classification methods. A detailed analysis of the differences between our
approach and these approaches is presented in section 4. PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 5.7 Discussion It would be useful to study predictive models
for AHE for clinically meaningful groups based on patient characteristics, potentially leading PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
February 23, 2018 14 / 17 Predicting acute hypotensive episodes in critical care to hierarchical models. MIMIC II data is limited to a single tertiary hospital and multi-center
studies are needed to further validate the findings of this study. 6 Conclusion We present a new method to identify patients at risk of Acute Hypotensive Episodes (AHE) in
critical care. Our method uses a first-of-its-kind approach of using a dual–boundary classifier
whose design is motivated by characteristics of the Mean Arterial Pressure (MAP) measure-
ments observed in critical care patients. We perform extensive experiments using data of more
than 4,500 patients from the MIMIC II database in more than 850 different experimental set-
tings. Our algorithm, that can be used in both online and offline manner, is compared with the
best known classifiers for AHE prediction and is shown to significantly outperform them in
predictive accuracy. In particular, we achieve nearly 80% sensitivity and 95% specificity while
predicting 2 hours in advance of the onset of AHE. Project administration: Vaibhav Rajan. Software: Sakyajit Bhattacharya. Supervision: Vaibhav Rajan, Chandan K. Reddy. Writing – original draft: Vaibhav Rajan. Writing – review & editing: Vaibhav Rajan, Chandan K. Reddy. Writing – review & editing: Vaibhav Rajan, Chandan K. Reddy. 5.7 Discussion Previous work in AHE prediction
(described in section 2.2) have used these and other standard classifiers. Our work has
focussed more on algorithmic development and lesser on feature design. Our choice of mean–
based feature was primarily motivated by its performance demonstrated in previous studies
[22]. An advantage of using only mean and standard deviation of all measurements, is that
there is no restriction on the number of measurements or duration in which these measure-
ments are taken for the observation or test windows in our classifier. This is useful since the
number of measurements and length of stay varies considerably across patients. This also
avoids the problems of missing values and irregular sampling of vitals within and across
patient records that often needs to be addressed if other features are used. There is a growing
body of literature on feature design from clinical time series (e.g. [37]) and further studies on
the effectiveness of other features would be useful. Limitations and future work. Features from other clinical data have been used for AHE
prediction (e.g. [30]) but a large-scale evaluation has not been done. In our study, we evaluate
the performance of classification on addition of mean values of other vitals as features. We
find no improvement over the performance achieved when only mean MAP values are used. This conclusion, although not surprising since we are predicting a condition of sustained low
blood pressure, is limited to the feature design and classification framework used in our exper-
iments. For example, we train our classifier for each vital separately and use a majority voting
scheme to determine the final label, but many other approaches are possible using the DBC
classifier itself to combine data from different vitals. Performance of DBC on features that
combine measurements from vitals have also not been tested. The DBC classifier was designed specifically for AHE prediction. However it could be appli-
cable in other contexts with similar data characteristics with respect to the vital measurements. This remains to be explored. Acute Hypotensive Episodes can be caused by a variety of clinical conditions. This study,
similar to many previous works on predictive models for AHE prediction, remains oblivious
to the underlying causes and patient diversity. References References
1. Moody GB, Lehman L. Predicting acute hypotensive episodes: The 10th annual physioNet/computers
in cardiology challenge. In: Computers in Cardiology, 2009. IEEE; 2009. p. 541–544. 2. Heidenreich PA, Foster E, Cohen NH. Prediction of outcome for critically ill patients with unexplained
hypotension. Critical care medicine. 1996; 24(11):1835–1840. https://doi.org/10.1097/00003246-
199611000-00013 PMID: 8917034
3. Schaefer JH, Jochimsen F, Keller F, Wegscheider K, Distler A. Outcome prediction of acute renal failure
in medical intensive care. Intensive care medicine. 1991; 17(1):19–24. https://doi.org/10.1007/
BF01708404 PMID: 1903797
4. Fedullo AJ, Swinburne AJ, Wahl GW, Bixby K. Acute cardiogenic pulmonary edema treated with
mechanical ventilation: factors determining in-hospital mortality. Chest. 1991; 99(5):1220–1226. https://
doi.org/10.1378/chest.99.5.1220 PMID: 2019182
5. Huddar V, Desiraju BK, Rajan V, Bhattacharya S, Roy S, Reddy CK. Predicting Complications in Critical
Care Using Heterogeneous Clinical Data. IEEE Access. 2016; 4:7988–8001. https://doi.org/10.1109/
ACCESS.2016.2618775
6. Reddy CK, Aggarwal CC. Healthcare data analytics. Chapman and Hall/CRC; 2015. 7. Bhattacharya S, Rajan V, Huddar V. A novel classification method for predicting acute hypotensive epi-
sodes in critical care. In: Proceedings of the 5th ACM Conference on Bioinformatics, Computational
Biology, and Health Informatics. ACM; 2014. p. 43–52. 8. Klabunde RE. Cardiovascular Physiology Concepts;. http://www.cvphysiology.com/Blood%
20Pressure/BP006.htm. 1. Moody GB, Lehman L. Predicting acute hypotensive episodes: The 10th annual physioNet/computers
in cardiology challenge. In: Computers in Cardiology, 2009. IEEE; 2009. p. 541–544. 2. Heidenreich PA, Foster E, Cohen NH. Prediction of outcome for critically ill patients with unexplained
hypotension. Critical care medicine. 1996; 24(11):1835–1840. https://doi.org/10.1097/00003246-
199611000-00013 PMID: 8917034 3. Schaefer JH, Jochimsen F, Keller F, Wegscheider K, Distler A. Outcome prediction of acute renal failure
in medical intensive care. Intensive care medicine. 1991; 17(1):19–24. https://doi.org/10.1007/
BF01708404 PMID: 1903797 4. Fedullo AJ, Swinburne AJ, Wahl GW, Bixby K. Acute cardiogenic pulmonary edema treated with
mechanical ventilation: factors determining in-hospital mortality. Chest. 1991; 99(5):1220–1226. https://
doi.org/10.1378/chest.99.5.1220 PMID: 2019182 5. Huddar V, Desiraju BK, Rajan V, Bhattacharya S, Roy S, Reddy CK. Predicting Complications in Critical
Care Using Heterogeneous Clinical Data. IEEE Access. 2016; 4:7988–8001. https://doi.org/10.1109/
ACCESS.2016.2618775 6. Reddy CK, Aggarwal CC. Healthcare data analytics. Chapman and Hall/CRC; 2015. 7. Bhattacharya S, Rajan V, Huddar V. A novel classification method for predicting acute hypotensive epi-
sodes in critical care. In: Proceedings of the 5th ACM Conference on Bioinformatics, Computational
Biology, and Health Informatics. ACM; 2014. p. 43–52. 8. Klabunde RE. Cardiovascular Physiology Concepts;. http://www.cvphysiology.com/Blood%
20Pressure/BP006.htm. Author Contributions Conceptualization: Sakyajit Bhattacharya, Vaibhav Rajan, Chandan K. Reddy. Data curation: Vijay Huddar. Funding acquisition: Vaibhav Rajan. Methodology: Sakyajit Bhattacharya. Project administration: Vaibhav Rajan. References PLOS ONE | https://doi.org/10.1371/journal.pone.0193259
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neural network multi-models. Computers in Biology and Medicine. 2011; 41(10):881–890. https://doi. org/10.1016/j.compbiomed.2011.07.006 PMID: 21899833 35. Knuth DE. The Art of Programming, vol. 2, Semi-Numerical Algorithms; 1981. 36. Goldberger AL, Amaral LAN, Glass L, Hausdorff JM, Ivanov PC, Mark RG, et al. PhysioBank, Physio-
Toolkit, and PhysioNet: Components of a New Research Resource for Complex Physiologic Signals. Circulation. 2000 (June 13); 101(23):e215–e220. https://doi.org/10.1161/01.CIR.101.23.e215 PMID:
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Mimicking the Neurotrophic Factor Profile of Embryonic Spinal Cord Controls the Differentiation Potential of Spinal Progenitors into Neuronal Cells
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Abstract Recent studies have indicated that the choice of lineage of neural progenitor cells is determined, at least in part, by
environmental factors, such as neurotrophic factors. Despite extensive studies using exogenous neurotrophic factors, the
effect of endogenous neurotrophic factors on the differentiation of progenitor cells remains obscure. Here we show that
embryonic spinal cord derived-progenitor cells express both ciliary neurotrophic factor (CNTF) and brain-derived
neurotrophic factor (BDNF) mRNA before differentiation. BDNF gene expression significantly decreases with their
differentiation into the specific lineage, whereas CNTF gene expression significantly increases. The temporal pattern of
neurotrophic factor gene expression in progenitor cells is similar to that of the spinal cord during postnatal development. Approximately 50% of spinal progenitor cells differentiated into astrocytes. To determine the effect of endogenous CNTF on
their differentiation, we neutralized endogenous CNTF by administration of its polyclonal antibody. Neutralization of
endogenous CNTF inhibited the differentiation of progenitor cells into astrocytes, but did not affect the numbers of neurons
or oligodendrocytes. Furthermore, to mimic the profile of neurotrophic factors in the spinal cord during embryonic
development, we applied BDNF or neurotrophin (NT)-3 exogenously in combination with the anti-CNTF antibody. The
exogenous application of BDNF or NT-3 promoted the differentiation of these cells into neurons or oligodendrocytes,
respectively. These findings suggest that endogenous CNTF and exogenous BDNF and NT-3 play roles in the differentiation of
embryonic spinal cord derived progenitor cells into astrocytes, neurons and oligodendrocytes, respectively. Citation: Nakamura M, Tsuji O, Bregman BS, Toyama Y, Okano H (2011) Mimicking the Neurotrophic Factor Profile of Embryonic Spinal Cord Controls the
Differentiation Potential of Spinal Progenitors into Neuronal Cells. PLoS ONE 6(6): e20717. doi:10.1371/journal.pone.0020717 Editor: Cesario V Borlongan, University of South Florida, United States of America Received March 9, 2011; Accepted May 8, 2011; Published June 17, 2011 Copyright: 2011 Nakamura et al. 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. Abstract Funding: This work was supported by grants from Grants-in-Aid for Scientific Research from JSPS and the Ministry of Education, Culture, Sports, Science and
Technology of Japan (MEXT), the project for realization of regenerative medicine and support for the core institutes for iPS cell research from MEXT; Research
Fellowships for Young Scientists from the Japan Society for the Promotion of Science; Keio Gijuku Academic Development Funds; and by a Grant-in-aid for the
Global COE program from MEXT to Keio University. 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: masa@sc.itc.keio.ac.jp Mimicking the Neurotrophic Factor Profile of Embryonic
Spinal Cord Controls the Differentiation Potential of
Spinal Progenitors into Neuronal Cells Masaya Nakamura1*, Osahiko Tsuji1, Barbara S. Bregman2, Yoshiaki Toyama1, Hideyuki Okano3
1 Department of Orthopaedic Surgery, Keio University, Tokyo, Japan, 2 Department of Neuroscience, Georgetown University Medical Center, Washington, D. C., United
States of America, 3 Department of Physiology, Keio University, Tokyo, Japan Citation: Nakamura M, Tsuji O, Bregman BS, Toyama Y, Okano H (2011) Mimicking the Neurotrophic Factor Profile of Embryonic Spinal Cord Controls the
Differentiation Potential of Spinal Progenitors into Neuronal Cells. PLoS ONE 6(6): e20717. doi:10.1371/journal.pone.0020717 June 2011 | Volume 6 | Issue 6 | e20717 Editor: Cesario V Borlongan, University of South Florida, United States of America Neutralization of endogenous CNTF inhibited the
astrocytic differentiation of spinal progenitor cells To examine the role of endogenous CNTF in differentiation of
spinal progenitor cells, we studied the effect of neutralization of
endogenous CNTF on the fate of differentiating spinal progenitor
cells. Different
concentrations
(0–500 mg/ml)
of
anti-CNTF
antibody were applied to the differentiation medium at the time
of plating. Neutralization of endogenous CNTF by polyclonal
antibody (100 mg/ml and more) significantly decreased the
number of astrocytes to approximately 20% of the total number
of cells compared to 52% in control conditions (100 mg/ml normal
rat IgG) (Fig. 4C, D). In contrast, neutralization of endogenous
CNTF did not change the number of neurons or oligodendrocytes
(Fig. 4A, B, E, F). There are two possible explanations for these
findings. One is that neutralization of endogenous CNTF had an
effect
on the survival or proliferation of progenitor
cells. Alternatively, neutralization of CNTF inhibited the differentiation
of progenitor cells into astrocytes. Neurotrophic factor gene profile of spinal cord during
normal development The development and maturation of progenitor cells depend
not only on their genetic programming, but also on sequences and
contributions of various environmental signals such as neuro-
trophic factors that are appropriate to their developmental stages. How
neurotrophic
factors
precisely
control
cell
fate
and
orchestrate the generation of neurons, astrocytes and oligoden-
drocytes in vivo is not clearly understood. To determine how
neurotrophic factor gene expression is regulated in the spinal cord
during normal development, we examined the neurotrophic factor
gene expression profiles of developing spinal cord between E14
and P17 by RNase protection assay. A high level of NT-3 gene expression, a moderate level of
CNTF and a low level of BDNF were observed in E14 spinal cord,
but the bands for NGF, GDNF or NT-4 were undetectable
(Fig. 1A). These neurotrophic factors showed distinct temporal
patterns of their gene expression during embryonic and postnatal
development. The high level of NT-3 gene expression at E14
decreased sharply by birth and subsequently there was almost no
expression of NT-3 at P17 (Fig. 1D). BDNF gene expression,
which was low at E14, increased between E19 and P10 (Fig. 1C). Following the increase of BDNF gene expression, NGF and
GDNF gene expression increased (Fig. 1B, F). The temporal
pattern of NGF and GDNF gene expression was similar to that of
BDNF, but the magnitude of increase of NGF and GDNF gene
expression was less than that of BDNF. Levels of NGF, BDNF and
GDNF gene expression decreased simultaneously between P10
and P17. Consistent with this decrease of BDNF, GDNF and NGF
gene expression, CNTF gene expression increased significantly at
P17 (Fig. 1G). Neurotrophic factor gene profiles of spinal progenitor
cells during differentiation Progenitor cells were isolated from E14 rat spinal cord and
mechanically dissociated in culture medium. These cells expanded
to form ‘‘neurospheres’’ in the presence of EGF/FGF2 and over
95% of these cells were nestin-immunoreactive (Fig. 2A, B). BrdU-
labeling of these clusters confirmed that about 90% of the cells
proliferated as determined by nuclear BrdU corporation (Fig. 2C). At 7 div, these neurospheres were centrifuged and dissociated
mechanically. Single cells were subsequently re-seeded into EGF/
FGF2-containing medium. This procedure resulted in a second
generation of neurospheres. After 2–4 passages, these cells were
seeded into the PEI-coated flasks or coverslips with differentiation
medium (EGF/FGF2-free and 1%FBS) following dissociation. At
1 div over 90% of these cells were still nestin immunoreactive
(Fig. 2D, E) and there were also trkB and/or CNTFRa
immunoreactive (Fig 2F, G). In the differentiation medium, these
cells slowed or stopped dividing. At 7 div about 30% of these cells Spinal Progenitors and Endogenous Neurotrophin Spinal Progenitors and Endogenous Neurotrophin In the present study, we used ribonuclease (RNase) protection
assay to detect the expression of multiple neurotrophic factors
genes in both developing spinal cord and embryonic spinal cord
derived-progenitor cells. We used triple epitope immunocyto-
chemistry to determine the phenotypic fate of progenitor cells in
vitro under different treatments, including neutralization of
endogenous CNTF and/or administration of exogenous BDNF
or NT-3. The data indicate that endogenous CNTF and exogenous
BDNF and NT-3 play crucial roles in the differentiation of E14
spinal cord derived- progenitor cells into astrocytes, neurons and
oligodendrocytes, respectively. were labeled with BrdU during differentiation (Fig. 2H), and about
80% of these cells differentiated into neurons, astrocytes or
oligodendrocytes (Fig. 2I, J, K ). Quantitative analysis revealed that
majority of differentiated cells was astrocytes (52%), while fewer
cells differentiated into oligodendrocytes (23%) and neurons (4%). This suggests that conditioning of the medium by the differenti-
ating progenitor cells, especially endogenous neurotrophic factors
may enhance glial cell differentiation. y
g
To determine how neurotrophic factor gene expression is
regulated during the differentiation of E14 spinal cord derived
progenitor cells, we examined the neurotrophic factor gene
expression profiles of these cells by multi-probe RNase protection
assay. BDNF and CNTF gene expression were observed in spinal
progenitor cells before differentiation (0 div) (Fig. 3). During their
differentiation BDNF gene expression declined and then became
undetectable at 7 div. In contrast, CNTF gene expression
increased significantly at 3 div and by 7 div reached the levels 3-
fold greater than that of before differentiation (0 div). The
expression
of
NGF,
NT-3,
NT-4
or
GDNF
mRNA
was
undetectable at any time point examined. Thus, E14 spinal cord
derived progenitor cells showed a different pattern of neurotrophic
factor gene expression during differentiation compared to the
normal embryonic developing spinal cord (Fig. 1), including up-
regulation of CNTF gene expression, down-regulation of BDNF
gene expression and a lack of NT-3 gene expression. Interestingly,
this pattern of neurotrophic factor gene expression is similar to
that observed during postnatal development, and correlated
temporally to active gliogenesis. Furthermore, spinal progenitor
cells expressed CNTFR-immunoreactivity during differentiation. Taken together, these findings have led us to propose that CNTF
acts as an autocrine and/or paracrine signal involved in the
astrocytic differentiation from spinal progenitor cells. Introduction induces neuronal differentiation from embryonic striatum, subep-
endymal
zone
and
hippocampus
derived
progenitor
cells
[4,9,17,18]. Neurotrophin-3 (NT-3) induces neuronal differentia-
tion from embryonic cortex and hippocampus derived progenitor
cells [18,19]. Despite these extensive studies using the exogenous
application of neurotrophic factors, little is known about the effect
of endogenous
neurotrophic factors on the
differentiation
of
progenitor
cells. We
suggest
that
differentiation
of
neural
progenitor cells is regulated not only by exogenous level of growth
factors but rather, the endogenous expression of growth factors also
play crucial roles in the differentiation of neural progenitor cells. In this study, we sought to determine the extent to which
differentiation of spinal progenitor cells is altered by manipulation
of endogenous as well as exogenous neurotrophic factors in vitro. We
focused on the spinal progenitor cells because spinal progenitor
cells may be distinct from cortical progenitor cells [20]. A better
understanding of the control mechanism of spinal progenitor cell’s
fate should enhance efforts to develop effective transplantation
strategies aimed at restoring functional connectivity in the injured
spinal cord. Neural stem/progenitor cells are an ideal source of tissue for
neural transplantation, since these cells can be expanded in vitro,
maintained in an undifferentiated state and retain the capacity to
differentiate into neurons, astrocytes and oligodendrocytes [1,2,3]. Previous in vitro studies, however, showed that when neural
progenitor cells were permitted to differentiate, they gave rise to
mainly glial cells and only smaller fraction developed into neurons
[4,5,6,7,8]. Although the culture systems used by various authors
have differed with regard to the species, anatomic location, and
developmental age of the harvested tissue, there is growing
evidence to suggest that the choice of lineage is determined, at
least in part, by environmental factors, among which neurotrophic
factors play a potential modulating role in differentiation of
progenitor cells [2,9,10]. For example, the exogenous addition of
ciliary neurotrophic factor (CNTF) and subsequent gp130-signal
activation promotes the differentiation of astrocytes from embry-
onic hippocampus, cortex and spinal cord derived progenitor cells
[11,12,13,14,15,16]. Brain-derived neurotrophic factor (BDNF) PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 June 2011 | Volume 6 | Issue 6 | e20717 1 PLoS ONE | www.plosone.org Neutralization of endogenous CNTF did not affect the
survival or proliferation of spinal progenitor cells doi:10 1371/journal pone 0020717 g001 expression profile during their differentiation compared to that of
the normal spinal cord during embryonic development: 1) there is
a down-regulation of endogenous BDNF gene expression and
2) there is a lack of endogenous NT-3 gene expression in the spinal
progenitor cells. In order to mimic the neurotrophic factor profile
of spinal cord during embryonic development, we applied
exogenous BDNF or NT-3 to culture cells in combination with
anti-CNTF polyclonal antibody. numbers between control and neutralization groups at 7 div
(Fig. 5A). Moreover, there were no significant differences in the
percentages of BrdU-positive cells between control and neutral-
ization groups at 7 div (Fig. 5B). In contrast, the percentage of
nestin-positive cells of the neutralization group was significantly
higher than that of control group at 7 div (p,0.05) (Fig. 5C). These
findings suggest that neutralization of endogenous CNTF did not
influence the survival or proliferation of the progenitor cells, but
rather inhibited the astrocytic differentiation of these cells,
resulting in the increase of the number of nestin-positive
progenitor cells. The administration of exogenous BDNF alone increased the
number of neurons, but did not change the number of either
astrocytes or oligodendrocytes (Fig. 6A, D, G). The administration
of exogenous NT-3 alone increased the number of oligodendro-
cytes, but did not change the number of either neurons or
astrocytes (Fig. 6A, D, G). However, the administration of
exogenous BDNF or NT-3 did not have any apparent effect on
the survival or proliferation of spinal progenitor cells (data not
shown). In combination with anti-CNTF antibody, the adminis-
tration of exogenous BDNF not only decreased the number of
astrocytes (Fig. 6D, E) but also increased the number of neurons
(Fig. 6A, B). There was, however, no significant change in the
number of oligodendrocytes (Fig. 6G, H). In combination with
anti-CNTF antibody, the administration of exogenous NT-3 not Neutralization of endogenous CNTF did not affect the
survival or proliferation of spinal progenitor cells To determine the effect of neutralization of endogenous CNTF
on survival and proliferation of spinal progenitor cells, we
examined the number of total cells and the percentage of nestin-
positive or BrdU-positive cell number to the total cell number. Since the application of 100 mg/ml anti-CNTF antibody signifi-
cantly decreased the number of astrocytes as mentioned above, the
subsequent experiments were performed for neutralization of
endogenous CNTF using administration of 100 mg/ml anti-CNTF
antibody. There was no significant difference in the total cell PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 2 Spinal Progenitors and Endogenous Neurotrophin Figure 1. Neurotrophic factor gene profile of spinal cord during development. Spinal cord tissues were harvested from embryos or
neonates at each developmental age. Total RNA (10 mg) was loaded at each lane for RNase protection assay (A). There were three different temporal
patterns of neurotrophic factor gene expression. NT-3 gene expression peaked at E14 and then declined sharply (D). BDNF gene expression (C),
followed by NGF (B) and GDNF (F), increased between E19 and P10. Initial moderate expression of CNTF increased significantly at P10 and P17 (G). Each value represented mean 6 SEM of % GAPDH obtained from four independent experiments. GAPDH was used as an internal control to normalize
for loading differences. * Significant difference compared to the other developmental ages except (*), # Significant difference compared to the other
developmental ages including (*) (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g001 Figure 1. Neurotrophic factor gene profile of spinal cord during development. Spinal cord tissues were harvested from embryos or
neonates at each developmental age. Total RNA (10 mg) was loaded at each lane for RNase protection assay (A). There were three different temporal
patterns of neurotrophic factor gene expression. NT-3 gene expression peaked at E14 and then declined sharply (D). BDNF gene expression (C),
followed by NGF (B) and GDNF (F), increased between E19 and P10. Initial moderate expression of CNTF increased significantly at P10 and P17 (G). Each value represented mean 6 SEM of % GAPDH obtained from four independent experiments. GAPDH was used as an internal control to normalize
for loading differences. * Significant difference compared to the other developmental ages except (*), # Significant difference compared to the other
developmental ages including (*) (p,0.05, Tukey post hoc test). PLoS ONE | www.plosone.org Neutralization of endogenous CNTF and administration
of exogenous BDNF/NT-3 promote the differentiation
into neurons/oligodendrocytes Neutralization of endogenous CNTF inhibited the differentia-
tion of progenitor cells into astrocytes, but did not affect the
differentiation into neurons or oligodendrocytes, resulting in the
increase of the undifferentiated progenitor cells. These progenitor
cells
may
require
additional
environmental
cues
for
their
differentiation into neurons or oligodendrocytes. Spinal progenitor
cells show two major differences in their neurotrophic factor gene PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 June 2011 | Volume 6 | Issue 6 | e20717 3 Spinal Progenitors and Endogenous Neurotrophin Figure 2. Characterization of E14 spinal cord-derived progenitor cells. Progenitor cells obtained from E14 fetal spinal cord formed sphere in
the growth medium containing EGF/FGF2 (A: phase contrast image) and they were nestin (B: identical field to A) and BrdU immunoreactive (C). After
dissociation, these cells were seeded on PEI-coated coverslips in no EGF/FGF2 and 1%FBS containing culture medium (D: phase contrast image). At
1div, over 90% of the dissociated progenitor cells were still nestin immunoreactive (E: identical field to D) and there were also trkB (F) and/or CNTFRa
immunoreactive (G). These cells slowed or stopped dividing and during differentiation about 30% of the cells were labeled with BrdU at 7 div (H). At 7
div, these cells were triple-stained with anti-TuJ1 for neuron (I), GFAP for astrocyte (J) and O4 for oligodendrocyte (K). Approximately 50% of these
cells differentiated into astrocytes. doi:10.1371/journal.pone.0020717.g002 Figure 2. Characterization of E14 spinal cord-derived progenitor cells. Progenitor cells obtained from E14 fetal spinal cord formed sphere in
the growth medium containing EGF/FGF2 (A: phase contrast image) and they were nestin (B: identical field to A) and BrdU immunoreactive (C). After
dissociation, these cells were seeded on PEI-coated coverslips in no EGF/FGF2 and 1%FBS containing culture medium (D: phase contrast image). At
1div, over 90% of the dissociated progenitor cells were still nestin immunoreactive (E: identical field to D) and there were also trkB (F) and/or CNTFRa
immunoreactive (G). These cells slowed or stopped dividing and during differentiation about 30% of the cells were labeled with BrdU at 7 div (H). At 7
div, these cells were triple-stained with anti-TuJ1 for neuron (I), GFAP for astrocyte (J) and O4 for oligodendrocyte (K). Approximately 50% of these
cells differentiated into astrocytes. doi:10.1371/journal.pone.0020717.g002 only decreased the number of astrocytes (Fig. 6D, F) but also
increased the number of oligodendrocytes (Fig. 6G, I). Discussion Multipotent and self-renewing progenitor cells that generate
neurons and macroglia are found in most areas of the developing
nervous system [1]. Using a neurosphere culture system that allows
us to follow the enriched expansion of spinal neural progenitor
cells [5,21], we examined their fate when exposed to conditions
that mimic the environment of late embryonic spinal cord in terms
of neurotrophic factor profile: neutralization of endogenous CNTF
and administration of exogenous BDNF or NT-3. Our results
indicate that endogenous CNTF plays a role in differentiation of
spinal progenitor cells into astrocytes. Furthermore, the additional
administration of exogenous BDNF or NT-3 promotes their
differentiation into neurons or oligodendrocytes, respectively. This pattern of neurotrophic factor gene expression of spinal
progenitor cells in vitro is similar to that of the spinal cord during
postnatal development correlated with active gliogenesis, but
different
from
that
of
the
spinal
cord
during
embryonic
development correlated with neurogenesis. In fact, we demonstrated the increase of NGF, BDNF and
GDNF gene expression within the developmental spinal cord,
which corresponds temporally with the period of differentiation
and maturation of neurons [23–24], and also the simultaneous
down-regulation of NGF, BDNF and GDNF gene expression and
up-regulation of CNTF gene expression, which are coincident
with postnatal gliogenesis [24,25]. Neutralization of endogenous CNTF and administration
of exogenous BDNF/NT-3 promote the differentiation
into neurons/oligodendrocytes This
treatment did not affect the number of neurons (Fig. 6A, C). There
was a significant increase in the number of oligodendrocytes in the
cultures treated by NT-3 plus anti-CNTF antibody compared to
NT-3 alone (Fig. 6G). endogenous neurotrophic factors may play a role in regulating the
differentiation of spinal progenitor cells as well [9]. To the best of
our knowledge, this is the first demonstration that spinal
progenitor cells express a distinct profile of endogenous neurotrophic
factor gene expression during their differentiation. We demon-
strated that before differentiation, spinal progenitor cells expressed
prominent CNTF and BDNF mRNAs in vitro. During their
differentiation, endogenous BDNF gene expression significantly
decreased, whereas CNTF gene expression significantly increased. Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes Under baseline culture conditions approximately 50% of E14
spinal cord-derived progenitor cells differentiated into astrocytes. This differentiation of spinal progenitor cells towards an astrocytic
phenotype may reflect autocrine and/or paracrine interactions
between these cells. Such an autocrine mechanism of neurotrophic
factor (NT-3 and BDNF) appears to regulate neurogenesis in
progenitor cells isolated from the E14 mouse cortex [19,22]. Thus, Spinal progenitor cells were prepared from E14 embryos, a time
when active neurogenesis occurs [23,24]. Neurotrophic factor
gene expression of spinal progenitor cells in vitro differed from that
of the embryonic spinal cord during normal development in vivo. The spinal progenitor cells had higher levels of CNTF, and lower PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 4 Spinal Progenitors and Endogenous Neurotrophin Figure 3. Neurotrophic factor gene profile of E14 spinal cord derived-progenitor cells during differentiation in vitro. After 2–4
passages, cells were seeded on the PEI-coated culture flasks at a density of 26105 cells/ml in the differentiation medium (no EGF/FGF2, 1% FBS). Culture cells were harvested at 1, 3 and 7 days in vitro (div). As a control cells were harvested immediately after dissociation (0 div). Total RNA (5 mg)
was loaded at each lane for RNase protection assay. Before differentiation (0 div), there were two prominent gene expression of BDNF and CNTF. While BDNF gene expression decreased significantly at 3 and 7 div, CNTF gene expression increased significantly at 3 and 7 div. Each value
represented mean 6 SEM of % GAPDH obtained from three independent experiments. GAPDH was used as an internal control to normalize for
loading differences. * Significant difference compared to 0 div (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g003 Figure 3. Neurotrophic factor gene profile of E14 spinal cord derived-progenitor cells during differentiation in vitro. After 2–4
passages, cells were seeded on the PEI-coated culture flasks at a density of 26105 cells/ml in the differentiation medium (no EGF/FGF2, 1% FBS). Culture cells were harvested at 1, 3 and 7 days in vitro (div). As a control cells were harvested immediately after dissociation (0 div). Total RNA (5 mg)
was loaded at each lane for RNase protection assay. Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes Before differentiation (0 div), there were two prominent gene expression of BDNF and CNTF. While BDNF gene expression decreased significantly at 3 and 7 div, CNTF gene expression increased significantly at 3 and 7 div. Each value
represented mean 6 SEM of % GAPDH obtained from three independent experiments. GAPDH was used as an internal control to normalize for
loading differences. * Significant difference compared to 0 div (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g003 in vivo, it is difficult to determine the function of endogenous
CNTF by these knockout mice studies. Our in vitro data indicate
that endogenous CNTF plays a role in inducing the differentiation of
spinal progenitor cells into astrocytes, but does not effect their
survival or proliferation. A possible explanation of this discrepancy
between previous knockout mice studies and our in vitro study is
that the redundancy of neurotrophic factors in vivo was not
apparent in our cultures because these progenitor cells became
more homogenous, at least morphologically, after 2-4 passages. levels of BDNF gene expression and failed to express NT-3. We
suggest that these differences in the balance of neurotrophic factors
environment may promote the differentiation of spinal progenitor
cells in vitro into astrocytes. We hypothesize that by altering the
neurotrophic factor profile that neural progenitor cells are exposed
to in vitro to mimic that of the embryonic spinal cord in situ would
inhibit astrocytic differentiation and promote neural differentiation
of the spinal progenitor cells. First, we showed that neutralization of endogenous CNTF
inhibited
the differentiation of spinal progenitor
cells into
astrocytes, resulting in the increase of the number of undifferen-
tiated progenitor cells that were nestin-positive. Neutralization of
endogenous CNTF did not affect the survival or proliferation of
spinal
progenitor
cells. Consistently,
previous
studies
have
demonstrated that administration of exogenous CNTF stimulates
the two signal-transducing subunits of the CNTFRa-leukemia
inhibitory factor receptor b (LIFRb) and gp130 and induces the
differentiation of progenitor cells into astrocytes [11,15], and that
there was a significant reduction in the numbers of neurons and
astrocytes within the central nervous system of CNTFRa [26],
LIFRb [27] or gp130 [14] knockout mice. In contrast to mice
lacking
CNTFRa,
LIFRb
or
gp130,
mice
lacking
CNTF
developed in a normal manner and displayed only mild motor
neuron problems later in adulthood without any major neurolog-
ical abnormalities [28]. Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes Because there is a redundancy of CNTF
related neurotrophic factors such as LIF, IL-6 and Oncostatin M Although CNTF was previously shown to promote survival of
several kinds of neurons such as motor neurons [29,30],
hippocampal neurons [31] and sensory neurons [32] and also
survival and maturation of oligodendrocytes [33,34], neutraliza-
tion of endogenous CNTF did not affect the number of neurons or
oligodendrocytes in our cultures. Nakashima et al. demonstrated
that in gp130 knockout mice there was a significant neuronal loss
at E18.5, but not at E14.5[14]. Their findings suggest that
signaling through gp130 is essential for survival of subgroups of
differentiated neurons and that this effect depends on the
developmental stage of neurons. In our short-term culture system,
at least, neutralization of endogenous CNTF did not have
apparent effects either on the differentiation of spinal progenitor
cells into neurons or oligodendrocytes or on their survival. Further
studies using long-term culture system will be needed to determine
whether there are any effects of neutralization of endogenous
CNTF on their long-term survival and maturation. PLoS ONE | www.plosone June 2011 | Volume 6 | Issue 6 | e20717 June 2011 | Volume 6 | Issue 6 | e20717 5 PLoS ONE | www.plosone.org Spinal Progenitors and Endogenous Neurotrophin Figure 4. Neutralization of endogenous CNTF inhibited the differentiation of spinal progenitor cells into astrocytes. After 2–4
passages, cells were seeded on PEI-coated coverslips at a density of 26105 cells/ml in the differentiation medium with different concentrations of
anti-CNTF antibody (0–500 mg/ml). At 7div the culture cells were triple-stained with TuJ1 (A), GFAP (C) and O4 (E). Neutralization of endogenous CNTF
by polyclonal antibody (100 mg/ml and more) significantly decreased the number of astrocytes (D), but did not affect the numbers of neurons (B) or
oligodendrocytes (F). * Significant difference compared to the control (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g004 Figure 4. Neutralization of endogenous CNTF inhibited the differentiation of spinal progenitor cells into astrocytes. After 2–4
passages, cells were seeded on PEI-coated coverslips at a density of 26105 cells/ml in the differentiation medium with different concentrations of
anti-CNTF antibody (0–500 mg/ml). At 7div the culture cells were triple-stained with TuJ1 (A), GFAP (C) and O4 (E). Neutralization of endogenous CNTF
by polyclonal antibody (100 mg/ml and more) significantly decreased the number of astrocytes (D), but did not affect the numbers of neurons (B) or
oligodendrocytes (F). Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes * Significant difference compared to the control (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g004 Interestingly, while neutralization of endogenous CNTF inhibited
the differentiation of spinal progenitor cells into astrocytes, this led
to an increase in the number of undifferentiated progenitor cells,
rather than differentiation into the other cellular phenotypes. This
suggests that these cells need additional environmental cues to
promote the differentiation of spinal progenitor cells into neurons
or oligodendrocytes. Second, we showed that administration of
exogenous BDNF or NT-3 combined with neutralization of
endogenous CNTF not only decreased the number of astrocytes,
but also increased the number of neurons or oligodendrocytes,
respectively. Previously BDNF and NT-3 were shown to promote
neuronal differentiation of progenitor cells isolated from E14
striata [4], E14 cortex [19] and E16 hippocampus [18], and
CNTF were shown to promote the astrocytic differentiation from
NSCs
in
collaboration
with
Notch
signals
[35]. We
also
demonstrated that treatment of BDNF alone promoted the
neuronal differentiation of spinal progenitor cells, but did not
affect the glial differentiation. Treatments of BDNF plus anti-
CNTF antibody promoted neuronal differentiation and also
inhibited the astrocytic differentiation. There was no significant
difference in the number of neurons between the cultures treated
by BDNF plus anti-CNTF antibody and BDNF alone. Treatment of NT-3 alone promoted the differentiation of spinal progenitor
cells into oligodendrocytes, but not into neurons. Treatment of
NT-3 plus anti-CNTF antibody promoted the differentiation into
oligodendrocytes and inhibited the astrocytic differentiation. Furthermore, there was a significant difference in the number of
oligodendrocytes between the cultures treated by NT-3 plus anti-
CNTF antibody and NT-3 alone. Rao and colleagues demon-
strated that there are heterogeneous populations of E13.5 spinal
cord derived progenitor cells including multipotent, neuronal- and
glial- restricted progenitor cells [16,36]. Jean and colleagues
reported that in the chemical demyelination model of rat CNS,
treatment of NT-3 increased mature oligodendrocyte population
and influenced directly on the oligodendrocyte lineage cells to
enhance remyelination [37]. A possible explanation of our findings
is that neutralization of endogenous CNTF inhibits the differen-
tiation of multipotent and/or glial- restricted progenitor cells into
astrocytes, and that they differentiate into oligodendrocytes in the
presence of NT-3 and into neurons in the presence of BDNF. June 2011 | Volume 6 | Issue 6 | e20717 Developmental study Thoracic spinal cord tissues were harvested from Sprague-
Dawley rats (Zivic Laboratories, Zelienople, PA) at Embryonic
Days 14 (E14) and E19 and Postnatal days 3 (P3), P7 and P17. Following perfusion with ice-cold saline, tissue was frozen on dry-
ice quickly and stored at 280 uC until ribonuclease protection
assay. Spinal Progenitor Cell Culture and Passage p
g
g
Progenitor cells were cultured using the procedures of Weiss
et al (1996b). Thoracic spinal cord tissues were removed from E14
embryos and mechanically dissociated with a fire-polished pipette
in culture medium composed of a 1:1 mixture of DMEM and F-12
nutrient plus 50 U/ml penicillin and 50 mg/ml streptomycin (Life
Technologies, Rockville, MD). After dissociation, cells were seeded
in culture flasks (Nunclon) at a concentration of 26105 cells/ml
with growth medium. The growth medium contained DMEM and
F-12 nutrient (1:1), 50 U/ml penicillin, 50 mg/ml streptomycin,
0.6% glucose, 2 mM glutamine, 3 mM sodium bicarbonate,
5 mM HEPES buffer, 25 mg/ml insulin, 100 mg/ml transferrin
(Life Technologies), 20 nM progesterone, 60 mM putrescine,
30 nM selenium chloride (Sigma, St Louis, MO), and 20 ng/ml
EGF and FGF2 (Pepro Tech, Rocky Hill, NJ). After 7 days in vitro
(div), cells formed well-developed floating clusters (spheres). To
passage spheres, we pelleted 7 div spheres after centrifugation at
4006g for 5 min, resuspended them in fresh medium, and
mechanically dissociated them with a fire-polished Pasteur pipette. Single cells were seeded into growth medium in culture flasks at a
concentration of 26105 cells/ml. This procedure resulted in a
second generation of spheres. Spinal Progenitors and Endogenous Neurotrophin Spinal Progenitors and Endogenous Neurotrophin Spinal Progenitors and Endogenous Neurotrophin [41]. These endogenous stem/ progenitor cells may contribute the
glial scar formation after spinal cord injury. CNTF gene
expression increased significantly, but BDNF and NT-3 gene
expression does not increase after spinal cord injury in the adult
[42,43]. This notion is strongly supported by the previous study
[44] showing that transplantation of fibroblasts producing BDNF
or NT-3 into contused spinal cord promoted the differentiation of
endogenous
progenitor
cells
into
oligodendrocytes. It
was
noteworthy that the blocking of CNTF at the beginning of SCI
provides a more favorable environment for the differentiation of
transplanted NSC and the regeneration of host axons, thereby
promoting the functional recovery after SCI [45]. This strategy
could be applied to cell transplantation of ES- and iPS-cell derived
NSC for SCI. Figure 5. Effect of neutralization of endogenous CNTF on the
survival and proliferation of spinal progenitor cells. Compari-
sons of total cell number (A) and the percentage of BrdU (B) and nestin
(C) positive cells to total cell number between control and neutraliza-
tion groups (anti-CNTF antibody, 100 mg/ml). Neutralization of endog-
enous CNTF did not affect the survival or proliferation of spinal
progenitor cells, but increased the number of undifferentiated
progenitor cells expressing nestin (C). * Significant difference between
two groups (p,0.05, Mann-Whitney U-test). doi:10.1371/journal.pone.0020717.g005 Mimicking of the neurotrophic factor profile of spinal
cord during embryonic development inhibits the
differentiation of spinal progenitor cells into astrocytes,
and promotes the differentiation into neurons and
oligodendrocytes Previous studies demonstrated that there were also endogenous
neural stem/progenitor cells in adult spinal cord [21,38,39], but
after injury these endogenous stem/progenitor cell proliferated
[40], migrated to the lesion site and differentiated into astrocytes PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 6 Treatments of Cultures After
2–4
passages,
neurospheres
were
centrifuged
and
dissociated in EGF/FGF2-free medium. Cells were plated on
the
polyethyleneimine
(PEI)-coated
flasks
at
a
density
of
26105 cells/ml in EGF/FGF2-free and 1% fetal bovine serum
(FBS) culture medium (differentiation medium). The culture flasks
were coated by 0.1% PEI (sodium tetraborate decahyrate 0.15 M,
pH 8.5) overnight at room temperature. At 1, 3 and 7 div, these
cells were harvested for RNase protection assays of neurotrophic
factor gene expression profiles. As a control, cells were also
harvested before differentiation following dissociation (0 div). After
2–4
passages,
neurospheres
were
centrifuged
and
dissociated in EGF/FGF2-free medium. Cells were plated on
the
polyethyleneimine
(PEI)-coated
flasks
at
a
density
of
26105 cells/ml in EGF/FGF2-free and 1% fetal bovine serum
(FBS) culture medium (differentiation medium). The culture flasks
were coated by 0.1% PEI (sodium tetraborate decahyrate 0.15 M,
pH 8.5) overnight at room temperature. At 1, 3 and 7 div, these
cells were harvested for RNase protection assays of neurotrophic
factor gene expression profiles. As a control, cells were also
harvested before differentiation following dissociation (0 div). For immunocytochemistry, after 2–4 passages neurospheres
were centrifuged and dissociated in EGF/FGF2-free medium. Cells were plated onto PEI-coated 12 mm coverslips (Fisher
Scientific, Pittsburgh, PA) in 24-well plates at a density of
26105 cells/ml with 1 ml differentiation medium. The role of Figure 5. Effect of neutralization of endogenous CNTF on the
survival and proliferation of spinal progenitor cells. Compari-
sons of total cell number (A) and the percentage of BrdU (B) and nestin
(C) positive cells to total cell number between control and neutraliza-
tion groups (anti-CNTF antibody, 100 mg/ml). Neutralization of endog-
enous CNTF did not affect the survival or proliferation of spinal
progenitor cells, but increased the number of undifferentiated
progenitor cells expressing nestin (C). * Significant difference between
two groups (p,0.05, Mann-Whitney U-test). doi:10.1371/journal.pone.0020717.g005 For immunocytochemistry, after 2–4 passages neurospheres
were centrifuged and dissociated in EGF/FGF2-free medium. Cells were plated onto PEI-coated 12 mm coverslips (Fisher
Scientific, Pittsburgh, PA) in 24-well plates at a density of
26105 cells/ml with 1 ml differentiation medium. The role of June 2011 | Volume 6 | Issue 6 | e20717 June 2011 | Volume 6 | Issue 6 | e20717 7 PLoS ONE | www.plosone.org Spinal Progenitors and Endogenous Neurotrophin Figure 6. Effects of additional application of exogenous neurotrophic factors on the differentiation of spinal progenitor cells. Treatments of Cultures Treatments of cultures were as follows in each bar graph: (1) control (normal rat IgG 100 mg/ml); (2) BDNF (20 ng/ml); (3) NT-3 (20 ng/ml); (4) anti-
CNTF (100 mg/ml); (5) anti-CNTF +BDNF; (6) anti-CNTF + NT-3. At 7 div after each treatment, cells were triple-stained with TuJ1 for neuron, GFAP for
astrocyte and O4 for oligodendrocyte. Combined treatments of anti-CNTF plus exogenous BDNF (B, E, H) or NT-3 (C, F, I) not only inhibited the
astrocytic differentiation (lanes 5 and 6 in D, E, F), but also promoted the differentiation of spinal progenitor cells into neurons (lane 5 in A, B) or
oligodendrocytes (lane 6 in G, I), respectively. The application of exogenous BDNF alone (lane 2 in A) or NT-3 alone (lane 3 in G) also increased the
numbers of neuron or oligodendrocytes, respectively. However, the differentiation of progenitor cells into astrocytes was not inhibited by these
treatments (lanes 2 and 3 in D). Compared to the cultures treated by NT-3 alone (lane 3 in G), there was a significant increase in the number of
oligodendrocytes in the cultures treated by anti-CNTF plus NT-3 (lane 6 in G). * Significant difference compared to the control (lane 1 in A, D, G)
(p,0.05, Tukey post hoc test). # Significant difference compared to NT-3 alone (lane 3 in G) (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g006 Figure 6. Effects of additional application of exogenous neurotrophic factors on the differentiation of spinal progenitor cells. Treatments of cultures were as follows in each bar graph: (1) control (normal rat IgG 100 mg/ml); (2) BDNF (20 ng/ml); (3) NT-3 (20 ng/ml); (4) anti-
CNTF (100 mg/ml); (5) anti-CNTF +BDNF; (6) anti-CNTF + NT-3. At 7 div after each treatment, cells were triple-stained with TuJ1 for neuron, GFAP for
astrocyte and O4 for oligodendrocyte. Combined treatments of anti-CNTF plus exogenous BDNF (B, E, H) or NT-3 (C, F, I) not only inhibited the
astrocytic differentiation (lanes 5 and 6 in D, E, F), but also promoted the differentiation of spinal progenitor cells into neurons (lane 5 in A, B) or
oligodendrocytes (lane 6 in G, I), respectively. The application of exogenous BDNF alone (lane 2 in A) or NT-3 alone (lane 3 in G) also increased the
numbers of neuron or oligodendrocytes, respectively. However, the differentiation of progenitor cells into astrocytes was not inhibited by these
treatments (lanes 2 and 3 in D). Treatments of Cultures Rat anti-CNTF antibody (Sigma) was applied
to the differentiation medium at various concentrations (0–
500 mg/ml) at the time of plating. In the control group, we added
normal rat IgG (100 mg/ml, Sigma) to the differentiation medium. For analysis of the potential effects of exogenous BDNF or NT-3
on the differentiation of spinal progenitor cells, BDNF or NT-3
(20 ng/ml each, gift from Regeneron Pharmaceuticals, Inc.) was
added to the medium at the time of plating and added every 2–3
days. At
7
div,
these
cultured
cells
were
processed
for
immunocytochemistry. Treatments of Cultures Compared to the cultures treated by NT-3 alone (lane 3 in G), there was a significant increase in the number of
oligodendrocytes in the cultures treated by anti-CNTF plus NT-3 (lane 6 in G). * Significant difference compared to the control (lane 1 in A, D, G)
(p,0.05, Tukey post hoc test). # Significant difference compared to NT-3 alone (lane 3 in G) (p,0.05, Tukey post hoc test). doi:10.1371/journal.pone.0020717.g006 gen, San Diego, CA). Briefly, a rat neurotrophin template set
(45028P, PharMingen) was labeled with (a-32P) uridine triphos-
phate. 4.66105 cpm of labeled probe and 5 mg total RNA were
used for hybridization. After RNase treatments, the protected
probes were resolved on a 5% urea-polyacrylamide gel. Autora-
diographs were produced by exposing the labeled gels to Biomax
film (Kodak, Rochester, NY) with intensifying screens at 280uC. The gels were exposed to a phosphor screen and analyzed using a
phosphoimaging system for quantification (Molecular Dynamics,
Sunnyvale, CA). GAPDH was used as an internal control to
normalize for loading differences. gen, San Diego, CA). Briefly, a rat neurotrophin template set
(45028P, PharMingen) was labeled with (a-32P) uridine triphos-
phate. 4.66105 cpm of labeled probe and 5 mg total RNA were
used for hybridization. After RNase treatments, the protected
probes were resolved on a 5% urea-polyacrylamide gel. Autora-
diographs were produced by exposing the labeled gels to Biomax
film (Kodak, Rochester, NY) with intensifying screens at 280uC. The gels were exposed to a phosphor screen and analyzed using a
phosphoimaging system for quantification (Molecular Dynamics,
Sunnyvale, CA). GAPDH was used as an internal control to
normalize for loading differences. CNTF in differentiation of spinal progenitor cells was investigated
by neutralizing the endogenous CNTF with polyclonal antibody
against CNTF IgG. Rat anti-CNTF antibody (Sigma) was applied
to the differentiation medium at various concentrations (0–
500 mg/ml) at the time of plating. In the control group, we added
normal rat IgG (100 mg/ml, Sigma) to the differentiation medium. For analysis of the potential effects of exogenous BDNF or NT-3
on the differentiation of spinal progenitor cells, BDNF or NT-3
(20 ng/ml each, gift from Regeneron Pharmaceuticals, Inc.) was
added to the medium at the time of plating and added every 2–3
days. At
7
div,
these
cultured
cells
were
processed
for
immunocytochemistry. CNTF in differentiation of spinal progenitor cells was investigated
by neutralizing the endogenous CNTF with polyclonal antibody
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186: 202–223. 7. Statistics Each value of RNase protection assays represented mean 6
SEM of percentage of each neurotrophic factor mRNA expression
to GAPDH obtained from three independent experiments. Statistical comparisons were made using one-way ANOVA with
a Tukey post hoc test on each neurotrophic factor among different
time points. Each value of quantitative analysis of the immuno-
cytochemistry represented mean 6 SEM of percentage of
immunopositive cell number to total cell number obtained from
three independent experiments. Statistical comparisons were made
using one-way ANOVA with a Tukey post hoc test or Mann-
Whitney U-test among different treatment groups. Statistical
significance was set at p,0.05. Immunocytochemistry Immunocytochemical procedures were performed on spinal
progenitor cells at 7 div using a slight modification of the
procedures of Weiss et al (1996b). In brief, these cells were fixed with 4% paraformaldehyde for
20 min and washed three times successively with phosphate
buffered saline (PBS, pH 7.4). For triple labeling of TuJ1, GFAP
and O4, cells were incubated with the primary antibodies for TuJ1
and GFAP diluted in PBS containing 5% normal goat serum and
0.01% Triton-X100 at the same time at 4uC overnight. After
washing, cells were incubated with the secondary antibodies of
TRITC-conjugated anti-mouse IgG and Cy5-conjugated anti-
rabbit IgG at 37uC for 30 min. After washing, cells were incubated
with the primary antibody for O4 diluted in PBS containing 5%
normal goat serum and 0.01% Triton-X100 at 37uC for 2 hr. After washing, cells were incubated with the secondary antibody of
FITC-conjugated anti-mouse IgM at 37uC for 30 min. After
washing, the cells were mounted with Fluorsave (Calbiochem, La
Jolla, CA). The numbers of immuno-reactive cells and total cells
per each field were counted over 206 fields (four coverslips, six
random fields per each coverslip) after capturing each image by a
confocal laser-scanning microscope (Fluoview, Olympus, Melville,
NY). Each immunoreactive cell was counted only when the
nucleus was detectable on the 206 field investigated. Spinal Progenitors and Endogenous Neurotrophin Spinal Progenitors and Endogenous Neurotrophin CA). Appropriate secondary antibodies were purchased from
Jackson ImmunoResearch (West Grove, PA). cells was performed as described previously by Ahmed et al. (1995). BrdU (1 mM; Sigma) was added to each of the wells
containing progenitor cells (26105 cells/ml) in 1 ml differentiation
medium with or without anti-CNTF antibody (100 mg/ml) at the
time of plating for 7 div. The presence of BrdU did not modify
total cell number. Cells were stained with ZYMED BrdU staining
kit (Zymed, South San Francisco, CA) and counter stained with
hematoxylin according to the supplier’s instructions. The percent-
ages of BrdU positive cells to total cells of the examined field (four
coverslips, six random fields per each coverslip) were calculated. Proliferation Assay To determine the effect of neutralization of endogenous CNTF
on the proliferation of progenitor cells, BrdU labeling of dividing Author Contributions Conducted the cell cultures and most of the in vitro experiments: MN. Performed immunocytochemical analysis: OT. Provided instruction and
supervised all the experiments: BSB YT. Supervised the whole project:
HO. Wrote the manuscript HO MN. RNase protection assay Primary antibodies for indirect immunocytochemistry included
a mouse monoclonal antibody to TuJ1 (BAbCO, West Grove,
PA), rabbit antiserum to glial fibrillary acidic protein (GFAP,
Dako, Carpinteria, CA), mouse-monoclonal antibody to O4
(Boeringer
Mannheim,
Indianapolis,
IL),
mouse
anti-nestin
monoclonal antibody (Chemicon, Temecula, CA), antibodies for
trkB and CNTF receptor a (CNTFRa, Santa Cruz, Santa Cruz, Total RNA from each sample was extracted using TRIzol
Reagent (Life Technologies) according to the supplier’s instruc-
tions. RNase protection assays for relative quantification of
neurotrophic factor mRNAs [nerve growth factor (NGF), BDNF,
NT-3, NT-4, glial-derived neurotrophic factor (GDNF), CNTF]
were performed according to the supplier’s instructions (PharMin- PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 8 Spinal Progenitors and Endogenous Neurotrophin comparison with other neurotrophic factors and cytokines. J Neurosci 10:
3507–3515. 38. Horner P, Power A, Kempermann G, Kuhn H, Palmer T, et al. (2000)
Proliferation and differentiation of progenitor cells throughout the intact adult
rat spinal cord. J Neurosci 20: 2218–2228. 30. Martinou J, Martinou I, Kato A (1992) Cholinergic differentiation factor (CDF/
LIF) promotes survival of isolated rat embryonic motoneurons in vitro. Neuron
8: 737–744. p
J
39. Johansson C, Momma S, Clarke D, Risling M, Lendahl U, et al. (1999)
Identification of a neural stem cell in the adult mammalian central nervous
system. Cell 96: 25–34. 31. Ip N, Li Y, van dSI, Panayotatos N, Alderson R, et al. (1991) Ciliary
neurotrophic factor enhances neuronal survival in embryonic rat hippocampal
cultures. J Neurosci 11: 3124–3134. 40. Namiki J, Tator C (1999) Cell proliferation and nestin expression in the
ependyma of the adult rat spinal cord after injury. J Neuropathol Exp Neurol 58:
489–498. 32. Thaler C, Suhr L, Ip N, Katz D (1994) Leukemia inhibitory factor and
neurotrophins support overlapping populations of rat nodose sensory neurons in
culture. Dev Biol 161: 338–344. 41. Frisen J, Johansson C, Torok C, Risling M, Lendahl U (1995) Rapid,
widespread, and longlasting induction of nestin contributes to the generation
of glial scar tissue after CNS injury. J Cell Biol 131: 453–464. 33. Louis J, Magal E, Takayama S, Varon S (1993) CNTF protection of
oligodendrocytes against natural and tumor necrosis factor-induced death. Science 259: 689–692. 42. Nakamura M, Bregman BS (2001) Differences in neurotrophic factor gene
expression profiles between neonate and adult rat spinal cord after injury. Exp
Neurol 169: 407–415. 34. Mayer M, Bhakoo K, Noble M (1994) Ciliary neurotrophic factor and leukemia
inhibitory factor promote the generation, maturation and survival of
oligodendrocytes in vitro. Development 120: 143–153. 43. Oyesiku N, Wilcox J, Wigston D (1997) Changes in expression of ciliary
neurotrophic factor (CNTF) and CNTF-receptor alpha after spinal cord injury. J Neurobiol 32: 251–261. 35. Nagao M, Sugimori M, Nakafuku M (2007) Cross talk between notch and
growth factor/cytokine signaling pathways in neural stem cells. Mol Cell Biol 27:
3982–3994. J
44. McTigue D, Horner P, Stokes B, Gage F (1998) Neurotrophin-3 and brain-
derived neurotrophic factor induce oligodendrocyte proliferation and myelina-
tion of regenerating axons in the contused adult rat spinal cord. J Neurosci 18:
5354–5365. 36. References (1997) Embryonic precursor cells that express Trk receptors: induction of
different cell fates by NGF, BDNF, NT-3, and CNTF. Exp Neurol 144:
350–360. 28. Masu Y, Wolf E, Holtmann B, Sendtner M, Brem G, et al. (1993) Disruption of
the CNTF gene results in motor neuron degeneration. Nature 365: 27–32. 14. Nakashima K, Wiese S, Yanagisawa M, Arakawa H, Kimura N, et al. (1999)
Developmental requirement of gp130 signaling in neuronal survival and
astrocyte differentiation. J Neurosci 19: 5429–5434. 29. Arakawa Y, Sendtner M, Thoenen H (1990) Survival effect of ciliary
neurotrophic factor (CNTF) on chick embryonic motoneurons in culture: PLoS ONE | www.plosone.org June 2011 | Volume 6 | Issue 6 | e20717 9 June 2011 | Volume 6 | Issue 6 | e20717 Spinal Progenitors and Endogenous Neurotrophin Mayer-Proschel M, Kalyani A, Mujtaba T, Rao M (1997) Isolation of lineage-
restricted neuronal precursors from multipotent neuroepithelial stem cells. Neuron 19: 773–785. 45. Ishii K, Nakamura M, Dai H, Finn TP, Okano H, et al. (2006) Neutralization of
ciliary neurotrophic factor reduces astrocyte production from transplanted
neural stem cells and promotes regeneration of corticospinal tract fibers in spinal
cord injury. J Neurosci Res 84: 1669–1681. 37. Jean I, Lavialle C, Barthelaix-Pouplard A, Fressinaud C (2003) Neurotrophin-3
specifically increases mature oligodendrocyte population and enhances remye-
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English
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Evolutionary and Transmission Dynamics of Reassortant H5N1 Influenza Virus in Indonesia
|
PLOS pathogens
| 2,008
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cc-by
| 13,248
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Introduction transmission among family members were identified in 2005,
raising concerns of possible human-to-human transmission of the
virus [11,12]. As of April 8, 2008, Indonesia had 132 confirmed
human cases with 107 deaths [13], the largest number of deaths
among all affected countries. The H5N1 highly pathogenic avian influenza (HPAI) virus was
originally isolated from a farmed goose in Guangdong province of
China in 1996 [1], and soon spread to live-poultry markets in
Hong Kong [2], resulting in 18 cases of human infection in 1997,
6 of which were fatal [3,4]. The first wave of H5N1 infection
ceased after the depopulation of all poultry in Hong Kong,
although the H5N1 virus was later found to circulate continuously
in Southern China without causing apparent disease symptoms
among infected poultry [5]. H5N1 outbreaks recurred in 2003,
persistently affecting poultry farms in many Southeast Asia
countries, such as China, Thailand, Vietnam, Indonesia and
Cambodia. The viruses also spread outside Asia, including to some
European
countries. More
importantly,
occasional
zoonotic
transmissions to humans occurred in most of the affected Asian
countries and the virus continued to pose a serious threat to global
public health [6]. Previous studies have shown that several H5N1 genotypes have
emerged in Asia through reassortment between H5N1 viruses and
other subtypes [14,15]. One of these genotypes, Z, predominated
the H5N1 outbreaks throughout 2003–2007, causing most H5N1
outbreaks in Asian countries, including Indonesia [16]. Moreover,
a variety of antigenically distinct sublineages of Z genotype virus
have been established [16]. Unlike Vietnam and Thailand,
Indonesia was invaded by only a single sublineage of genotype Z
virus. Previous phylogenetic analyses suggested that Hunan
province of China may be the source of the initial H5N1 outbreak
in Indonesia [17], and classified the Indonesian H5N1 HPAI
viruses into three groups [10]; however, further statistical analysis
is necessary to characterize and compare different aspects of their
evolutionary histories. In this study, we examined molecular
phylogeny of the most recent Indonesian H5N1 viruses isolated
from avian and mammal hosts. A group of putative reassortant
viruses was discovered and their genetic parents were identified. In
addition, we investigated the evolutionary behaviors (including
spatial migration, growth of genetic diversity, and evolutionary H5N1 outbreaks in Indonesia were initially detected in poultry
farms in December 2003 [7]. It was suggested that the H5N1 virus
was first introduced to Java and subsequently spread to other parts
of the country [8]. Abstract H5N1 highly pathogenic avian influenza (HPAI) viruses have seriously affected the Asian poultry industry since their
recurrence in 2003. The viruses pose a threat of emergence of a global pandemic influenza through point mutation or
reassortment leading to a strain that can effectively transmit among humans. In this study, we present phylogenetic
evidences for the interlineage reassortment among H5N1 HPAI viruses isolated from humans, cats, and birds in Indonesia,
and identify the potential genetic parents of the reassorted genome segments. Parsimony analyses of viral phylogeography
suggest that the reassortant viruses may have originated from greater Jakarta and surroundings, and subsequently spread
to other regions in the West Java province. In addition, Bayesian methods were used to elucidate the genetic diversity
dynamics of the reassortant strain and one of its genetic parents, which revealed a more rapid initial growth of genetic
diversity in the reassortant viruses relative to their genetic parent. These results demonstrate that interlineage exchange of
genetic information may play a pivotal role in determining viral genetic diversity in a focal population. Moreover, our study
also revealed significantly stronger diversifying selection on the M1 and PB2 genes in the lineages preceding and
subsequent to the emergence of the reassortant viruses, respectively. We discuss how the corresponding mutations might
drive the adaptation and onward transmission of the newly formed reassortant viruses. Editor: Edward C. Holmes, The Pennsylvania State University, United States of America Received February 25, 2008; Accepted July 18, 2008; Published August 22, 2008 Copyright: 2008 Lam 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 was partly funded and supported by research grant RFCID 06060672 from the Hong Kong Government and The University of Hong Kong
Faculty of Science Research Development Fund to FCCL. OGP is supported by the Royal Society. This research was supported in part by the National Institutes of
Health (AI43638, AI47745, and AI57167), the University of California Universitywide AIDS Research Program (grant number IS02-SD-701), and by a University of
California-San Diego Center for AIDS Research/NIAID Developmental Award to SLKP (AI36214). Competing Interests: The authors have declared that no competing interests exist. * E-mail: fcleung@hkucc.hku.hk Tommy Tsan-Yuk Lam1, Chung-Chau Hon1, Oliver G. Pybus2, Sergei L. Kosakovsky Pond3, Raymond Tze-
Yeung Wong1, Chi-Wai Yip1, Fanya Zeng1, Frederick Chi-Ching Leung1* Yeung Wong1, Chi-Wai Yip1, Fanya Zeng1, Frederick Chi-Ching Leung1*
1 School of Biological Sciences, The University of Hong Kong, Hong Kong Special Administrative Region, China, 2 Department of Zoology, University of Oxford, Oxford,
United Kingdom, 3 Department of Pathology, University of California San Diego, La Jolla, California, United States of America 1 School of Biological Sciences, The University of Hong Kong, Hong Kong Special Administrative Region, China, 2 Department of Zoology, University of Oxford, Oxford,
United Kingdom, 3 Department of Pathology, University of California San Diego, La Jolla, California, United States of America PLoS Pathogens | www.plospathogens.org Evolutionary and Transmission Dynamics of Reassortant
H5N1 Influenza Virus in Indonesia Tommy Tsan-Yuk Lam1, Chung-Chau Hon1, Oliver G. Pybus2, Sergei L. Kosakovsky Pond3, Raymond Tze-
Yeung Wong1, Chi-Wai Yip1, Fanya Zeng1, Frederick Chi-Ching Leung1* Phylogenetic relationships among Indonesian H5N1
viruses Phylogenetic trees of Indonesian H5N1 viruses were reconstruct-
ed from 12 separate gene datasets (Table S6), using a maximum
likelihood (ML) approach with bootstrapping analyses to assess clade
robustness (Figures 1, S1–S3; computer files of dendrogram are
available as Dataset S1). In all the phylogenies, viruses sampled from
avian species during earlier years of outbreaks (predominantly 2003–
2004) tended to cluster near the root as expected, but with a poorly
resolved branching structure that is likely due to relatively low
sequence divergence. In contrast, viruses sampled from recent
infections (2005–2007) from avian and mammalian hosts formed
three well-supported lineages with bootstrap support (or posterior
probabilities) over 90 (or 0.9) under neighbor-joining (NJ), ML and
Bayesian Markov Chain Monte Carlo (BMCMC) methods. We
denote these lineages as groups 1, 2, and 3 in the hemagglutinin (HA)
and neuraminidase (NA) phylogenies (Figures 1A and S2C). This
structure was preserved in the phylogenies of other genes for which
sufficient sequence data were available (viruses from group 3 were
missing sequence data for the NP, NS, NS1, NS2, and PB2 genes). The group 3 lineage in the MP, M1, M2, and PB1 phylogenies was
only represented by the A/Indonesia/6/05 strain. Author Summary H5N1 highly pathogenic avian influenza (HPAI) virus
emerged in China in 1996, and has spread beyond Asia
since 2003. Following the first outbreak reported in
Indonesian poultry farms in December 2003, the virus
spilled over to 27 Indonesian provinces by June 2006, and
became endemic in the country. In the following years,
repeated sporadic human infections in Indonesia had been
attributed to H5N1 HPAI viruses. Nonetheless, the viral
evolution and transmission have not been fully under-
stood. Here, we report phylogenetic evidence of a group
of interlineage reassortant viruses isolated from human
and cats in Java. Our comparative study of the reassortant
viruses and one group of genetic parents found that
although their rates of evolution were similar and both of
their phylogenies were not geographically structured
within mainland Java, the growths of genetic diversity
were different. We also detected significant positive
selection on the viral matrix and polymerase genes
preceding and subsequent to the emergence of the
reassortant viruses, which might correspond to viral
adaptation. Based
on
our
findings,
we
discuss
the
possibility of host switching in facilitating the emergence
of the reassortant strain, and call for more extensive viral
surveillances in the non-avian population in Indonesia. Identification of reassortant viruses We found previously unrecognized phylogenetic discordance
between gene trees involving human and cat isolates (n = 25,
denoted in red in Figures 1, S1–S3)—the main focus of our
study—suggesting that they are reassortant viruses descending
from group 2 and 3 lineages. In addition, the placement of two
avian viruses isolates from Java (Ck/IDN/Semerang1631-62/07
and Ck/IDN/Magelang1631-57/07, shown in blue in Figures 1A
and S2C) differed between HA and NA phylogenies, suggesting
another reassortment event. To further investigate the putative reassortant human and cat
viruses, a selected dataset (n = 24) of manually concatenated full
genomes (Figure 2A; see Methods) of Indonesian H5N1 HPAI
viruses were analyzed using more sophisticated analysis methods,
including similarity plots, bootscan analyses and GARD analyses
(genetic algorithm for recombination detection). In the similarity
and bootscan plots (Figure 2B and 2C), the putative reassortants
(represented by a consensus sequence) showed a high degree of
sequence similarity and phylogenetic clustering with the group 3
strain A/Indonesia/6/05 in the MP and PB1 segments, but not in
other genomic regions, where they were more similar to the
consensus sequence of group 2 viruses (Figure 2B and 2C). Moreover, GARD detected two well-supported breakpoints near
the boundaries of MP and PB1 segments in the concatenated
genomes (Figure 2D), suggesting that the phylogenetic incongru-
ence was significant between the three regions. In summary, all
three analyses agreed that the newly reassortant strains had arisen
from acquiring PB1 and MP genome segments from the group 3
lineage and the remaining segments from the group 2 lineage. drift and selection) of the reassortant viruses and compare with
those of the parental strain, thereby providing insights into the
nature and impact of this emerging reassortant strain. PLoS Pathogens | www.plospathogens.org Introduction The virus rapidly became endemic in Indonesia
[9,10], and continued to cause sporadic zoonotic transmissions to
humans beginning in July 2005 [9]. Three clusters of H5N1 1 August 2008 | Volume 4 | Issue 8 | e1000130 Indonesian Reassortant H5N1 Influenza Virus group B taxa are earlier viruses. Groups 1 and 2 in this study
correspond to groups C and A defined by Smith et al. respectively,
plus some more recent viruses. Smith did not report group 3,
because the sequences were unavailable at that time. Author Summary Genetic, temporal, and geographical origin of reassortant
viruses Based on the HA phylogeny (Figure 1A), we further classified the
reassortant viruses into three subgroups (R1, R2, and R3) with
bootstrap support of 80% or better, as shown in the phylogenies
containing only reassortant viruses (Figure S4). Similar groupings
were observed in the NA phylogeny (Figures S2C and S4B),
although here subgroup R3 clustered with subgroup R1, and two
reassortant viruses isolated in 2007 (IDN/CDC1046/07, IDN/
CDC1047/07) moved to a different subgroup. These inferred
clustering patterns can be explained by multiple reassortment events,
or by a single reassortment followed by divergence due to mutation
and selection in different populations. We note that some group 2
viruses also cluster inside the reassortant subgroups (Figures 1A and
S2C) and may indicate more reassortment events; however, most of
them formed polytomies close to the most recent common ancestor
(MRCA) of the reassortant subgroups and had poor bootstrap
support for their exact placement. As the divergence between the
reassortant subgroups and other intercalating group 2 viruses are
low, the three subgroups may actually be linked uninterruptedly,
implying a single origin. Therefore, the times and number of
reassortment events that generated the putative mosaic reassortant
viruses remains elusive. We examine both the single and multiple
origin hypotheses in subsequent analyses, excluding the intercalating
group 2 viruses from the reassortant group. It is important to recognize that our phylogenetic groupings
(groups 1, 2, and 3) of Indonesian H5N1 viruses (Figure 1 and
Table S6) are slightly different to those by Smith and coworkers
[10] who did not require the same level of clustering support for
each group, leading to the inclusion of earlier viruses (predomi-
nantly 2003–2004). We chose to be conservative, and did not
include poorly supported branches (e.g., earlier viruses) in our viral
group
definition. Therefore,
we
did
not
define
a
group
corresponding to the group B of Smith et al., because most of To estimate the times of the reassortment events that generated
the putative reassortant viruses, the times of the MRCA (tMRCA)
of the three reassortant subgroups were estimated using BMCMC
methods [18,19]. Genetic, temporal, and geographical origin of reassortant
viruses Phylogenetic trees of Indonesian H5N1 influenza viruses. ML phylogenies reconstructed from (A) HA gene; (B) M1 gene; (C) M2
gene. Topological supports (.90) summarized from 1,000 ML bootstrap replications are shown. For major lineages, NJ bootstrap support (1,000
replications) and posterior probability from BMCMC analyses (5,000 tree samples) are also shown inside parentheses (ML/NJ/BMCMC). Putative
human and cat reassortant viruses are in red. Reassortant subgroups (R1, R2, and R3) are further indicated with dashed lines in (A). Putative avian
reassortant viruses are in blue. The pre-emergence lineage (refer to main text) is highlighted in gray in M1 phylogeny (B). Arrows indicate the roots. The distance unit is substitutions/site. doi:10.1371/journal.ppat.1000130.g001 The results of tMRCA estimation are summarized in Figure 3C
and 3D. In addition, sequence isolation dates were plotted against
their genetic distance (units of substitutions/site) to their MRCA,
to graphically show the accumulation of mutations through time
(Figure 3A and 3B). The tMRCA of all reassortant viruses (All- among strict and relaxed clock models of evolution [21]. The
uncorrelated
exponentially-distributed
clock
model
(UCED)
significantly outperformed the other models (lnBF.3) for most
datasets, except for the NA gene of the reassortant viruses, for
which the strict clock model was not rejected (lnBF,1; Table S4). Genetic, temporal, and geographical origin of reassortant
viruses Bayes Factors (BF) [20] were used to select August 2008 | Volume 4 | Issue 8 | e1000130 August 2008 | Volume 4 | Issue 8 | e1000130 2 Indonesian Reassortant H5N1 Influenza Virus R2
R3
Group 3
Group 1
R1
Group 2
A
(HA)
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC836/06
IDN/CDC739/06
IDN/CDC835/06
IDN/CDC610/06
Ck/IDN/Bandung1631 49/06
Muscovy Dk/Jakarta/HABWIN/06
Ck/IDN/Garut1631 51/06
Qa/Jakarta/JU1/06
Ck/West Java/TASIKSOL/06
IDN/CDC644/06
IDN/CDC1046/07
IDN/CDC1047/07
IDN/CDC1032/07
IDN/CDC938/06
IDN/CDC887/06
IDN/CDC1031/07
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC634/06
IDN/CDC582/06
Ck/IDN/Lampung1631 23/06
Ck/IDN/Semerang1631 62/07
Sn/IDN/Malang1631 61/07
IDN/CDC370/06
IDN/CDC390/06
Ck/West Java/SMI ENDRI1/06
Ck/West Java/SMI ENDRI2/06
IDN/298H/06
Pg/IDN/Rokhit1631 6/06
Ck/IDN/Padang1631 1/06
Ck/IDN/Siak1631 2/06
Ck/IDN/Agam1631 3/06
Ck/IDN/Pekenbaru1631 11/06
IDN/CDC624/06
Ck/IDN/Gunung Kidul1631 33/06
IDN/CDC623/06
MDk/IDN/Kedri1631 24/06
Ck/West Java/SMI CSLK EB/06
Ck/West Java/SMI CSLK EC/06
Ck/West Java/SMI PAT/06
Ck/West Java/PWT WIJ/06
IDN/CDC292T/05
IDN/CDC742/06
IDN/CDC287E/05
Ck/IDN/Belitung Timor1631 18/06
IDN/CDC357/06
Ck/West Java/TASIKSOB/06
IDN/195H/05
Ck/IDN/Rejang Lebong1631 22/06
IDN/5/05
Ck/Pakun Baru/BPPV II/05
Ck/Murao Jambi/BBPV II/05
Dk/Indramayu/BBPW109/06
IDN/CDC194P/05
IDN/CDC184/05
IDN/CDC7/05
Ck/IDN/Wates1/05
Ck/Magetan/BBVW/05
Ck/IDN/Wates126/05
Ck/Gunung Kidal/BBVW/05
Ck/IDN/Wates130/05
Ck/Papua/TB1/06
Ck/Papua/TB15/06
Ck/Papua/TA5/06
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
Ck/Way Kanan/BBPVIII/06
Ck/Bandar Lampung/BBPVIII/06
Ck/Sembawa/BPPV III/05
Ck/Palembang/BPPV III/05
Ck/IDN/Bangka Seletan1631 21/06
Ck/IDN/Bangka Seletan1631 20/06
Ck/Purworejo/BBVW/05
Ck/Yogjakarta/BBVet IX/04
Qa/Yogjakarta/BBVet IX/04
Qa/Boyolali/BPPV4/04
Ck/IDN/Wates80/05
Ck/Kupang 1 NTT/BPPV6/04
Ck/Kulon Progo/BBVet XII 1/04
Ck/Kulon Progo/BBVet XII 2/04
Ck/IDN/Soppeng1631 71/07
Ck/West Java/GARUT MAY/06
Qa/Central Java/SMRG/06
Ck/IDN/Magelang1631 57/07
Ck/IDN/Kulon1631 47/06
Ck/Gunung Kidul/BBVW/06
IDN/6/05
Ck/Madiun/BBVW1420/05
Tk/Kedaton/BPPV3/04
Ck/Pangkalpinang/BPPV3/04
Ck/IDN/Wates83/05
Ck/IDN/Wates77/05
Ck/Salatiga/BBVet I/05
Ck/Padang/BBPVII/06
Ck/Salam/BBPV II/05
Ck/Siak/BPPV II/05
Ck/Rokan Hilli/BPPV II/05
Ck/Duma/BBPV II/05
Ck/Agam/BBPVI/05
Ck/Pulau Rampang/BBPVII/06
Ck/Simalanggang/BPPVI/05
Dk/Madiun/BBVW1358/05
IDN/CDC595/06
IDN/CDC625/06
IDN/CDC594/06
IDN/CDC597/06
IDN/CDC596/06
IDN/CDC599/06
Tk/Langkat/BBPVI/05
Ck/Langkat/BBPV1 576/05
Ck/Dairi/BPPVI/05
Ck/Taput/BBPV1 576/05
Ck/Tebing Tinggi/BPPVI/05
Ck/Medan/BBPV1 576/05
Ck/Medan/BPPV1 498/05
Ck/Tarutung/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Deli Derdang/BBPVI/05
Ck/Karo/BBPVII/06
Ck/Pidie/BPPV1/05
Ck/Medan/BBPV1 571/05
Ck/Medan/BPPV1 534/05
Ck/Deli Serdang/BPPV1/05
Ck/Wonosobo/BPPV4/03
Ck/Pekalongan/BPPV4/03
Ck/West Java/HAMD/06
Ck/IDN/11/03
Ck/IDN/4/04
Ck/IDN/PA/03
Ck/Malang/BBVet IV/04
Ck/Purwakarta/BBVet IV/04
Qa/Tasikmalaya/BPPV4/04
Ck/IDN/7/03
Ck/Sragen/BPPV4/03
Ck/IDN/BL/03
Ck/Ngawi/BPPV4/04
Dk/Tabanan/BPPV1/05
Dk/Bufeleng/BPPV1/05
Dk/Pali/BBVW1358/05
Dk/IDN/MS/04
Ck/IDN/2A/03
Ck/IDN/5/04
Ck/Bantul/BBVet I/05
Ck/Kupang 3 NTT/BPPV6/04
Ck/Kupang 2 NTT/BPPV6/04
Ck/Mangarai NTT/BPPV6/04
Ck/Jembrana/BPPV6/04
Ck/Bangli Bali/BPPV6 2/04
Ck/Bangli Bali/BBPV6 1/04
Ck/IDN/R60/05
100
IDN/CDC326/06
IDN/CDC329/06
Ct/IDN/CDC1/06
Ck/West Java/TASIK1/06
Ck/West Java/TASIK2/06
99
99
98
90
100
94
95
100
91
90
98
96
94
98
99
99
99
99
100
98
90
(97/97/1.00)
100
97
100
99
99
(100/100/1.00)
100
100
98
98
(100/100/1.00)
95
96
100
0.005
B
(M1)
Group 3
Group 1
Group 2
IDN/6/05
IDN/195H/05
IDN/5/05
IDN/298H/06
IDN/CDC194P/05
IDN/CDC370/06
IDN/CDC390/06
IDN/CDC624/06
IDN/CDC623/06
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/CDC184/05
IDN/CDC7/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
Ck/Yogjakarta/BBVet IX/04
Qa/Yogjakarta/BBVet IX/04
Ck/Purworejo/BBVW/05
Ck/Malang/BBVet IV/04
Ck/Purwakarta/BBVet IV/04
Ck/Kupang 1 NTT/BPPV6/04
Ck/Salatiga/BBVet I/05
Ck/Tebing Tinggi/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Dairi/BPPVI/05
IDN/CDC625/06
IDN/CDC599/06
IDN/CDC596/06
IDN/CDC597/06
IDN/CDC594/06
IDN/CDC595/06
Ck/Bantul/BBVet I/05
Ck/Kupang 2 NTT/BPPV6/04
Qa/Boyolali/BPPV4/04
Qa/Tasikmalaya/BPPV4/04
Ck/IDN/7/03
Ck/Kulon Progo/BBVet XII 1/04
Ck/Kulon Progo/BBVet XII 2/04
IDN/CDC1047/07
IDN/CDC1046/07
IDN/CDC644/06
IDN/CDC938/06
IDN/CDC887/06
IDN/CDC1032/07
IDN/CDC1031/07
IDN/CDC523/06
Ct/IDN/CDC1/06
IDN/CDC326/06
IDN/CDC329/06
IDN/CDC292T/05
IDN/CDC357/06
IDN/CDC582/06
IDN/CDC634/06
IDN/CDC699/06
IDN/CDC669/06
IDN/CDC835/06
IDN/CDC759/06
IDN/CDC836/06
IDN/CDC739/06
IDN/CDC940/06
IDN/CDC610/06
IDN/CDC287E/05
Ck/IDN/11/03
Ck/Bangli Bali/BBPV6 1/04
Ck/IDN/PA/03
Ck/Mangarai NTT/BPPV6/04
Ck/Pekalongan/BPPV4/03
Ck/IDN/BL/03
Ck/Bangli Bali/BPPV6 2/04
Ck/Kulon Progo/BBVW/05
Dk/IDN/MS/04
Ck/IDN/2A/03
Ck/Jembrana/BPPV6/04
Ck/Sragen/BPPV4/03
Tk/Kedaton/BPPV3/04
Ck/Pangkalpinang/BPPV3/04
Ck/Ngawi/BPPV4/04
Ck/Kupang 3 NTT/BPPV6/04
Ck/Wonosobo/BPPV4/03
Ck/IDN/5/04
Ck/IDN/4/04
90
(91/87/1.00)
95
97
96
98
0.002
(70/64/0.73)
(68/68/1.00)
(91/87/1.00)
dN/dS
= 1.514
Group 3
Group 1
Group 2
C
(M2)
97
Ck/Simalanggang/BPPVI/05
Ck/Salatiga/BBVet I/05
Ck/Tarutung/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Tebing Tinggi/BPPVI/05
IDN/CDC599/06
IDN/CDC625/06
IDN/CDC596/06
IDN/CDC595/06
IDN/CDC594/06
IDN/CDC597/06
IDN/CDC940/06
IDN/CDC835/06
IDN/CDC836/06
IDN/CDC759/06
IDN/CDC329/06
IDN/CDC326/06
Ct/IDN/CDC1/06
IDN/CDC739/06
IDN/CDC610/06
IDN/CDC669/06
IDN/CDC938/06
IDN/CDC1031/07
IDN/CDC1032/07
IDN/CDC887/06
IDN/CDC582/06
IDN/CDC523/06
IDN/CDC292T/05
IDN/CDC287E/05
IDN/CDC644/06
IDN/CDC699/06
IDN/CDC634/06
96
(76/74/1.00)
(31/27/0.47)
(40/34/0.97)
IDN/CDC357/06
IDN/CDC1047/07
IDN/CDC1046/07
IDN/6/05
Ck/Pangkalpinang/BPPV3/04
Tk/Kedaton/BPPV3/04
Ck/IDN/7/03
Ck/IDN/2A/03
Ck/Malang/BBVet IV/04
Ck/Purwakarta/BBVet IV/04
Ck/Kupang 1 NTT/BPPV6/04
Ck/Kulon Progo/BBVW/05
IDN/298H/06
IDN/CDC184/05
Ck/Magetan/BBVW/05
IDN/CDC7/05
IDN/5/05
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/Gunung Kidal/BBVW/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
IDN/CDC194P/05
IDN/CDC624/06
IDN/CDC623/06
IDN/CDC390/06
IDN/CDC370/06
Ck/Bantul/BBVet I/05
Qa/Yogjakarta/BBVet IX/04
Ck/Kupang 2 NTT/BPPV6/04
Ck/Mangarai NTT/BPPV6/04
Ck/Purworejo/BBVW/05
Dk/IDN/MS/04
Ck/Jembrana/BPPV6/04
Ck/IDN/11/03
Ck/IDN/BL/03
Ck/Sragen/BPPV4/03
Ck/Kupang 3 NTT/BPPV6/04
Qa/Boyolali/BPPV4/04
Ck/Ngawi/BPPV4/04
Ck/Wonosobo/BPPV4/03
Ck/Yogjakarta/BBVet IX/04
Ck/Bangli Bali/BBPV6 1/04
Qa/Tasikmalaya/BPPV4/04
Ck/IDN/4/04
Ck/Pekalongan/BPPV4/03
Ck/IDN/PA/03
Ck/Bangli Bali/BPPV6 2/04
Ck/IDN/5/04
Ck/Kulon Progo/BBVet XII 1/04
Ck/Kulon Progo/BBVet XII 2/04
0.01 R2
R3
R1
p
A
(HA)
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC836/06
IDN/CDC739/06
IDN/CDC835/06
IDN/CDC610/06
Ck/IDN/Bandung1631 49/06
Muscovy Dk/Jakarta/HABWIN/06
Ck/IDN/Garut1631 51/06
Qa/Jakarta/JU1/06
Ck/West Java/TASIKSOL/06
IDN/CDC644/06
IDN/CDC1046/07
IDN/CDC1047/07
IDN/CDC1032/07
IDN/CDC938/06
IDN/CDC887/06
IDN/CDC1031/07
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC634/06
IDN/CDC582/06
Ck/IDN/Lampung1631 23/06
Ck/IDN/Semerang1631 62/07
Sn/IDN/Malang1631 61/07
IDN/CDC370/06
IDN/CDC390/06
Ck/West Java/SMI ENDRI1/06
Ck/West Java/SMI ENDRI2/06
IDN/298H/06
Pg/IDN/Rokhit1631 6/06
Ck/IDN/Padang1631 1/06
Ck/IDN/Siak1631 2/06
Ck/IDN/Agam1631 3/06
Ck/IDN/Pekenbaru1631 11/06
IDN/CDC624/06
Ck/IDN/Gunung Kidul1631 33/06
IDN/CDC623/06
MDk/IDN/Kedri1631 24/06
Ck/West Java/SMI CSLK EB/06
Ck/West Java/SMI CSLK EC/06
Ck/West Java/SMI PAT/06
Ck/West Java/PWT WIJ/06
IDN/CDC292T/05
IDN/CDC742/06
IDN/CDC287E/05
Ck/IDN/Belitung Timor1631 18/06
IDN/CDC357/06
Ck/West Java/TASIKSOB/06
IDN/195H/05
Ck/IDN/Rejang Lebong1631 22/06
IDN/5/05
Ck/Pakun Baru/BPPV II/05
Ck/Murao Jambi/BBPV II/05
Dk/Indramayu/BBPW109/06
IDN/CDC194P/05
IDN/CDC184/05
IDN/CDC7/05
Ck/IDN/Wates1/05
Ck/Magetan/BBVW/05
Ck/IDN/Wates126/05
Ck/Gunung Kidal/BBVW/05
Ck/IDN/Wates130/05
Ck/Papua/TB1/06
Ck/Papua/TB15/06
Ck/Papua/TA5/06
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
Ck/Way Kanan/BBPVIII/06
Ck/Bandar Lampung/BBPVIII/06
Ck/Sembawa/BPPV III/05
Ck/Palembang/BPPV III/05
Ck/IDN/Bangka Seletan1631 21/06
Ck/IDN/Bangka Seletan1631 20/06
Ck/Purworejo/BBVW/05
Ck/Yogjakarta/BBVet IX/04
Qa/Yogjakarta/BBVet IX/04
Qa/Boyolali/BPPV4/04
100
IDN/CDC326/06
IDN/CDC329/06
Ct/IDN/CDC1/06
Ck/West Java/TASIK1/06
Ck/West Java/TASIK2/06
99
99
98
90
100
94
95
100
91
90
98
96
94
98
99
99
99
99
100
98
90
(97/97/1.00)
100 Group 2
B
(M1)
Group 3
Group 1
Group 2
IDN/6/05
IDN/195H/05
IDN/5/05
IDN/298H/06
IDN/CDC194P/05
IDN/CDC370/06
IDN/CDC390/06
IDN/CDC624/06
IDN/CDC623/06
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/CDC184/05
IDN/CDC7/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
Ck/Yogjakarta/BBVet IX/04
Qa/Yogjakarta/BBVet IX/04
Ck/Purworejo/BBVW/05
Ck/Malang/BBVet IV/04
Ck/Purwakarta/BBVet IV/04
Ck/Kupang 1 NTT/BPPV6/04
Ck/Salatiga/BBVet I/05
Ck/Tebing Tinggi/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Dairi/BPPVI/05
IDN/CDC625/06
IDN/CDC599/06
IDN/CDC596/06
IDN/CDC597/06
IDN/CDC594/06
IDN/CDC595/06
Ck/Bantul/BBVet I/05
Ck/Kupang 2 NTT/BPPV6/04
Qa/Boyolali/BPPV4/04
Qa/Tasikmalaya/BPPV4/04
Ck/IDN/7/03
Ck/Kulon Progo/BBVet XII 1/04
Ck/Kulon Progo/BBVet XII 2/04
IDN/CDC1047/07
IDN/CDC1046/07
IDN/CDC644/06
IDN/CDC938/06
IDN/CDC887/06
IDN/CDC1032/07
IDN/CDC1031/07
IDN/CDC523/06
Ct/IDN/CDC1/06
IDN/CDC326/06
IDN/CDC329/06
IDN/CDC292T/05
IDN/CDC357/06
IDN/CDC582/06
IDN/CDC634/06
IDN/CDC699/06
IDN/CDC669/06
IDN/CDC835/06
IDN/CDC759/06
IDN/CDC836/06
IDN/CDC739/06
IDN/CDC940/06
IDN/CDC610/06
IDN/CDC287E/05
Ck/IDN/11/03
Ck/Bangli Bali/BBPV6 1/04
Ck/IDN/PA/03
Ck/Mangarai NTT/BPPV6/04
Ck/Pekalongan/BPPV4/03
Ck/IDN/BL/03
Ck/Bangli Bali/BPPV6 2/04
Ck/Kulon Progo/BBVW/05
Dk/IDN/MS/04
Ck/IDN/2A/03
Ck/Jembrana/BPPV6/04
Ck/Sragen/BPPV4/03
Tk/Kedaton/BPPV3/04
Ck/Pangkalpinang/BPPV3/04
Ck/Ngawi/BPPV4/04
Ck/Kupang 3 NTT/BPPV6/04
Ck/Wonosobo/BPPV4/03
Ck/IDN/5/04
Ck/IDN/4/04
90
(91/87/1.00)
95
97
96
98
0.002
(70/64/0.73)
(68/68/1.00)
(91/87/1.00)
dN/dS
= 1.514 A A
(HA) B B
(M1) A
(HA) Group 2 0.002
Group 3
Group 1
Group 2
C
(M2)
97
Ck/Simalanggang/BPPVI/05
Ck/Salatiga/BBVet I/05
Ck/Tarutung/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Tebing Tinggi/BPPVI/05
IDN/CDC599/06
IDN/CDC625/06
IDN/CDC596/06
IDN/CDC595/06
IDN/CDC594/06
IDN/CDC597/06
IDN/CDC940/06
IDN/CDC835/06
IDN/CDC836/06
IDN/CDC759/06
IDN/CDC329/06
IDN/CDC326/06
Ct/IDN/CDC1/06
IDN/CDC739/06
IDN/CDC610/06
IDN/CDC669/06
IDN/CDC938/06
IDN/CDC1031/07
IDN/CDC1032/07
IDN/CDC887/06
IDN/CDC582/06
IDN/CDC523/06
IDN/CDC292T/05
IDN/CDC287E/05
IDN/CDC644/06
IDN/CDC699/06
IDN/CDC634/06
96
(76/74/1.00)
(31/27/0.47)
(40/34/0.97)
IDN/CDC357/06
IDN/CDC1047/07
IDN/CDC1046/07
IDN/6/05
Ck/Pangkalpinang/BPPV3/04
Tk/Kedaton/BPPV3/04
Ck/IDN/7/03
Ck/IDN/2A/03
Ck/Malang/BBVet IV/04
Ck/Purwakarta/BBVet IV/04
Ck/Kupang 1 NTT/BPPV6/04
Ck/Kulon Progo/BBVW/05
IDN/298H/06
IDN/CDC184/05
Ck/Magetan/BBVW/05
IDN/CDC7/05
IDN/5/05
Dk/Parepare/BBVM/05
Ck/Wajo/BBVM/05
Ck/Gunung Kidal/BBVW/05
Ck/IDN/CDC25/05
Ck/IDN/CDC24/05
IDN/CDC194P/05
IDN/CDC624/06
IDN/CDC623/06
IDN/CDC390/06
IDN/CDC370/06
Ck/Bantul/BBVet I/05
Qa/Yogjakarta/BBVet IX/04
Ck/Kupang 2 NTT/BPPV6/04
Ck/Mangarai NTT/BPPV6/04
Ck/Purworejo/BBVW/05
Dk/IDN/MS/04
Ck/Jembrana/BPPV6/04
Ck/IDN/11/03
Ck/IDN/BL/03
Ck/Sragen/BPPV4/03
Ck/Kupang 3 NTT/BPPV6/04
Qa/Boyolali/BPPV4/04
Ck/Ngawi/BPPV4/04
Ck/Wonosobo/BPPV4/03
Ck/Yogjakarta/BBVet IX/04
Ck/Bangli Bali/BBPV6 1/04
Qa/Tasikmalaya/BPPV4/04
Ck/IDN/4/04
Ck/Pekalongan/BPPV4/03
Ck/IDN/PA/03
Ck/Bangli Bali/BPPV6 2/04
Ck/IDN/5/04
Ck/Kulon Progo/BBVet XII 1/04
Ck/Kulon Progo/BBVet XII 2/04
0.01 C Group 1 PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 August 2008 | Volume 4 | Issue 8 | e1000130 3 Indonesian Reassortant H5N1 Influenza Virus Indonesian Reassortant H5N1 Influenza Virus Figure 1. Genetic, temporal, and geographical origin of reassortant
viruses doi:10.1371/journal.ppat.1000130.g002
PLoS Pathogens | www.plospathogens.org
4
August 2008 | Volume 4 | Issue 8 | e100 Early variants without significant grouping
Group 1
Group 2
Group 3
IDN/CDC739/06
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC836/06
IDN/CDC669/06
IDN/CDC835/06
IDN/CDC699/06
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/6/05
Ck/Simalanggang/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC887/06
IDN/CDC938/06
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC835/06
IDN/CDC669/06
IDN/CDC739/06
IDN/CDC836/06
IDN/CDC759/06
IDN/CDC940/06
IDN/6/05
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC597/06
IDN/CDC594/06
IDN/CDC596/06
IDN/CDC595/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC739/06
IDN/CDC835/06
IDN/CDC699/06
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/6/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
Ck/Dairi/BPPVI/05
IDN/CDC595/06
IDN/CDC594/06
IDN/CDC597/06
IDN/CDC596/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC739/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC835/06
IDN/6/05
IDN/CDC699/06
Ck/Dairi/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/5/05
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC835/06
IDN/CDC739/06
IDN/CDC669/06
IDN/CDC759/06
IDN/CDC938
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC887/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBV
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Simalanggang/BPPVI/0
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
IDN/6/05
Dk/IDN/MS/04
Ck/IDN/PA/03
2256bp
PB2
PB1
PA
HA
NP
NA
MP
NS
4524bp
6636bp
8319bp
9778bp 11113bp 12045bp 1285
Early variants
Group 1
Group 3
Group 2
Similarity
1.0
0.99
0.98
0.97
% of Permuted Trees
100
90
80
70
60
50
40
30
20
10
Bootscan analysis
Concatenated
influenza
genome
Breakpoint placement support
using c-AIC in GARD
Phylogenies inferred from
non-recombinant fragments
Similarity plot
A
B
C
D
E
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
2kbp
4kbp
6kbp
8kbp
10kbp
12kbp
12023bp
11080bp
4524bp
2197bp
Model average support
Figure 2. Recombination analyses on concatenated influenza virus genomes. (A) Schematic diagram of concatenated influenza
genomes. (B) Similarity plot. (C) Bootscan analysis. (D) GARD analysis. (E) Individual phylogenies reconstructed from non-recombinant frag
identified by GARD. Consensus sequences representing viral groups, window size of 600 bp and step size of 10 bp, were used for the similarit
and bootscan analysis. The distance bar for the trees in (D) is 0.004 substitutions/site. Taxa of putative reassortant viruses are in red. Genetic, temporal, and geographical origin of reassortant
viruses Early variants without significant grouping
Group 1
Group 2
Group 3
IDN/CDC739/06
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC836/06
IDN/CDC669/06
IDN/CDC835/06
IDN/CDC699/06
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/6/05
Ck/Simalanggang/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC887/06
IDN/CDC938/06
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC835/06
IDN/CDC669/06
IDN/CDC739/06
IDN/CDC836/06
IDN/CDC759/06
IDN/CDC940/06
IDN/6/05
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC597/06
IDN/CDC594/06
IDN/CDC596/06
IDN/CDC595/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC739/06
IDN/CDC835/06
IDN/CDC699/06
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/6/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
Ck/Dairi/BPPVI/05
IDN/CDC595/06
IDN/CDC594/06
IDN/CDC597/06
IDN/CDC596/06
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC523/06
IDN/CDC887/06
IDN/CDC938/06
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC739/06
IDN/CDC759/06
IDN/CDC669/06
IDN/CDC835/06
IDN/6/05
IDN/CDC699/06
Ck/Dairi/BPPVI/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
IDN/5/05
Dk/IDN/MS/04
Ck/IDN/PA/03
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC835/06
IDN/CDC739/06
IDN/CDC669/06
IDN/CDC759/06
IDN/CDC938/0
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC887/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
IDN/6/05
Dk/IDN/MS/04
Ck/IDN/PA/03
2256bp
PB2
PB1
PA
HA
NP
NA
MP
NS
4524bp
6636bp
8319bp
9778bp 11113bp 12045bp 12855
Early variants
Group 1
Group 3
Group 2
Similarity
1.0
0.99
0.98
0.97
% of Permuted Trees
100
90
80
70
60
50
40
30
20
10
Bootscan analysis
Concatenated
influenza
genome
Breakpoint placement support
using c-AIC in GARD
Phylogenies inferred from
non-recombinant fragments
Similarity plot
A
B
C
D
E
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
2kbp
4kbp
6kbp
8kbp
10kbp
12kbp
12023bp
11080bp
4524bp
2197bp
Model average support
Figure 2. Recombination analyses on concatenated influenza virus genomes. (A) Schematic diagram of concatenated influenza
genomes. (B) Similarity plot. (C) Bootscan analysis. (D) GARD analysis. (E) Individual phylogenies reconstructed from non-recombinant fragm
identified by GARD. Consensus sequences representing viral groups, window size of 600 bp and step size of 10 bp, were used for the similarity
and bootscan analysis. The distance bar for the trees in (D) is 0.004 substitutions/site. Taxa of putative reassortant viruses are in red. Genetic, temporal, and geographical origin of reassortant
viruses doi:10.1371/journal.ppat.1000130.g002
PLoS Pathogens | www.plospathogens.org
4
August 2008 | Volume 4 | Issue 8 | e10 2256bp
PB2
PB1
PA
HA
NP
NA
MP
NS
4524bp
6636bp
8319bp
9778bp 11113bp 12045bp 12855bp
Early variants
Group 1
Group 3
Group 2
Similarity
1.0
0.99
0.98
0.97
s
100
Concatenated
influenza
genome
Similarity plot
A
B
C A Co
Similarity plot
B B C D Group 3
IDN/CDC836/06
IDN/CDC940/06
IDN/CDC835/06
IDN/CDC739/06
IDN/CDC669/06
IDN/CDC759/06
IDN/CDC938/06
IDN/CDC523/06
IDN/CDC699/06
IDN/CDC887/06
IDN/5/05
Ck/Magetan/BBVW/05
Ck/Gunung Kidal/BBVW/05
Ck/Deli Serdang/BPPVI/05
Ck/Tarutung/BPPVI/05
Ck/Dairi/BPPVI/05
Ck/Simalanggang/BPPVI/05
IDN/CDC594/06
IDN/CDC595/06
IDN/CDC597/06
IDN/CDC596/06
IDN/6/05
Dk/IDN/MS/04
Ck/IDN/PA/03
12kbp E Group 2 Group 3 Figure 2. Recombination analyses on concatenated influenza virus genomes. (A) Schematic diagram of concatenated influenza virus
genomes. (B) Similarity plot. (C) Bootscan analysis. (D) GARD analysis. (E) Individual phylogenies reconstructed from non-recombinant fragments
identified by GARD. Consensus sequences representing viral groups, window size of 600 bp and step size of 10 bp, were used for the similarity plot
and bootscan analysis. The distance bar for the trees in (D) is 0.004 substitutions/site. Taxa of putative reassortant viruses are in red. doi:10.1371/journal.ppat.1000130.g002 PLoS Pathogens | www.plospathogens.org PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 4 Indonesian Reassortant H5N1 Influenza Virus Time (year)
10
1
10
2
10
-1
10
1
10
2
10
-1
2007
2006.5
2006
2005.5
2005
10
1
10
-1
10
-2
0
5
10
15
2007
2006.5
2006
2005.5
2005
R3-tMRCA
R2-tMRCA
R1-tMRCA
All-tMRCA
2007
2006.5
2006
2005.5
2005
2004.5
Time (year)
10
1
10
-1
10
-2
0
5
10
Genetic distance
( subs/site)
Relative genetic diversity
(NeT)
Relative genetic diversity
(NeT)
10
-3
Linear
regression
BMCMC
tMRCA
Reassortant
BSP
Parent (group 2)
BSP
A
C
E
G
B
D
F
H
Regression mean
Regression CI
tMRCA median
tMRCA HPD
BSP median
BSP HPD
BSP median
BSP HPD
Slope = 0.0035 0.0009
Slope = 0.0079 0.0011
+
+
Slope = 0.0047 0.0008
+
R3-tMRCA
R2-tMRCA
R1-tMRCA
All-tMRCA
2007
2006.5
2006
2005.5
2005
2004.5
Figure 3. Estimation of tMRCA and relative genetic diversity for reassortant viruses and its genetic parent (group 2). (A) and (B) show
the plots of the genetic distance from MRCA to each reassortant taxa, and the linear regression line depicting the tMRCA for HA and NA genes,
respectively. 95% confidence intervals are shown by dashed lines. Genetic, temporal, and geographical origin of reassortant
viruses Red dots and regression line indicate the removal of two sequences from the NA
dataset. (C) and (D) show the tMRCAs estimated respectively from HA and NA genes using the BMCMC method. 95% higher probability density (HPD)
is shown by the error bar. (E) and (F) show the Bayesian Skyline plots (BSP) illustrating the change of relative genetic diversity of reassortant viruses
through time estimated from the HA and NA gene datasets, respectively. (G) and (H) show the BSP for group 2 viruses estimated from HA and NA
gene datasets, respectively. doi:10.1371/journal.ppat.1000130.g003 A E Reassortant
BSP G Parent (group 2)
BSP Figure 3. Estimation of tMRCA and relative genetic diversity for reassortant viruses and its genetic parent (group 2). (A) and (B) show
the plots of the genetic distance from MRCA to each reassortant taxa, and the linear regression line depicting the tMRCA for HA and NA genes,
respectively. 95% confidence intervals are shown by dashed lines. Red dots and regression line indicate the removal of two sequences from the NA
dataset. (C) and (D) show the tMRCAs estimated respectively from HA and NA genes using the BMCMC method. 95% higher probability density (HPD)
is shown by the error bar. (E) and (F) show the Bayesian Skyline plots (BSP) illustrating the change of relative genetic diversity of reassortant viruses
through time estimated from the HA and NA gene datasets, respectively. (G) and (H) show the BSP for group 2 viruses estimated from HA and NA
gene datasets, respectively. d i 10 1371/j
l
t 1000130 003 tMRCA) was dated to July 2005 (highest probability density, HPD
confidence interval: April–October), which is consistent with the
linear regression estimate in Figure 3A and 3B. However, the
regression estimate of All-tMRCA for the NA gene (April 2005) is
slightly older than BMCMC estimate (July 2005). If strains IDN/
CDC1046/07 and IDN/CDC1047/07 are excluded from regres-
sion analyses then the All-tMRCA date (July 2005; as indicated by
the red regression line in Figure 3B) becomes consistent with the
BMCMC estimate (July 2005). This suggests that the regression tMRCA) was dated to July 2005 (highest probability density, HPD
confidence interval: April–October), which is consistent with the
linear regression estimate in Figure 3A and 3B. However, the
regression estimate of All-tMRCA for the NA gene (April 2005) is
slightly older than BMCMC estimate (July 2005). PLoS Pathogens | www.plospathogens.org Genetic, temporal, and geographical origin of reassortant
viruses If strains IDN/
CDC1046/07 and IDN/CDC1047/07 are excluded from regres-
sion analyses then the All-tMRCA date (July 2005; as indicated by
the red regression line in Figure 3B) becomes consistent with the
BMCMC estimate (July 2005). This suggests that the regression method was sensitive to rate variation caused by the two potential
recent reassortants. The tMRCA estimates (R1-tMRCA, R2-
tMRCA, and R3-tMRCA) for the individual reassortant sub-
groups range from May 2005 to April 2006 (Figure 3C and 3D). The majority (17/25) of reassortant viruses were isolated from
Greater Jakarta and surrounding areas such as Bekasi and Banten
(Table 1 and Figure 4). The remaining eight samples were isolated
from more distant locations in West Java province, such as
Indramayu and Karawang. The two earliest reassortant viruses PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 5 Indonesian Reassortant H5N1 Influenza Virus Table 1. Cases of human infections caused by Indonesian reassortant H5N1 HPAI viruses. Genetic, temporal, and geographical origin of reassortant
viruses migrations between mainland Java,
Sumatera and Sulawesi Selatan including Papua) are insignificantly
(p.0.2) and significantly (p,0.0002) lower than the corresponding
null values respectively, suggesting that the phylogeny of group 2
viruses is not geographically structured within Java, but is subdivided
by island-to-island migrations. However, we could not address
whether the viral migrations inside Sumatera and Sulawesi Selatan
including Papua are panmictic or structured due to limited operative
localities in our dataset to distinguish between different regions inside
these islands. We also found that the migration of group 2 viruses
from Greater Jakarta and surroundings to Sumatera and Sulawesi
Selatan including Papua was more frequent than expected under the
null hypothesis, and there is relatively little viral migration from the
rest of Java to Sumatera and Sulawesi Selatan including Papua
(Table S3). This observation suggests Greater Jakarta played a more
salient role in dispersing group 2 viruses to other Indonesian islands
than other parts of Java did. were isolated from central and east Jakarta (Table 1). Parsimony
reconstruction (see Methods) of binary ancestral geographical
states (either Greater Jakarta or West Java) upon the HA and NA
ML phylogenies suggested that the MRCA of all reassortants (and
the MRCAs of each reassortant subgroup) likely originated from
Greater Jakarta and surroundings (Table S2; result robust to
random resolution of polytomies; see Methods). Genetic, temporal, and geographical origin of reassortant
viruses Sub-
group
Strain name
Case
index
Fatal
Sex
Age
Family cluster
Placef
Onset date
Death date
Sampling
date
R1
IDN/CDC292/05
15
Y
M
8
Central Jakarta (1)
8-12-05
15-12-05
15-12-05
R1
IDN/CDC742/06
56
Y
F
17
Jakarta (1)
28-7-06
8-8-06
7-8-06
R1
IDN/CDC287/05
16
Y
M
39
East Jakarta (2)
9-12-05
12-12-05
13-12-05
R1
IDN/CDC357/06
21
Y
M
15
Padalarang, Bandung,
West Java (12)
n/a
1-2-06
30-1-06
R1
IDN/CDC326/06
19
Y
M
4
Ec, brother
Indramayu, West Java (8)
8-1-06
17-1-06
15-1-06
R1
IDN/CDC329/06
18
Y
F
13
Ec, sister
Indramayu, West Java (8)
6-1-06
14-1-06
14-1-06
R3
IDN/CDC940/06
74
Y
M
30 m
Karawang, West Java (9)
5-11-06
13-11-06
12-11-06
R3
IDN/CDC759/06
59
Y
F
35
Cikelet, West Java (10)
8-8-06
17-8-06
17-8-06
R3
IDN/CDC669/06
51
Y
M
13
South Jakarta (3)
9-6-06
14-6-06
13-6-06
R3
IDN/CDC836/06
68
Y
M
20
Bandung, West Java (7)
17-9-06
28-9-06
24-9-06
R3
IDN/CDC739/06
55
Y
M
16
Bekasi, West Java (4)
26-7-06
7-8-06
5-8-06
R3
IDN/CDC835/06
67
Y
M
9
South Jakarta (3)
13-9-06
22-9-06
22-9-06
R3
IDN/CDC610/06
41
Y
M
12
Bekasi, West Java (4)a
7-5-06
13-5-06
11-5-06
R2
IDN/CDC644/06
49
Y
M
15
Tasikmalaya, West Java (11)
24-5-06
30-5-06
30-5-06
R2
IDN/CDC1046/07
77
Y
F
22
Tangerang, Banten (5)
3-1-07
12-1-07
11-1-07
R2
IDN/CDC1047/07
78
Y
F
27
South Jakarta (3)
6-1-07
12-1-07
12-1-07
R2
IDN/CDC1032/07
76
Y
F
37
Md, mother
Tangerang, Banten (5)
1-1-07
11-1-07
6-1-07
R2
IDN/CDC938/06
73
Y
F
35
Tangerang, Banten (5)
7-11-06
28-11-06
10-11-06
R2
IDN/CDC887/06
71
Y
M
11
South Jakarta (3)
2-10-06
14-10-06
14-10-06
R2
IDN/CDC1031/07
75
Y
M
14
West Jakarta (6)
31-12-06
10-1-07
5-1-07
R2
IDN/CDC523/06
30
Y
F
10 m
Kapuk, West Jakarta (6)
17-3-06
23-3-06
23-3-06
R2
IDN/CDC699/06
53
Y
F
3
suburb of Jakarta (5)b
23-6-06
6-7-06
6-7-06
R2
IDN/CDC634/06
44
Y
F
10
He, sister
Bandung, West Java (7)
16-5-06
23-5-06
23-5-06
R2
IDN/CDC582/06
33
Y
M
30
Jakarta (1)
17-4-06
26-4-06
26-4-06 aSome information sources refer to this as East Jakarta. b bSome information sources refer to this as Tangerang. than the null value. However, the observed value of GSC within Java
(i.e., migrations between Greater Jakarta and the rest of Java) and
between the three islands (i.e. There are two other family members (father and sister) suspected with H5N1 infections (non-fatal).
dThere is another family member (son) who was confirmed with H5N1 infection (index #79, non-fatal); however, virus sequences are not available.
eThere is another family member (brother) who was confirmed with H5N1 infection (index #45, fatal); however, virus sequences are not available.
fNumbers in parentheses are the unique references to the localities shown in Figure 4. Numbers 1–6 were assigned to Greater Jakarta and surroundings; numbers 7–12
were assigned to West Java.
n/a = Information not available.
doi:10.1371/journal.ppat.1000130.t001 PLoS Pathogens | www.plospathogens.org bSome information sources refer to this as Tangerang.
cTh
t
th
f
il
b
(f th
d i t
)
t d
ith H5N1 i f
ti
(
f t l) August 2008 | Volume 4 | Issue 8 | e1000130 Population dynamics of reassortant and its parental
strain the MRCA of the group 3 viruses and preceding the emergence of
the reassortant viruses (highlighted in Figure 1B). The dN/dS
values for the M1 gene in this lineage (which we call the pre-
emergence lineage) was estimated to be 1.514 (95% CI: 0.447–
3.814; see Table S5), significantly higher (LRT p,0.002) than the
mean
estimates
for
other
lineages
(dN/dS = 0.077)
in
the
Indonesian clade and for lineages in other H5N1 HPAI clades
(e.g., Fujian, Qinghai, Thailand and Vietnam clades which have
dN/dS ranging from 0.05 to 0.09). This lineage-specific elevation
of dN/dS was not significant (LRT p.0.1) for other genes (i.e. HA,
NA, M2, PB1; see Table S5). Four amino acid changes in M1
occurred along the pre-emergence lineage, including threonine to
alanine at reside 37, arginine to lysine at reside 95, threonine to
alanine at reside 137, glutamine to histidine at reside 249. Three
(residue 37, 95, and 137) of them are located close to the
electrostatic positive surface of the N-terminal domain of the M1
protein molecule (Figure S7), and one (residue 249) is located in
the remaining C-terminal fragment. We used the Bayesian skyline plot (BSP) [23] to estimate the
change of relative genetic diversity of the reassortant viruses and of
the group 2 parental strain over time, as shown in Figure 3E–3H. For both the HA and NA datasets, the group 2 viruses consistently
show a slow growth in relative genetic diversity over time which
appears to follow a constant size or exponential growth model,
whereas the reassortant viruses initially exhibited an abrupt rise in
relative genetic diversity followed by stabilization, which visually
resembles a logistic growth curve with two phases [24,25]
(Figure 3E and 3F). When the BSPs are superimposed upon the
demographic results obtained under parametric growth models
(i.e., constant, exponential and logistic growth; Figure S8), then a
similar observation can also be made. However, BF tests (Table
S4) indicate there is insufficient statistical power to discriminate
between the three parametric growth models (lnBF,2.99),
suggesting a lack of strong demographic signal in these data. When the parametric demographic models were fitted to the data,
the median estimates of growth rates for the reassortant datasets
are generally higher than those estimated for the datasets of group
2 viruses (Table S1). However, the confidence intervals of some
growth rate estimates are fairly large and overlapped among the
reassortant and group 2 viral datasets. Discussion This study classified H5N1 HPAI viruses in Indonesia into three
distinct viral lineages (groups 1, 2, and 3) and discovered a group
of naturally occurring reassortant viruses that represent a newly
emergent H5N1 HPAI strain in Java in 2006. Several phylogenetic
methods concurred that two (MP and PB1) of the reassortant
viruses’ genome segments descended from the group 3 ancestral
viruses, and the remaining six (PB2, PA, HA, NP, NA, NS) segments
descended from the group 2 ancestral viruses. Although the
majority of reassortant viruses (24/25) are human isolates, few of
the associated human infections are epidemiologically linked
(Table 1), suggesting multiple sporadic zoonotic transmissions
from birds. The phylogeographic results indicate that the parental
viruses of the reassortants have been co-circulating in Java since
2005. Despite the identification of parental lineages, the exact
number of reassortment events remains difficult
to assess. Although the three fairly consistent phylogenetic subgroups
(subgroups R1, R2, and R3 in Figure S4) formed by the
reassortant viruses suggest three independent reassortments, the Spatial migration of reassortant and its parental strain The mean numbers of observed geographical state changes (GSC)
of the reassortant and of the group 2 parental strains were estimated
independently and compared with the null distribution of GSC
values under the null hypothesis of completely unrestricted migration
(i.e. panmixis; Figure S5) [22]. For the reassortant strain, the
observed GSC value was not significantly lower than the GSC value
expected under panmixis (Slatkin-Maddison test: p.0.2). Therefore
the observed geographic structure is not significantly different to that
expected by chance alone. For group 2 viruses, the observed GSC
value for all geographical state pairs is significantly (p,0.0002) lower August 2008 | Volume 4 | Issue 8 | e1000130 August 2008 | Volume 4 | Issue 8 | e1000130 6 Indonesian Reassortant H5N1 Influenza Virus WEST JAVA
G. JAKARTA
G. JAKARTA
CENTRAL JAVA
D.I YOGYAKARTA
EAST JAVA
Group 2 (2006)
Group 2 (2005)
Reassortant
Group 2 (2007)
Group 3 (2006)
Group 3 (2005)
Group 3 (2007)
Legend:
G. Jakarta and surroundings
5
5
1
3
1
3
6
6
4
4
8
7
2
2
9
12
10
11
25 km
100 km
Figure 4. Map of mainland Java in Indonesia. Locations for the putative reassortant viruses focused in this study are indicated with green
triangles. Numbers inside the triangles refer to the locations of the reassortant viruses described in Table 1. Locations of group 2 and 3 viruses are
indicated with orange circles and squares, respectively. Red circles and squares denote the locations of putative avian reassortant viruses in 2007. Only those parental strains genetically close to the reassortant viruses are shown in the map. A zoom-in of Greater Jakarta (G. Jakarta) and
surroundings is illustrated separately in a dashed-line bounded box in the centre of the figure. doi:10.1371/journal.ppat.1000130.g004 D.I YOGYAKARTA EAST JAVA EAST JAVA Figure 4. Map of mainland Java in Indonesia. Locations for the putative reassortant viruses focused in this study are indicated with green
triangles. Numbers inside the triangles refer to the locations of the reassortant viruses described in Table 1. Locations of group 2 and 3 viruses are
indicated with orange circles and squares, respectively. Red circles and squares denote the locations of putative avian reassortant viruses in 2007. Only those parental strains genetically close to the reassortant viruses are shown in the map. A zoom-in of Greater Jakarta (G. Spatial migration of reassortant and its parental strain Jakarta) and
surroundings is illustrated separately in a dashed-line bounded box in the centre of the figure. doi:10.1371/journal.ppat.1000130.g004 Figure 4. Map of mainland Java in Indonesia. Locations for the putative reassortant viruses focused in this study are indicated with green
triangles. Numbers inside the triangles refer to the locations of the reassortant viruses described in Table 1. Locations of group 2 and 3 viruses are
indicated with orange circles and squares, respectively. Red circles and squares denote the locations of putative avian reassortant viruses in 2007. Only those parental strains genetically close to the reassortant viruses are shown in the map. A zoom-in of Greater Jakarta (G. Jakarta) and
surroundings is illustrated separately in a dashed-line bounded box in the centre of the figure. doi:10.1371/journal.ppat.1000130.g004 PLoS Pathogens | www.plospathogens.org Indonesian Reassortant H5N1 Influenza Virus Future studies on economic and social geography
(e.g., addressing the modes of inter-provincial poultry transport) in
Indonesia might help to further elucidate the effect on the viral
dispersal by human, agricultural and industrial activities. In this
study, we opted for a lower geographical resolution (i.e., four
widely ranged geographical states instead of distinct geographical
coordinate for each viral isolate) in our phylogeographic analyses
because of the varying precision of the geographical data we have. Therefore, more complex hypotheses of viral origin and migration
trajectory cannot be investigated here, but can be explored when
more high-quality geographical data of Indonesian H5N1 viral
samples is available. Mechanisms of viral transmissions are sometimes correlated
with genetic diversity dynamics. For example, hepatitis C viruses
transmitted by drug injection or blood products have a faster rate
of spread than endemic strains circulating in Asia and Africa [32]. It has also been suggested that mosquito susceptibility may affect
the growth of dengue viruses [33]. Therefore, it is possible that a
change of host species could generate the difference in the viral
dynamics we observe. In our study, the majority of the reassortant
viruses (24/25) were isolated from humans, whereas only a
minority of the group 2 viruses were isolated from humans (10/57
and 10/41 in the HA and NA datasets, respectively). It has been previously shown that the receptor binding
specificity of hemagglutinin [34] and mutations in the viral
polymerase (e.g., lysine at residue 627 of PB2) [35–37] can
determine viral transmissibility and replication in different host
species. None of the aforementioned HA mutations which confer
recognition to human-type host cell receptors [34,38] were found
in the Indonesian reassortant viruses; however, our detection of
positively selected sites in the PB2 gene of the reassortant viruses
could potentially reflect adaptation to mammalian hosts, and
requires further investigation. In particular, amino acid changes
on two positively selected sites (threonine to methionine at reside
76, glutamic acid to glycine and alanine at reside 677) were found
on the internal branches of the reassortant lineage, corresponding
to molecular changes during sustainable transmissions. However,
some of these positively selected changes may also result from the
compensatory evolution as the mix of genome segments from
different strains might alter their epistatic physiochemistry [39]. Although most of the human isolates in our datasets were
epidemiologically unlinked, such linkage is theoretically possible
if many asymptotic or mildly manifested human infections are not
reported. Indonesian Reassortant H5N1 Influenza Virus We expect future development of analysis
methods will help to shed more light on the interaction between
viral migration and genetic diversity. Analysis of clinical records (Table 1) found that the mean
duration from onset to death in those fatal human cases caused by
Indonesian reassortant H5N1 viruses is 9.1 days (standard
deviation [SD] = 3.9; n = 23) and those caused by other Indone-
sian H5N1 viruses is 7.7 days (SD = 2.7; n = 10), and their means
are not significantly different (student t-test, p.0.25, two-tails). Therefore, based on the clinical records, the reassortant viruses did
not kill human faster than other Indonesian H5N1 viruses did. However, we would recommend more experimental studies
addressing the virulence, pathogenicity and immunogenicity of
the reassortant viruses and the parent strains to verify this claim in
the future. According to our analyses, the common ancestor of the
reassortant viruses is dated to July 2005 (HPD: April–October),
approximately 5 months prior to the first case of human infection
caused by the reassortant virus (index case #15 defined by WHO;
see Table 1). Our analysis of virus phylogeography suggests the
ancestors of these reassortant viruses first arose in Greater Jakarta
and surroundings, which agrees with the observation that the first
two cases of human infection by the reassortant viruses occurred in
Central and East Jakarta (index cases #15 and #16). The
molecular dating and phylogenetic analyses suggest that nascent
reassortant viruses might take several months to spread and
expand their diversity in the local bird population, eventually
leading to the exposure of human population. The subsequent
spread of the reassortant strain seems to become more rapid and
extensive, as human cases were reported outside Greater Jakarta
one month later, and the reassortant virus spread to as far as the
south and east of West Java in the following six months (Table 1
and Figure 4). Commercial poultry transportation, as well as
carriage by migratory birds, may facilitate the viral migration, but
their tangible contributions need further studies. Our results
suggest that the circulations of reassortant viruses and their genetic
parent (group 2) were not restricted by geography within Java. The
viral migration back to Greater Jakarta could be driven by the
inter-province transfer of infected poultry, in particular the
importation of live poultry or fresh poultry products to the densely
human populated Jakarta from the remote provinces engaged in
poultry-farming. Indonesian Reassortant H5N1 Influenza Virus underlying uncertainty in our estimated phylogenies means that
we cannot rule out the possibility of a single origin. The BSP analyses (Figure 3E–3H) indicate that the reassortant
viruses follow a logistic-like growth curve, which is typical for virus
invasion and maintenance, especially in a structured population
[24,25]. In contrast, the group 2 viruses followed a more
continuous and relatively slow growth in diversity. There was
insufficient data in our samples to definitively discriminate
between alternative population growth models and provide
narrow confidence intervals for parameter estimates, but our
results are suggestive and future sequencing will add to the needed
statistical power. The hypothesis of three reassortments implies that the viruses
have acquired exactly the same genome segments from the same
group of parental viruses, which seems unlikely to occur by chance
(probability = 0.0089, assuming panmixis and that exactly two
genomic segments are swapped out). This probability might be
increased if reassortments confer a selective advantage. We did
detect a significantly stronger selection pressure on the M1 protein
in the pre-emergence lineage of group 3 parental strain that led to
the reassortant viruses (Table S5). Previous reports suggested a few
amino acid changes in M1 of influenza A and B viruses can confer
a growth advantage in mouse lungs [27–29]. Although the M1
mutations identified in this pre-emergence lineage have not been
functional characterized elsewhere in the authors’ knowledge, one
(residue 137, TRA) of them is close to a previously characterized
mutation (residue 139, TRA) which controls the virulence in
mouse model [27,29]. Three of the inferred residue changes are
located close to the electropositive surface of N-terminal domain of
M1 protein (Figure S7) that acts to bind viral RNA [30,31]. The
M1
matrix protein
mediates
encapsulation
of
viral
RNA-
nucleoproteins into membrane envelope during packaging [31],
and has close contact with other viral proteins inside the viral
particle. It seems possible that some of these changes may be
involved
in the
adaptation
of reassortant
viruses, through
promotion of structural interactions among viral proteins. What factors have contributed to the apparent difference in the
growth of genetic diversity? Rates of molecular evolution between
the two groups were similar (Figure S6) and therefore are not likely
to be the cause. Since our analyses could not resolve the temporal
dynamics of population subdivision by geography, we cannot
directly investigate how viral genetic variation is affected by the
population structure. PLoS Pathogens | www.plospathogens.org Diversifying selection in the PB2 and M1 genes Diversifying selection in the PB2 and M1 genes Using the Random Effects Likelihood (REL) method [26] we
found sites under positive selection in the PB2 gene (codons 76,
534, 627, 677 and 740) and the PA gene (codon 409) of the
reassortant viruses. The Fixed Effects Likelihood (FEL) method
[26] was more conservative and only identified PB2 codon 534 as
being positively selected. For the group 2 viruses, HA codon 129
(starting from HA1) and M1 gene codon 205 were the only
selected
sites
identified
by
the
FEL
and
REL
methods,
respectively. Using a lineage-specific selection model (see Meth-
ods),
we
identified
elevated
rates
of
diversifying
selection,
measured by the ratio of non-synonymous to synonymous
substitutions (dN/dS), on the M1 gene in the lineage leading to PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 7 Indonesian Reassortant H5N1 Influenza Virus Recently, some evidence of subclinical or asymptotic
H5N1 infection in humans has been put forward [40,41]; PLoS Pathogens | www.plospathogens.org PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 8 Indonesian Reassortant H5N1 Influenza Virus however, the ability of the viruses to transmit from these infected
individuals to other susceptible individuals remains unknown. version 4beta10 [58], respectively. A general-time-reversal (GTR)
substitution model with gamma distributed rate heterogeneity of 4
rate categories (C4) and a proportion of invariable sites were used in
all tree reconstruction methods. Phylogenies were rooted with the
H5N1 HPAI strain A/Ck/HK/YU324/2003, which is genetically
close to the newly reported Hunan strains [17], and shares
comparable genetic proximity to Indonesian clade. The
possible
role
of
other
animal
host
species
in the
transmissions of reassortant viruses in Indonesia should not be
neglected. In particular, one of the reassortant viruses was isolated
from a dead cat in Jakarta, where H5N1 outbreaks in poultry and
sporadic human infections have been reported [42]. Moreover,
unusual high mortality of cats in the vicinity of H5N1 HPAI
outbreaks has been reported [43]. An unofficial report also
detected H5N1 HPAI sero-positivity in around 20% of 500 blood
samples taken from stray cats near poultry markets in Java and
Sumatera [44]. In addition to small cats in Germany [45], Iran
[46], and Indonesia [42], dogs and zoo tigers were also found
infected with H5N1 HPAI viruses in Thailand [47,48]. Further-
more, previous experimental studies have demonstrated that cats
can be infected with H5N1 HPAI virus [49,50], and that cat-to-cat
transmission is possible [49,51]. Could cats, or other non-avian
species, have played a role in spreading the reassortant viruses in
Java? Similarly, could cats act as amplifying hosts facilitating viral
expansion and cross-species transmission, as civets did in the
SARS outbreaks [52]? Future experimental studies on these
reassortant viruses, that assess viral transmissibility between
species, together with epidemiological studies, such as viral
monitoring within Indonesian animal populations using serological
tests and PCR detection, would give more clues to these questions. Recombination and reassortment detection Homologous recombination within each gene segment among
Indonesian H5N1 isolates was extensively searched using Recom-
bination Detection Program version 2 (RDP2) [59], and the
datasets are found to be free of homologous recombination. Putative reassortant viruses were preliminarily identified by their
topological incongruity across the phylogenies of different gene
segments. This was further investigated using a smaller set of
Indonesian H5N1 virus isolates with full genome sequences, which
included sequences of early viruses (n = 2), group 1–3 lineages
(n = 12) and putative reassortant viruses (n = 10). The eight gene
segment alignments were manually concatenated in the order of
their length to generate a single alignment of complete genome
sequences, and was further analyzed using 1) similarity plots and 2)
bootscan analyses [60] implemented in SIMPLOT version 3.5.1
[61], and 3) GARD [62] available via the Datamonkey website
[63]. The hypothesis of reassortment was supported if the
recombinant breakpoints were detected near the junctions where
the genome segments were manually concatenated. H5N1 HPAI viruses have been endemic and evolved into
different genetic lineages that have spread across Indonesia. Areas
where more than one lineage of virus is co-circulating, such as
Jakarta, are most likely to generate novel viruses by inter-lineage
reassortment. These reassortant viruses have distinctive evolution-
ary and transmission dynamics, as shown in this study. We suggest
that more intensive and timely field surveillance and analysis of
influenza viruses, including H5N1 HPAI and human H3N2,
H1N1, and H1N2 epidemic strains, should be employed, so that
bio-security can be undertaken promptly and appropriate strains
can be selected for vaccine production whenever a novel
reassortant strain emerges. The reassortant viruses reported in
this study should be also added to the watch list for the future
epidemiological surveillance. Phylogeography and migration analyses The geographic locations of virus isolation were either obtained
from the sequence databases, or obtained through personal
communication with Catherine Smith (from Disease Control
and Prevention, Atlanta, USA), or inferred from their strain names
(Tables 1 and S6). The locations of isolates were indicated on the
map of main island of Java in Indonesia (Figure 4). Due to the limit
of our geographical data, the localities of the isolates shown in the
map (Figure 4) should be regarded as arbitrary within the province
which is the highest precision level shared by all viral samples. Each of the reassortant viruses was assigned with a state of either
Greater Jakarta (surroundings included) or West Java depending
on its place of origin (Table 1). The migratory history of the
reassortant viruses (n = 25) between these geographical states were
inferred based on the refined ML phylogeny of HA and NA (Figure
S4) independently using two parsimony optimization methods,
called ACCTRAN (accelerated transformation) and DELTRAN
(delayed transformation) implemented in PAUP* software. The
geographical states of all ancestral nodes in the tree were estimated
to achieve minimum state changes in overall, and therefore the
number of state changes and state of the MRCA of the reassortant
was obtained. Polytomies were randomly resolved 1,000 times,
and state changes were estimated separately for each resolution. The mean number of state changes was then calculated. To test
against the null hypothesis of completely unrestricted migration
between geographical states (panmixis), the mean number of
observed state changes
was compared with the frequency
distribution of the mean number of expected state changes under
the null hypotheses. The null distribution and critical values were
generated by randomly shuffling the states of isolates 5,000 times
(the Slatkin-Maddison test [22,24,64]). The migratory history of
group 2 viruses was also studied using the HA gene in a similar
manner, while each group 2 virus was assigned to either of four
widely ranged geographical states: Greater Jakarta and surround-
ings, the rest of Java, Sumatra, and Sulawesi Selatan, including Sequence data collection and alignment Sequence data collection and alignment
H5N1 influenza viruses isolated from avian and mammalian
hosts in Indonesia during 2003–2007 were studied. Their genomic
sequences (n = 807) were extracted from the Influenza Virus
Resource [53] and the Influenza Sequence Database [54] in
September 2007, and aligned using MUSCLE version 3.6 [55]. Columns with gaps were removed from the alignments, and
sequences from the same virus strain (duplicated submission in the
two databases) were filtered such that one copy was retained. Eight
genome segment alignment datasets (PB2, PB1, PA, HA, NP, NA,
MP, and NS), as well as four coding sequences (M1, M2, NS1, and
NS2), were generated. Full details of our datasets can be found in
Table S6 and S7. PLoS Pathogens | www.plospathogens.org Indonesian Reassortant H5N1 Influenza Virus Indonesian Reassortant H5N1 Influenza Virus Papua. This assignment scheme is comparable to that of
reassortant viruses, as West Java is part of Java. and cat reassortant viruses are in red. Putative avian reassortant
viruses are in blue. Arrows indicate the roots. Distance unit is
substitutions/site. and cat reassortant viruses are in red. Putative avian reassortant
viruses are in blue. Arrows indicate the roots. Distance unit is
substitutions/site. Identifying mutations fixed along the lineage The ancestral nucleotide sequences of all internal nodes were
reconstructed using joint ML method [68] implemented in HYPHY. Amino acid changes along the pre-emergence lineage were
determined, and were then mapped onto the three-dimensional
structure of the N-terminal domain of M1 matrix protein molecule
[30] available (PDB-ID: 1EA3) in RCSB Protein Data Bank. Found at: doi:10.1371/journal.ppat.1000130.s005 (1.24 MB EPS) Figure S6
Substitution rates of HA and NA genes from
reassortant and group 2 parental strains. 95% higher probability
densities (HPDs) are indicated by the error bars. 1st, 2nd, 3rd, and
C denote the rate for the 1st codon position, 2nd codon position,
3rd
codon position, and
whole
sequence
(non-partitioned),
respectively. Substitution rate units for codon partitioned and
non-partitioned sequences are substitution/codon/year and sub-
stitution/site/year, respectively. Detecting positively selected sites and lineages g
y
g
Positively selected sites were detected using random effect
likelihood (REL) and fixed effect likelihood (FEL) methods [26] via
the Datamonkey website [63]. Bayes factors larger than 50 and p-
values smaller than 0.1 were used as thresholds for strong evidence
of selection in REL and FEL, respectively. To test lineage-specific
positive selection, the two-ratio branch model was used, which
pre-specifies a single rate of synonymous substitution (dS) for the
whole phylogeny and two rates of non-synonymous substitution
(dN1 and dN2). The dN1 was specified for the pre-emergence
lineage (indicated as the ancestral branch connecting the group 3
MRCA; see Figure 1B) for the group 3 viruses (including the
reassortant viruses for M1, M2, and PB1 genes). The dN2 was
specified for other lineages across the phylogenies. The ML
estimates of these rate parameters were performed in HYPHY
version 0.99 [67]. The resulting likelihood score of the two-ratio
model was then compared with that of the one-ratio model, which
assumes the same dN and dS across the phylogeny, using the
likelihood ratio test (LRT, with degree of freedom = 1). The
substitution model MG94XGTR+C4 was used. Figure S4
Refined phylogenies of reassortant viruses inferred
from their HA and NA genes. ML phylogenies reconstructed from
(A) HA gene and (B) NA gene. Topological supports summarized
from 1,000 ML bootstrap replications are shown. For major
lineages, NJ bootstrap support (1,000 replications) and posterior
probability from BMCMC analyses (5,000 tree samples) are also
shown inside parentheses (ML/NJ/BMCMC). Subgroups R1, R2,
and
R3
reassortant
viruses
are
in
red,
blue,
and
green,
respectively. Arrows indicate the rooting using strain IDN/5/05
as the outgroup. Distance unit is substitutions/site. Found at: doi:10.1371/journal.ppat.1000130.s004 (1.18 MB EPS) Figure S5
Mean number of observed geographical state changes
and the frequency distribution of mean number of expected
geographical state changes under null hypothesis of panmixis. (A–
D) show the frequency distribution of reassortant viruses from the
HA ([A–B]) and NA ([C–D]) datasets using delayed transforma-
tion (DEL; [A,C]) and accelerated transformation (ACC; [B,D])
methods. (E) and (F) show the frequency distribution of group 2
viruses from the HA dataset using DEL and ACC methods,
respectively. Arrowheads indicate the mean number of observed
geographical state changes (GSCs) and the corresponding p-value
tested against the null distribution. PLoS Pathogens | www.plospathogens.org Estimating the rate of evolution and genetic diversity
dynamics Found at: doi:10.1371/journal.ppat.1000130.s001 (2.81 MB EPS) Found at: doi:10.1371/journal.ppat.1000130.s001 (2.81 MB EPS) Figure S2
Phylogenies of PA, NP, and NA genes of Indonesian
H5N1 HPAI viruses. ML phylogenies reconstructed from (A) PA
gene, (B) NP gene, and (C) NA gene. Topological supports (.90)
summarized from 1,000 ML bootstrap replications are shown. For
major lineages, NJ bootstrap support (1,000 replications) and
posterior probability from BMCMC analyses (5,000 tree samples)
are also shown inside parentheses (ML/NJ/BMCMC). Putative
human and cat reassortant viruses are in red. Putative avian
reassortant viruses are in blue. Arrows indicate the roots. Distance
unit is substitutions/site. y
Parameters of codon-partitioned substitution rates, demograph-
ic functions, tMRCA and tree topologies were co-estimated from
HA and NA gene datasets of reassortant and group 2 viruses
separately in a BMCMC framework [18] using BEAST version
1.4.6 [65]. Substitution model HKY+C4 with invariable site
portion was used. Isolation dates were used to calibrate the
molecular clock. Three clock models including strict clock, UCEN
and UCLN relaxed clocks [21] were attempted independently,
and the best-fit clock model was selected by comparing the BF
calculated from their posterior distributions [20]. The Bayesian
skyline plot [23] was used to estimate population dynamics, in
terms of relative genetic diversity. Less complex parametric
demographic models (constant size, exponential growth and
logistic growth) were applied independently, and the best-fit
models selected by BF tests were used to quantitatively estimate
the
growth
rate
and
other
demographic
parameters. The
BMCMC analyses contained 26108 states, with sampling every
1,000 states, and the first 10% of each chain was discarded as
burn-in. Convergences and effective sample sizes of the estimates
were checked using Tracer v1.4 [66]. Found at: doi:10.1371/journal.ppat.1000130.s002 (3.06 MB EPS) Figure S3
Phylogenies of MP and NS segments, NS1 and NS2
genes of Indonesian H5N1 HPAI viruses. ML phylogenies
reconstructed from (A) MP segment, (B) NS segment, (C) NS1
gene, and (D) NS2 gene. Topological supports (.90) summarized
from 1,000 ML bootstrap replications are shown. For major
lineages, NJ bootstrap support (1,000 replications) and posterior
probability from BMCMC analyses (5,000 tree samples) are also
shown inside parentheses (ML/NJ/BMCMC). Putative human
and cat reassortant viruses are in red. Arrows indicate the roots. Distance unit is substitutions/site. Found at: doi:10.1371/journal.ppat.1000130.s003 (3.19 MB EPS) Phylogenetic analyses Phylogenetic trees of 12 alignment datasets were reconstructed
using the ML approach implemented in PhyML 3.412 [56]. The
robustness of the ML tree topology was assessed by comparing the
ML topology with the topologies sampled in the BMCMC analysis
performed in MrBayes version 3.1.2 [57], and with bootstrapping
analyses of 1,000 pseudo-replicate datasets. ML and NJ trees were
estimated from the bootstrap datasets using PhyML [56] and PAUP* PLoS Pathogens | www.plospathogens.org PLoS Pathogens | www.plospathogens.org August 2008 | Volume 4 | Issue 8 | e1000130 9 Supporting Information Empty
entries indicate the unavailability (e.g., no sequence found, too
short, too many ambiguous codes, and too many gaps) of the
sequence. Table S6
Information and phylogenetic groupings of sequences
used in this study. 1, 2, 3, and X denotes groups 1, 2, 3, and
unclassified (early viruses; see main text for explanation). Empty
entries indicate the unavailability (e.g., no sequence found, too
short, too many ambiguous codes, and too many gaps) of the
sequence. Dataset S1
Computer files of phylogenetic trees of Indonesian
H5N1 influenza viruses. The zip file includes dendrogram (in
NEWICK format) of ML phylogenies reconstructed from PB2,
PB1, PA, HA, NP, NA, MP, M1, M2, NS, NS1, and NS2 gene
datasets (described in main text). Topological supports (percent-
ages) shown in the internal nodes were summarized from
1,000 ML bootstrap replications. NJ bootstrap replications and
BMCMC sampled trees are available upon request. Found at: doi:10.1371/journal.ppat.1000130.s009 (0.02 MB ZIP) Found
at:
doi:10.1371/journal.ppat.1000130.s015
(0.35
MB
DOC) Table S7
Accession numbers of the sequences used in this study. Found
at:
doi:10.1371/journal.ppat.1000130.s016
(0.93
MB
DOC) p
p
q
Found at: doi:10.1371/journal.ppat.1000130.s009 (0.02 MB ZIP) Table S1
Parameter estimates of best-fit parametric demograph-
ic models in HA and NA gene datasets of reassortant and its
parental strain. 95% highest probability densities (HPDs) of the
estimates are shown in the parentheses. Found
at:
doi:10.1371/journal.ppat.1000130.s010
(0.04
MB
DOC) Table S1
Parameter estimates of best-fit parametric demograph-
ic models in HA and NA gene datasets of reassortant and its
parental strain. 95% highest probability densities (HPDs) of the
estimates are shown in the parentheses. Acknowledgements p
Found
at:
doi:10.1371/journal.ppat.1000130.s010
(0.04
MB
DOC) We gratefully acknowledge the sharing of virus samples by Ministry of
Health, Indonesia, and thank the scientists in H5N1 reference laboratories
for genome sequences. We thank Catherine Smith for her help in refining
the geographical data used in this study. We also thank A.M. Vandamme,
Philippe Lemey, Andrew Rambaut, Alexei Drummond and the anony-
mous reviewers for their helpful advices. We gratefully acknowledge the
support of BIOSUPPORT and HPCPOWER projects for providing
bioinformatic and computational services from Computer Centre in The
University of Hong Kong. We also thank W. K. Kwan and Frankie
Cheung for their computational assistance. Table S2
Proportion of geographical state of the MRCAs of
reassortant viruses inferred from 1,000 polytomy-resolved trees by
parsimony methods. Ambiguous states estimated are ignored. Two
parsimony optimizations, including delayed transformation (DEL)
and accelerated transformation (ACC), were used. Found
at:
doi:10.1371/journal.ppat.1000130.s011
(0.04
MB
DOC) Table S3
Difference between mean observed and expected
number of geographical state changes in the parental strain viruses
(group 2). Author Contributions Conceived and designed the experiments: TTYL FCCL. Analyzed the
data: SLKP RTYW. Contributed reagents/materials/analysis tools:
RTYW. Wrote the paper: SLKP. Collected and organized the sequence
data: TTYL RTYW CWY FZ. Performed the research experiments and
analyses: TTYL. Analyzed the data and wrote the manuscript: TTYL
CCH OGP SLKP FCCL. Conceived and designed the experiments: TTYL FCCL. Analyzed the
data: SLKP RTYW. Contributed reagents/materials/analysis tools:
RTYW. Wrote the paper: SLKP. Collected and organized the sequence
data: TTYL RTYW CWY FZ. Performed the research experiments and
analyses: TTYL. Analyzed the data and wrote the manuscript: TTYL
CCH OGP SLKP FCCL. Found
at:
doi:10.1371/journal.ppat.1000130.s012
(0.05
MB
DOC) Table S4
Bayes factor testing of different molecular clock and
demographic models in BMCMC analyses. Underlined are the References 9. Sedyaningsih ER, Isfandari S, Setiawaty V, Rifati L, Harun S, et al. (2007)
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Phylogenies of PB2 and PB1 genes of Indonesian
H5N1 HPAI viruses. ML phylogenies reconstructed from (A) PB2
gene and (B) PB1 gene. Topological supports (.90) summarized
from 1,000 ML bootstrap replications are shown. For major
lineages, NJ bootstrap support (1,000 replications) and posterior
probability from BMCMC analyses (5,000 tree samples) are also
shown inside parentheses (ML/NJ/BMCMC). Putative human Found at: doi:10.1371/journal.ppat.1000130.s006 (0.88 MB EPS) Found at: doi:10.1371/journal.ppat.1000130.s006 (0.88 MB EPS) Figure S7
Molecular structure of the dimer formed by two N-
terminal domains of the M1 matrix protein. There are 8 snapshots
of the M1 dimer structure (PDB-ID: 1EA3) in which each is August 2008 | Volume 4 | Issue 8 | e1000130 10 Indonesian Reassortant H5N1 Influenza Virus selected best-fit models that could not be rejected by the
alternative models. Found
at:
doi:10.1371/journal.ppat.1000130.s013
(0.05
MB
DOC) selected best-fit models that could not be rejected by the
alternative models. rotated 45 degrees counter-clockwise (on x-plane) from its left
snapshot. Blue and red indicate the positively and negatively
charged
surfaces,
respectively. The
residues
in
which
the
substitutions occurred along the pre-emergence lineage are
highlighted with green (residues 37, 95, and 137 are indicated
by white, orange, and yellow arrows, respectively). The structure is
visualized by DeepView software. rotated 45 degrees counter-clockwise (on x-plane) from its left
snapshot. Blue and red indicate the positively and negatively
charged
surfaces,
respectively. The
residues
in
which
the
substitutions occurred along the pre-emergence lineage are
highlighted with green (residues 37, 95, and 137 are indicated
by white, orange, and yellow arrows, respectively). The structure is
visualized by DeepView software. Table S5
Estimations of dN/dS using 1-ratio and 2-ratio
lineage-specific selection models. These estimations were per-
formed in HYPHY software. Gene datasets other than PB1, HA,
NA, M1, and M2 were not analyzed because group 3 is represented
by the single virus IDN/6/05. Found
at:
doi:10.1371/journal.ppat.1000130.s014
(0.03
MB
DOC) y
p
Found at: doi:10.1371/journal.ppat.1000130.s007 (3.54 MB TIF) y
p
Found at: doi:10.1371/journal.ppat.1000130.s007 (3.54 MB TIF) Figure S8
Growth curves of genetic diversity estimated by
simple parametric models are superimposed on Bayesian skyline
plots. at: doi:10.1371/journal.ppat.1000130.s008 (2.82 MB E Table S6
Information and phylogenetic groupings of sequences
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56. Guindon S, Gascuel O (2003) A simple, fast, and accurate algorithm to estimate
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Musashi proteins are post-transcriptional regulators of the epithelial-luminal cell state
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eLife
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elifesciences.org elifesciences.org RESEARCH ARTICLE elifesciences.org elifesciences.org Musashi proteins are post-transcriptional
regulators of the epithelial-luminal cell
state Yarden Katz1,2,4†, Feifei Li3†, Nicole J Lambert4, Ethan S Sokol2,4, Wai-Leong Tam2,
Albert W Cheng2,4, Edoardo M Airoldi5,6, Christopher J Lengner7,8, Piyush B Gupta2,4,
Zhengquan Yu3*, Rudolf Jaenisch2,4*, Christopher B Burge4* 1Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology,
Cambridge, United States; 2Whitehead Institute for Biomedical Research, Cambridge,
United States; 3State Key Laboratories for Agrobiotechnology, College of Biological
Sciences, China Agricultural University, Beijing, China; 4Department of Biology,
Massachusetts Institute of Technology, Cambridge, United States; 5Department of
Statistics, Harvard University, Cambridge, United States; 6The Broad Institute,
Cambridge, United States; 7Department of Animal Biology, School of Veterinary
Medicine, University of Pennsylvania, Philadelphia, United States; 8Institute for
Regenerative Medicine, University of Pennsylvania, Philadelphia, United States Abstract The conserved Musashi (Msi) family of RNA binding proteins are expressed in
stem/progenitor and cancer cells, but generally absent from differentiated cells, consistent
with a role in cell state regulation. We found that Msi genes are rarely mutated but frequently
overexpressed in human cancers and are associated with an epithelial-luminal cell state. Using
ribosome profiling and RNA-seq analysis, we found that Msi proteins regulate translation of
genes implicated in epithelial cell biology and epithelial-to-mesenchymal transition (EMT), and
promote an epithelial splicing pattern. Overexpression of Msi proteins inhibited the translation
of Jagged1, a factor required for EMT, and repressed EMT in cell culture and in mammary gland
in vivo. Knockdown of Msis in epithelial cancer cells promoted loss of epithelial identity. Our
results show that mammalian Msi proteins contribute to an epithelial gene expression program
in neural and mammary cell types. DOI: 10 7554/eLife 03915 001 *For correspondence: zyu@cau. edu.cn (ZY); jaenisch@wi.mit.edu
(RJ); cburge@mit.edu (CBB) †These authors contributed
equally to this work Competing interests: See page 24 Competing interests: See page 24 Funding: See page 24
Received: 06 July 2014
Accepted: 05 November 2014
Published: 07 November 2014 Introduction During both normal development and cancer progression, cells undergo state transitions marked
by distinct gene expression profiles and changes in morphology, motility, and other properties. The Epithelial-to-Mesenchymal Transition (EMT) is one such transition, which is essential in development
and is thought to be co-opted by tumor cells undergoing metastasis (Polyak and Weinberg, 2009). Much work on cell state transitions in both the stem cell and cancer biology fields has focused on the
roles that transcription factors play in driving these transitions (Polyak and Weinberg, 2009; Lee and
Young, 2013), such as the induction of EMT by ectopic expression of the transcription factors Snail,
Slug, or Twist (Mani et al., 2008). Reviewing editor: Benjamin J
Blencowe, University of Toronto,
Canada Canada now find that the Musashi
proteins are also often overexpressed in human breast, lung, and prostate tumors. In addition, Musashi
proteins are much less abundant in cells that have completed an epithelial-to-mesenchymal transition. When Katz, Li et al. artificially reduced the amounts of Musashi proteins in breast cancer cells,
the cells migrated and dispersed, as if becoming mesenchymal cells. Furthermore, many of the
genes normally used in epithelial cells were switched off. In comparison, artificially increasing the
levels of Musashi proteins halted the movement of mesenchymal cells and led to increased levels of
genes used in epithelial cells, as if they were reverting to epithelial cells. Therefore, it appears that
the Musashi proteins prevent epithelial cells from developing mesenchymal properties. When Katz, Li et al. artificially reduced the amounts of Musashi proteins in breast cancer cells,
the cells migrated and dispersed, as if becoming mesenchymal cells. Furthermore, many of the
genes normally used in epithelial cells were switched off. In comparison, artificially increasing the
levels of Musashi proteins halted the movement of mesenchymal cells and led to increased levels of
genes used in epithelial cells, as if they were reverting to epithelial cells. Therefore, it appears that
the Musashi proteins prevent epithelial cells from developing mesenchymal properties. Katz, Li et al. investigated how Musashi proteins work at the molecular level by studying neural
and mammary cells in mice. This revealed that Musashi proteins control the steps that lead to the
epithelial-to-mesenchymal transition by binding to the tail end of the RNA molecules that include
the instructions to make certain proteins. This affects how often these proteins can be made from
the RNA molecules. Katz, Li et al. suggest that Musashi proteins may similarly control the behavior of
progenitor and stem cells in many other tissues as well; however, further study is needed to confirm this. DOI: 10 7554/eLife 03915 002 reprogramming of somatic cells to induced pluripotent stem cells (iPSCs), which have the essential
characteristics of embryonic stem cells (ESCs). For example, overexpression of the translational regu
lator and microRNA processing factor Lin28 along with three transcription factors is sufficient to repro
gram somatic cells (Yu et al., 2007). The Muscleblind-like (Mbnl) family of RBPs promote differentiation
by repressing an ESC-specific alternative splicing program, and inhibition of Mbnls promotes cellular
reprogramming (Han et al., 2013). Canada Copyright Katz et al. This
article is distributed under the
terms of the Creative Commons
Attribution License, which
permits unrestricted use and
redistribution provided that the
original author and source are
credited. Recent work has shown that RNA-binding proteins (RBPs) also play important roles in cell state
transitions, by driving post-transcriptional gene expression programs specific to a particular cell state. The epithelial specific regulatory protein (ESRP) family of RBPs are RNA splicing factors with epithelial
tissue-specific expression whose ectopic expression can partially reverse EMT (Warzecha et al.,
2009; Shapiro et al., 2011). RBPs have also been implicated in other cell state transitions, such as Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 1 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine eLife digest All living things start life as a single cell, but many organisms develop into a collection
of different, specialized cells. Most of the cells in an organism can only divide to make more of the
same type of cell; however, stem cells are different because they can ‘differentiate’ and develop
into several different cell types. eLife digest All living things start life as a single cell, but many organisms develop into a collection
of different, specialized cells. Most of the cells in an organism can only divide to make more of the
same type of cell; however, stem cells are different because they can ‘differentiate’ and develop
into several different cell types. A key step in the development of an embryo is called the epithelial-to-mesenchymal transition,
in which an epithelial cell—a cell type that normally lines body surfaces and cavities—begins to
crawl away from the tissue it is in and starts to differentiate. This transition also allows cancer cells
to leave tumors and spread around the body, in a process known as metastasis. In mammals, two proteins called Musashi1 and Musashi2 are abundant in stem cells and brain
cancers, but are rarely found in specialized tissues and cells. Katz, Li et al. now find that the Musashi
proteins are also often overexpressed in human breast, lung, and prostate tumors. In addition, Musashi
proteins are much less abundant in cells that have completed an epithelial-to-mesenchymal transition. In mammals, two proteins called Musashi1 and Musashi2 are abundant in stem cells and brain
cancers, but are rarely found in specialized tissues and cells. Katz, Li et al. Msi genes are frequently overexpressed in multiple human cancers Msi genes are frequently overexpressed in multiple human cancers
To obtain a broad view of the role Msis might play in human cancer, we surveyed the expression and
mutation profiles of Msi genes in primary tumors using genomic and RNA sequencing (RNA-Seq) data
from The Cancer Genome Atlas (TCGA) (Cancer Genome Atlas Network., 2012). To determine
whether Msi genes are generally upregulated in human cancers, we analyzed RNA-Seq data from five
cancer types for which matched tumor-control pairs were available. In these matched designs, a pair
of RNA samples was obtained in parallel from a single patient's tumor and healthy tissue-matched
biopsy, thus minimizing the contribution of individual genetic variation to expression differences. We observed that Msi1 was upregulated in at least 40% of breast, lung, and prostate tumors, while
Msi2 was upregulated in at least 50% of breast and prostate tumors (Figure 1A, top). Overall, Msi1
or Msi2 were significantly upregulated in matched tumor-control pairs for 3 of the 5 cancer types,
compared to control pairs. Kidney tumors showed the opposite expression pattern, with Msi1 and
Msi2 downregulated in a majority of tumors and rarely upregulated, and in thyroid cancer neither
Msi1 nor Msi2 showed a strong bias towards up- or down-regulation (Figure 1A, top). In breast tumors,
a bimodal distribution of Msi1 expression was observed, with a roughly even split between up- and
down-regulation of Msi1, consistent with the idea that Msi1 upregulation might be specific to a subtype
of breast tumors. The bimodality of Msi1 expression was not seen when comparing control pairs, so is
not explained by general variability in Msi1 levels (Figure 1A, bottom, solid vs dotted lines). Examining genome sequencing data from matched tumor-control pairs across nine diverse cancer
types, we found that Msi1 and Msi2 were not significantly mutated in most of these cancers (Figure 1B). One notable exception was kidney cancer (KIRC), where non-silent mutations in Msi1 were significantly
overrepresented, detectable in 9% of tumors (ranked in the 99th percentile of mutations per gene in
this cancer) (Figure 1—figure supplement 1A). This observation, together with the lower Msi mRNA
levels observed in matched kidney tumors (Figure 1A), is consistent with a model in which loss of
Msi function is selected for in kidney tumor cells, either as a result of downregulation or mutation. Canada For ESRP, Lin28, and Mbnl proteins, the developmental or cell-
type-specific expression pattern of the protein provided clues to their functions in the maintenance of
epithelial, stem cell, or differentiated cell state. The Musashi (Msi) family comprises some of the most highly conserved and tissue-specific RBPs,
with Drosophila Msi expressed exclusively in the nervous system (Nakamura et al., 1994; Busch and
Hertel, 2011). In mammals, the two family members Msi1 and Msi2 are highly expressed in stem cell
compartments but are mostly absent from differentiated tissues. Msi1 is a marker of neural stem cells
(NSCs) (Sakakibara et al., 1996) and is also expressed in stem cells in the gut (Kayahara et al., 2003)
and epithelial cells in the mammary gland (Colitti and Farinacci, 2009), while Msi2 is expressed in
hematopoietic stem cells (HSCs) (Kharas et al., 2010). This expression pattern led to the proposal that
Msi proteins generally mark the epithelial stem cell state across distinct tissues (Okano et al., 2005),
with HSCs being an exception. Msi1 is not expressed in the normal adult brain outside a minority of
adult NSCs but is induced in glioblastoma (Muto et al., 2012). Msi proteins affect cell proliferation in several cancer types. In glioma and medulloblastoma cell
lines, knockdown of Msi1 reduced the colony-forming capacity of these cells and reduced their tumor
igenic growth in a xenograft assay in mice (Muto et al., 2012). Msi expression correlates with HER2
expression in breast cancer cell lines, and knockdown of Msi proteins resulted in decreased prolifera
tion (Wang et al., 2010). These observations, together with the cell-type specific expression of Msi
proteins in normal development, suggested that Msi proteins might function as regulators of cell state,
with potential relevance to cancer. Msi proteins have been proposed to act as translational repressors of mRNAs—and sometimes
activators (MacNicol et al., 2011)—when bound to mRNA 3′ UTRs, and were speculated to aff Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 2 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine pre-mRNA processing in Drosophila (Nakamura et al., 1994; Okano et al., 2002). However, no
conclusive genome-wide evidence for either role has been reported for the mammalian Msi family. Here, we aimed to investigate the roles of these proteins in human cancers and to gain a better under
standing of their genome-wide effects on the transcriptome using mouse models. Msi genes are frequently overexpressed in multiple human cancers The observation that Msi1/Msi2 was not significantly mutated in most tumors but are overexpressed
in several tumor types (including glioblastoma) makes their profile more similar to oncogenes like FOS
or HER2, than to tumor suppressors like PTEN and TP53, which tend to have the opposite pattern
(Verhaak et al., 2010; Cancer Genome Atlas Network., 2012) (Figure 1B). Msi expression marks an epithelial-luminal state and is downregulated
upon EMT upon EMT
To determine whether Msi overexpression is specific to a particular cancer cell state, we focused on
breast cancer, where tumors with distinct properties can be robustly classified by gene expression
(Parker et al., 2009; Cancer Genome Atlas Network., 2012). Unsupervised hierarchical clustering of
matched tumor and control samples produced a nearly perfect separation of tumors from control
samples, rather than clustering by patient/genome of origin (Figure 1—figure supplement 1B). We overlaid on top of our clustering a classification of samples into Normal, HER2+, Luminal A, Luminal
B, and Basal states using RNA-Seq data to measure expression of the PAM50 gene set (Parker et al.,
2009). Our clustering using all genes corresponded well to the PAM50 classification (Cancer Genome
Atlas Network., 2012), separating most Luminal A from Luminal B tumors and showing a general
grouping of HER2+ tumors (Figure 1—figure supplement 1B). Using this classification, we found that
Msi2 was highly expressed in Luminal tumors (Figure 2A). Msi1 was more variable across tumor
subtypes, often showing a bimodal profile, split between up- and down-regulation (Figure 1A and
Figure 2—figure supplement 1B). Msi2 expression was highest in Luminal B tumors, which are known
to be more aggressive and highly proliferating (Ki67-high) than Luminal A types and are thought to
share properties with epithelial mammary progenitor cells (Das et al., 2013). These observations
prompted the hypothesis that Msi proteins might be localized to epithelial cells in breast cancer
tumors. The splicing factors Rbfox2 and Mbnl1 were previously identified as regulators of EMT and are Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 3 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Figure 1. Msi genes are frequently overexpressed in breast, lung, and prostate cancer but downregulated in kidney cancer. (A) Top: percentage
of matched tumor–control pairs with upregulated (black-fill bars) or downregulated (grey-fill bars) Msi1 or Msi2 in five cancer types with matched
RNA-Seq data. Upregulated/downregulated defined as at least two-fold change in expression in tumor relative to matched control. Asterisks indicate
one-tailed statistical significance levels relative to control pairs. Bottom: distribution of fold changes for Msi1 and Msi2 in matched tumor–control pairs
(solid red and green lines, respectively) and in an equal number of control pairs (dotted red and green lines, respectively.) Shaded gray density shows
the fold change across all genes. Msi expression marks an epithelial-luminal state and is downregulated
upon EMT (B) Percentage of tumors with non-silent mutations in Msi1/Msi2 and a select set of oncogenes and tumor suppressors
across nine cancer types. Bold entries indicate genes whose mutation rate is at least two-fold above the cancer type average mutation rate. DOI: 10.7554/eLife.03915.003
The following figure supplement is available for figure 1:
Figure supplement 1 Analysis of Msi1/Msi2 mutation and expression profiles in TCGA datasets Figure 1. Msi genes are frequently overexpressed in breast, lung, and prostate cancer but downregulated in kidney cancer. (A) Top: percentage
of matched tumor–control pairs with upregulated (black-fill bars) or downregulated (grey-fill bars) Msi1 or Msi2 in five cancer types with matched
RNA-Seq data. Upregulated/downregulated defined as at least two-fold change in expression in tumor relative to matched control. Asterisks indicate
one-tailed statistical significance levels relative to control pairs. Bottom: distribution of fold changes for Msi1 and Msi2 in matched tumor–control pairs
(solid red and green lines, respectively) and in an equal number of control pairs (dotted red and green lines, respectively.) Shaded gray density shows
the fold change across all genes. (B) Percentage of tumors with non-silent mutations in Msi1/Msi2 and a select set of oncogenes and tumor suppressors
across nine cancer types. Bold entries indicate genes whose mutation rate is at least two-fold above the cancer type average mutation rate. DOI: 10.7554/eLife.03915.003 The following figure supplement is available for figure 1: Figure supplement 1. Analysis of Msi1/Msi2 mutation and expression profiles in TCGA datasets. DOI: 10.7554/eLife.03915.004 4 of 27 4 of 27 Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 Research article Research article Research article Genomics and evolutionary biology | Human biology and medicine y
gy |
gy
Figure 2. Msi is associated with the epithelial-luminal state in breast cancer. (A) mRNA expression of Msi2 across different breast tumor types
RNA-Seq. (B) Immunofluorescence staining for Ecadherin (ECAD, red) and Msi1 (MSI1, green). Top: luminal human breast tumor with high num
ECAD-positive cells. MSI1 shows primarily cytoplasmic localization (white arrowheads). Inset shows magnified version of ECAD and MSI sta
Figure 2. Continued on next page Figure 2. Msi is associated with the epithelial-luminal state in breast cancer. (A) mRNA expression of Msi2 across different breast tumor types in TCGA
RNA-Seq. (B) Immunofluorescence staining for Ecadherin (ECAD, red) and Msi1 (MSI1, green). Top: luminal human breast tumor with high number of
ECAD-positive cells. MSI1 shows primarily cytoplasmic localization (white arrowheads). Figure 2. Continued Bottom: triple negative, basal-like tumor. ECAD-positive cells showed strong cytoplasmic MSI1 stain (blue arrowheads) while ECAD-negative cells
were MSI1-negative (red). Single confocal stacks shown, 10 μm scale. (C) mRNA expression of Msi1, Msi2, Ecad, Fn1, Vim, and Jag1 in breast cancer cell
lines by RNA-Seq (datasets are listed in Supplementary file 1). (D) Western blot for MSI1/2 (MSI1/2 cross react. antibody), MSI2, phosphorylated
HER2 (p-HER2) and HER2 in panel of breast cell lines. ‘HMLE + pB’ indicates HMLE cells infected with pB empty vector, ‘HMLE + Twist’ indicates HMLE
cells infected with Twist transcription factor to induce EMT. MDAMB231-derived metastatic lines (231-Brain, 231-Bone) and Sum159 are basal, HER2-
negative cancer cell lines. BT474 and SKBR3 are HER2-positive, epithelial-luminal cancer cell lines. Epithelial-luminal (HER2-positive) lines show
increased expression of Msi proteins compared with basal lines, and Twist-induced EMT reduces Msi expression. (E) mRNA expression of Msi1, Msi2, Ecad,
Fn1, Vim, and Twist1 in GBM tumors classified as mesenchymal (n = 20) or epithelial (n = 20) using an EMT gene signature. DOI: 10.7554/eLife.03915.005 e following figure supplements are available for figure 2: Figure supplement 1. Expression of Msi1/Msi2 in subtypes of breast cancer cell lines and breast cancer tumors. DOI: 10.7554/eLife.03915.006 Figure supplement 2. Expression of Rbfox2 (Rbm9) and Mbnl1 in subtypes of breast cancer tumors from TCGA. DOI: 10.7554/eLife.03915.007 upregulated during this transition (Venables et al., 2013). Using TCGA expression analysis, we con
firmed that Rbfox2 and Mbnl1 are more highly expressed in luminal tumors compared with mesenchy
mal tumors, as predicted by their role in EMT (Figure 2—figure supplement 2). upregulated during this transition (Venables et al., 2013). Using TCGA expression analysis, we con
firmed that Rbfox2 and Mbnl1 are more highly expressed in luminal tumors compared with mesenchy
mal tumors, as predicted by their role in EMT (Figure 2—figure supplement 2). To examine the expression and distribution of Msi proteins in tumors, we stained a panel of human
breast cancer tumors for MSI1 and the epithelial marker E-cadherin (ECAD). MSI1 expression was
predominantly cytoplasmic (Figure 2B, top panel). Across luminal tumors, MSI1 was co-expressed with
ECAD (as in Figure 2B, top panel). In triple negative/basal-like tumors, a minority of ECAD-positive
cells showed strong MSI1 staining, whereas ECAD-negative cells showed little to no expression
(Figure 2B, blue and red arrowheads, respectively), supporting an association between Msi and
epithelial cell state in tumors. Figure 2. Continued Given the heterogeneity of human tumor samples, it is possible that
the increased expression of Msi genes in luminal tumors (compared with basal) reflects the gener
ally higher fraction of epithelial cells in these tumors. To explore whether Msi expression is associated with a luminal as opposed to basal state in a more
homogenous system, we analyzed RNA-Seq data for luminal and basal breast cancer cell lines gener
ated by multiple independent labs (RNA-Seq data sets used are listed in Supplementary file 1). Gene
expression profiles from the same cell lines generated independently tended to cluster together in
unsupervised clustering (supporting consistency of data across labs), and overall the basal cell lines
were distinguishable from the luminal lines (Figure 2—figure supplement 1A). Matching the pattern
observed in primary tumors, we observed higher Msi1 and Msi2 expression in luminal breast cancer
lines than in basal lines (Figure 2C, left panel). Expression of Fibronectin (Fn1), Vimentin (Vim), and
Jagged1 (Jag1), which are associated with the basal/mesenchymal state (Yamamoto et al., 2013), had
the opposite pattern, showing strong enrichment in basal over luminal lines (Figure 2C, right panel). The enrichments of these four genes for either the luminal or basal state were unusual when compared
to the background distribution of these enrichments across all expressed genes (Figure 2—figure
supplement 1C), indicating that these genes are strong indicators of the two states. To further investigate the connection between Msi expression and EMT in breast cancer, we
examined Msi expression in a panel of breast cancer-derived cell lines. Consistent with the RNA-Seq
data from primary tumors, HER2+ epithelial cell lines expressed higher levels of Msi1 and Msi2 com
pared with HER2– lines (Figure 2D, lane 6 and 7). A standard cell culture model of EMT is the immor
talized inducible-Twist human mammary epithelial (HMLE-Twist) cell line, which undergoes EMT
when induced to express the transcription factor Twist (Mani et al., 2008). We found that Msi1 was
strongly downregulated in HMLE cells following Twist-induced EMT (Figure 2D), consistent with the
epithelial-associated expression pattern of Msis in primary tumors (Figure 2A–C). Similarly, Msi protein
expression was higher in luminal, HER2+ breast cancer lines (BT474, SKBR3 in Figure 2D) compared
with basal HER2– breast cancer lines (brain and bone metastatic derivatives of MDAMB231, 231-
Brain and 231-Bone, and SUM159 in Figure 2D). We next asked whether the epithelial expression signature of Msis is present in other primary
tumors. Msi expression marks an epithelial-luminal state and is downregulated
upon EMT Inset shows magnified version of ECAD and MSI staining. Figure 2. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 5 of 27 Research article Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Figure 2. Continued Figure 2. Continued Genetic system for inducible overexpression and depletion of Msi1/2 in
NSCs The upregulation of Msi genes in glioblastoma motivated the choice of NSCs as a system to study the
molecular roles of Msi proteins, a cell type where both proteins are highly expressed in normal devel
opment, and where their target mRNAs are likely to be present. NSCs provide a well-characterized
system for homogeneous cell culture (Kim et al., 2003), which is not always available for progenitor/
stem cell types cultured from other primary tissues like the mammary gland, making NSCs grown in
culture amenable to analysis by genome-wide techniques. Furthermore, the conserved expression
of Msi genes in the nervous system and their reactivation in human glioblastoma suggests that
molecular insights obtained in this system could be informative about the roles of Msi proteins in
glioblastoma cells. We cultured cortical NSCs from E12.5 embryos obtained from transgenic mice with a Dox-inducible
Msi1 or Msi2 allele, and from double conditional knockout mice for Msi1/Msi2, whose deletion was
driven by a Tamoxifen-inducible Cre (Figure 3A). These systems enabled robust overexpression or
depletion of Msi proteins (Figure 3B) within 48–72 hr of induction. To study the effects of Msi deple
tion and induction on mRNA processing, expression, and translation, we used ribosome footprint
profiling (Ribo-Seq) (Ingolia et al., 2009) and high-throughput sequencing of polyA-selected RNA
(RNA-Seq) (Mortazavi et al., 2008) (Figure 3A). Overexpression of Msi1 alters translation of targets without causing
large changes in mRNA levels When Msi1 or Msi2 were overexpressed, few significant changes in mRNA expression were observed
after 48 hr (Figure 3C). This observation suggests that these factors do not directly impact transcrip
tion or mRNA stability/decay but leaves open possible effects on other steps in gene expression such
as mRNA translation. To determine the genome-wide effects of Msi proteins on translation, we performed
Ribo-Seq on Msi1-overexpressing cells and double knockout cells. Reads from these Ribo-Seq libraries
showed the expected enrichment in coding exons relative to UTRs and introns, and yielded high
scores in various quality control (QC) metrics (Figure 3—figure supplement 1). These QC metrics
were highly consistent across libraries, supporting comparative analysis of the resulting data (Figure 3—
figure supplement 1). To examine changes in translation, we computed ‘Translational Efficiency’ (TE)
values for all protein-coding genes, a measure of ribosome occupancy along messages that is defined
as the ratio of the ribosome footprint read density in the ORF to the RNA-seq read density. Examination
of TEs across overexpression and knockout samples yielded a handful of genes with very large changes
in ribosome occupancy (Figure 3D, ‘Materials and methods’). Figure 2. Continued Given the established role of Msi proteins as regulators of Glioblastoma (GBM) cell growth
and as markers of primary tumors (Muto et al., 2012), we examined whether there is a similar sub
type expression pattern in GBM tumors from TCGA (Verhaak et al., 2010). We used an EMT gene Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 6 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine signature to rank GBM tumors from more epithelial to more mesenchymal, based on the similarity of
each tumor's gene expression profile to that of cells undergoing EMT in culture (Feng et al., 2014). Using this ranking, we found that the top 20 most epithelial tumors expressed higher levels of Msi and
epithelial markers like ECAD (Figure 2E). By contrast, the top 20 most mesenchymal tumors expressed
lower levels of Msi and higher levels of mesenchymal markers like Fibronectin and Vimentin (Figure 2E). Thus, Msi expression is enriched in epithelial tumors in GBM as well, consistent with the results
obtained in breast cancer tumors and cell lines. signature to rank GBM tumors from more epithelial to more mesenchymal, based on the similarity of
each tumor's gene expression profile to that of cells undergoing EMT in culture (Feng et al., 2014). Using this ranking, we found that the top 20 most epithelial tumors expressed higher levels of Msi and
epithelial markers like ECAD (Figure 2E). By contrast, the top 20 most mesenchymal tumors expressed
lower levels of Msi and higher levels of mesenchymal markers like Fibronectin and Vimentin (Figure 2E). Thus, Msi expression is enriched in epithelial tumors in GBM as well, consistent with the results
obtained in breast cancer tumors and cell lines. Taken together, these results show that Msi genes are rarely mutated but frequently overexpressed
across human cancers and are strong markers of the epithelial-luminal state. This pattern suggests that
Msi proteins may play a role in the maintenance of an epithelial state and/or repression of EMT, in both
breast and neural cell types. To better understand the molecular functions of Msi proteins, we turned
to a controlled cell culture system. Msi1 represses translation of Notch ligand Jagged1 and regulates
translation of RBPs Several genes exhibited substantial changes in their translation efficiency in response to overexpression
of Msi1, including six genes with increased TE and three with reduced TE (Figure 3D). Genes with
increased translation included the RNA processing factor Prpf3/Prp3p, a U4/U6 snRNP-associated
factor, and genes involved in epithelial cell biology such as Kirrel3/NEPH2. Genes with repressed trans
lation included: Rbm22/Cwc2, another splicing factor associated with U6 snRNP; Dhx37, an RNA helicase
with possible role in alternative splicing (Hirata et al., 2013); and Jag1, a ligand of Notch receptors
and an important regulator of Notch signaling. No change was detected in translation of previously Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 7 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and
Research article
Figure 3. Genetic system for studying effects of Msi loss/gain of function on gene expression. (A) Experimental setup and use of Msi1/2
overexpression and conditional double knockout mice for derivation of neural stem cells, which were then used for ribosome profiling (Ribo-Se
mRNA sequencing (RNA-Seq). (B) Western blot analysis of Musashi overexpression and knockout in neural stem cells. Overexpression and con
knockout cells were exposed to Dox and 4-OHT for 72 hr, respectively. (C) mRNA-Seq expression values (RPKM) scatters between Msi1 overexp
cells and controls (left), Msi2 overexpressing cells and controls right (72 hr Dox). Msi1/2 each robustly overexpressed with similar magnitude fol
Dox. (D) Comparison of translational efficiency (TE) values using Ribo-Seq on Msi1 overexpressing cells on Dox (72 hr) vs controls (left) and con
knockout cells following 4-OHT for 48 hr (right). Colored points indicate select genes with large changes in TE. Figure 3. Continued on next page Figure 3. Genetic system for studying effects of Msi loss/gain of function on gene expression. (A) Experimental setup and use of Msi1/2 inducible
overexpression and conditional double knockout mice for derivation of neural stem cells, which were then used for ribosome profiling (Ribo-Seq) and
mRNA sequencing (RNA-Seq). (B) Western blot analysis of Musashi overexpression and knockout in neural stem cells. Overexpression and conditional
knockout cells were exposed to Dox and 4-OHT for 72 hr, respectively. (C) mRNA-Seq expression values (RPKM) scatters between Msi1 overexpressing
cells and controls (left), Msi2 overexpressing cells and controls right (72 hr Dox). Msi1/2 each robustly overexpressed with similar magnitude following
Dox. MSI1 shows high affinity for specific RNA motifs containing one or
more UAGs To determine sequence-specific RNA binding preferences of Msi proteins, we used ‘RNA Bind-n-Seq’
(RBNS) to obtain quantitative and unbiased measurement of the spectrum of RNA motifs bound by
recombinant MSI1 protein in vitro (Lambert et al., 2014) (Figure 4A). For each 6mer, the ‘R value’ was
defined as the occurrence frequency in libraries derived from MSI1-bound RNAs divided by the corre
sponding frequency in the input RNA library, and 6mer ‘enrichment’ was defined as the maximum R
value observed across all protein concentrations. The fold enrichment profiles obtained by RBNS for
the top five most enriched 6mers and five randomly chosen 6mers are shown in Figure 4B. Enriched
6mers exhibited similar enrichment profiles across concentrations, peaking in fold enrichment at con
centrations typically between 16–64 nM (Figure 4B). To summarize the binding preferences of MSI1
from RBNS, we aligned the most enriched 6mers to generate a motif, which emphasizes that MSI1
binds predominantly to UAG-containing sequences, preferentially flanked by Us (Figure 4C). The
MSI1 binding site (G/A)UAGU from a previous SELEX study was ∼threefold enriched by RBNS, along
with highly similar sequences, confirming binding under our assay conditions (Imai et al., 2001; Ray
et al., 2013). Closer examination of the RBNS data revealed evidence for longer, higher-affinity motifs
containing multiple UAGs with short intervening spacers (not shown). Previous studies suggested that MSI1 binds 3′ UTR regions of mRNAs to regulate translation (Okano
et al., 2005). We calculated the density of RBNS-enriched 6mers in 3′ UTR regions genome-wide and
ranked genes by the density of enriched 6mers in their 3′ UTR (‘Materials and methods’). We observed
that the 3′ UTR of Jag1—which is translationally repressed by Msi (Figure 3D)—contains a moderately
high density of RBNS-enriched 6mers, ranking in the 85th percentile of all 3′ UTRs (Figure 4D). To ask
whether Msi proteins can directly bind the Jag1 mRNA and test the RBNS motif, we selected two regions
of the Jag1 3′ UTR that contained the highest density of RBNS-enriched 6mers for in vitro analysis
(Figure 4B, top). A gel-shift assay detected strong binding of RNAs representing both regions by recom
binant Msi protein, with estimated Kd values of 15 nM and 9 nM for regions 1 and 2, respectively (repre
sentative gel shifts are shown in Figure 4—figure supplement 1). Since both sequences contain UAGs
(Figure 4—figure supplement 1), we hypothesized that the UAGs nucleate binding. Msi1 represses translation of Notch ligand Jagged1 and regulates
translation of RBPs (D) Comparison of translational efficiency (TE) values using Ribo-Seq on Msi1 overexpressing cells on Dox (72 hr) vs controls (left) and conditional
knockout cells following 4-OHT for 48 hr (right). Colored points indicate select genes with large changes in TE. Figure 3. Continued on next page Figure 3. Genetic system for studying effects of Msi loss/gain of function on gene expression. (A) Experimental setup and use of Msi1/2 inducible
overexpression and conditional double knockout mice for derivation of neural stem cells, which were then used for ribosome profiling (Ribo-Seq) and
mRNA sequencing (RNA-Seq). (B) Western blot analysis of Musashi overexpression and knockout in neural stem cells. Overexpression and conditional
knockout cells were exposed to Dox and 4-OHT for 72 hr, respectively. (C) mRNA-Seq expression values (RPKM) scatters between Msi1 overexpressing
cells and controls (left), Msi2 overexpressing cells and controls right (72 hr Dox). Msi1/2 each robustly overexpressed with similar magnitude following
Dox. (D) Comparison of translational efficiency (TE) values using Ribo-Seq on Msi1 overexpressing cells on Dox (72 hr) vs controls (left) and conditional
knockout cells following 4-OHT for 48 hr (right). Colored points indicate select genes with large changes in TE. Figure 3. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 8 of 27 Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine DOI: 10.7554/eLife.03915.008
The following figure supplement is available for figure 3:
Figure supplement 1. Quality control metrics for Ribo-Seq libraries. DOI: 10.7554/eLife.03915.009
Figure 3. Continued reported Msi target Numb (Okano et al., 2002), though Numb had low coverage of Ribo-Seq reads
in NSCs, reducing our statistical power to detect regulation (‘Materials and methods’). To explore
whether the observed changes are mediated by direct protein binding to RNA targets, we mapped
the RNA binding specificity of Msis. MSI1 shows high affinity for specific RNA motifs containing one or
more UAGs (E) Percent binding of MSI1 protein to region 1 and region 2 (red curves) and mutants where UAG
sites are disrupted (blue curves), measured by gel-shift (see Figure 4—figure supplement 1). Kd estimates for region 1 and region 2 are shown (mean o
2 gel-shifts per sequence). (F) Western blot analysis of Jag1 regulation by Msi: top left panel, Jag1 expression in Msi1 overexpression cells and controls
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Research article Figure 4. Profiling MSI1 binding preferences by RNA Bind-n-Seq. (A) Schemaic of Bind-n-Seq experiment for MSI1 protein. Increased concentrations of
MSI1-SBP fusion protein incubated with random RNA pool, pulled by straptavidin pull-down, reverse-transcribed and sequenced. (B) Fold enrichment of
top five enriched 6mers (red curves) and five randomly chosen 6mers (blue curves) across protein concentrations. (C) Binding motif for MSI1. Position-
weight matrix generated by global alignment of top 20 enriched 6mers. (D) Two sites in Jag1 3' UTR, region 1 and region 2, containing a high density of
enriched 6mers. Top: PhyloP conservation score for 3' UTR in 20 nt windows (based on UCSC vertebrates multiple alignment). Bottom: number of
enriched 6mers from BNS in 20 nt windows of 3' UTR. (E) Percent binding of MSI1 protein to region 1 and region 2 (red curves) and mutants where UAG
sites are disrupted (blue curves), measured by gel-shift (see Figure 4—figure supplement 1). Kd estimates for region 1 and region 2 are shown (mean of
2 gel-shifts per sequence). (F) Western blot analysis of Jag1 regulation by Msi: top left panel, Jag1 expression in Msi1 overexpression cells and controls
in cellular fractions (T—total lysate, C—cytoplasmic and N—nuclear fractions). Jag1 is translationally repressed upon induction of Msi1 and detected
Figure 4. Continued on next page Figure 4. Profiling MSI1 binding preferences by RNA Bind-n-Seq. (A) Schemaic of Bind-n-Seq experiment for MSI1 protein. Increased concentrations of
MSI1-SBP fusion protein incubated with random RNA pool, pulled by straptavidin pull-down, reverse-transcribed and sequenced. (B) Fold enrichment of
top five enriched 6mers (red curves) and five randomly chosen 6mers (blue curves) across protein concentrations. (C) Binding motif for MSI1. MSI1 shows high affinity for specific RNA motifs containing one or
more UAGs Mutation of the
UAG sites to UCC reduced binding to MSI1 protein by an order of magnitude or more in each case
(Figure 4E), supporting a model where MSI1 binding occurs primarily at these sites. Following Msi overexpression, the Ribo-Seq density of the Jag1 coding region was reduced
by ∼fivefold, while its mRNA level was little changed, suggesting a predominant effect at the translational
level (Figure 4—figure supplement 2). In double knockout cells, Jag1 mRNA increased ∼1.5-fold by
RNA-Seq (Figure 4—figure supplement 2), with a similar increase in Ribo-Seq density, suggesting
effects on message stability either in the absence of or as a consequence of translational derepression. Western blot analysis confirmed repression of JAG1 protein by Msi1 overexpression (Figure 4F) and
derepression in double knockout cells (Figure 4G). The high similarity between MSI1 and MSI2 pro
teins (over 70% identity at the amino acid level, with highly similar RNA recognition motifs) suggests
similarity in function, and we confirmed that Msi2 overexpression also repressed JAG1 protein expres
sion by Western analysis (Figure 4H). To directly test the hypothesis that Msi proteins regulate Jag1
translation via UTR binding, we constructed luciferase reporters for the Jag1 3' UTR and transfected
these into 293T cells. Knockdown of MSI1 or knockdown of both MSI1 and MSI2 increased luciferase
expression in these cells, relative to mock knockdown treatments (Figure 4—figure supplement 3). This
observation also indicates that Msi-dependent regulation of Jag1 translation is conserved from murine Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 9 of 27 Genomics and evolutionary biology | Human biology and medicin
Research article
Figure 4. Profiling MSI1 binding preferences by RNA Bind-n-Seq. (A) Schemaic of Bind-n-Seq experiment for MSI1 protein. Increased concentrations of
MSI1-SBP fusion protein incubated with random RNA pool, pulled by straptavidin pull-down, reverse-transcribed and sequenced. (B) Fold enrichment o
top five enriched 6mers (red curves) and five randomly chosen 6mers (blue curves) across protein concentrations. (C) Binding motif for MSI1. Position
weight matrix generated by global alignment of top 20 enriched 6mers. (D) Two sites in Jag1 3' UTR, region 1 and region 2, containing a high density of
enriched 6mers. Top: PhyloP conservation score for 3' UTR in 20 nt windows (based on UCSC vertebrates multiple alignment). Bottom: number of
enriched 6mers from BNS in 20 nt windows of 3' UTR. Msi proteins regulate alternative splicing Since some of the largest changes in translation observed by Ribo-Seq affected RBPs with functions in
RNA splicing, we hypothesized that Msi overexpression might trigger changes in pre-mRNA splic
ing. Changes in mRNA splicing following Msi overexpression or depletion were assessed by analysis
of RNA-seq data using the MISO software (Katz et al., 2010). For example, exon 38 in the Myo18a
gene, which is predominantly included under control conditions, was modestly repressed following
Msi2 overexpression and strongly repressed following Msi1 overexpression (Figure 5A). In total,
we observed several hundred alternatively spliced exons that were either repressed or enhanced by
overexpression or knockout of Msis (Figure 5B). Msi proteins are predominantly localized in the cyto
plasm (Figure 5—figure supplement 1), even when overexpressed (Figure 3F), suggesting that these
changes in pre-mRNA splicing are indirect. For example, these splicing changes may result from
changes in the levels of splicing factors whose mRNAs are translationally regulated by Msi proteins. To test whether Msi1 and Msi2 affect pre-mRNA splicing in similar ways, we compared the direction
of splicing changes following Msi1 or Msi2 overexpression. Exons with increased inclusion following
Msi1 overexpression tended to show increased inclusion following Msi2 overexpression as well, while
Msi1 OE-induced splicing changes were uncorrelated with Dox-induced changes (Figure 5C). A similar
pattern was observed for exons with decreased inclusion (Figure 5C). These observations suggested
that Msi1 and Msi2 trigger similar effects on mRNA splicing. Splicing changes observed in the Msi1/
Msi2 double knockout cells exposed to 4-OHT were inversely correlated to those observed following
Msi overexpression (Figure 5C). This observation further supports that Msi proteins affect splicing
at physiological expression levels. No correlation in splicing was observed between Msi1-induced
cells and exposure to 4-OHT of double floxed cells lacking the Cre driver (Figure 5C). to human cells. In sum, our results support a model where Msi proteins directly bind to the Jag1 3′
UTR to mediate post-transcriptional repression of protein levels. to human cells. In sum, our results support a model where Msi proteins directly bind to the Jag1 3′
UTR to mediate post-transcriptional repression of protein levels. Research article Research article Genomics and evolutionary biology | Human biology and medicine Figure 4. Continued Figure 4. Continued only in total and cytoplasmic lysates. hnRNP A1, known to shuttle between the nucleus and the cytoplasm and alpha-Tubulin used as loading controls. (G) Increased JAG1 protein levels in double knockout cells. (H) Reduced JAG1 protein levels upon Msi2 overexpression. DOI: 10.7554/eLife.03915.010 e following figure supplements are available for figure 4: Figure supplement 1. Validation by gel-shift of MSI1 binding to Jag1 3' UTR sequences. DOI: 10.7554/eLife.03915.011 Figure supplement 2. Effect of Msi1 gain and loss of function on Jag1 mRNA levels and protein expression. DOI: 10.7554/eLife.03915.012 Figure supplement 3. Validation of Msi-dependent regulation of Jag1 protein levels using luciferase reporters containing Jag1 3' UTR. DOI: 10 7554/eLife 03915 013 Figure supplement 3. Validation of Msi-dependent regulation of Jag1 protein levels using luciferase reporters containing Jag1 3' UTR. DOI: 10.7554/eLife.03915.013 to human cells. In sum, our results support a model where Msi proteins directly bind to the Jag1 3′
UTR to mediate post-transcriptional repression of protein levels. MSI1 shows high affinity for specific RNA motifs containing one or
more UAGs Position-
weight matrix generated by global alignment of top 20 enriched 6mers. (D) Two sites in Jag1 3' UTR, region 1 and region 2, containing a high density of
enriched 6mers. Top: PhyloP conservation score for 3' UTR in 20 nt windows (based on UCSC vertebrates multiple alignment). Bottom: number of
enriched 6mers from BNS in 20 nt windows of 3' UTR. (E) Percent binding of MSI1 protein to region 1 and region 2 (red curves) and mutants where UAG
sites are disrupted (blue curves), measured by gel-shift (see Figure 4—figure supplement 1). Kd estimates for region 1 and region 2 are shown (mean of
2 gel-shifts per sequence). (F) Western blot analysis of Jag1 regulation by Msi: top left panel, Jag1 expression in Msi1 overexpression cells and controls
in cellular fractions (T—total lysate, C—cytoplasmic and N—nuclear fractions). Jag1 is translationally repressed upon induction of Msi1 and detected
Figure 4. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 10 of 27 Research article R Msi-associated splicing changes are observed in cancer lines and
associated with luminal state We next considered whether the splicing changes associated with Msi mis-expression in NSCs
might be related to splicing changes observed in human breast cancer cells or with a particular cell
state. The natural variation in Msi levels across breast cancer cell lines (Figure 2C–E) enabled a com
parison of splicing patterns between Msi-high (luminal) vs Msi-low (basal) cells. To compare mouse and
human splicing patterns, we identified human alternative exon trios orthologous to mouse alternative
and flanking exon trios using synteny in a multi-genome alignment (Figure 5D and Supp. ‘Materials
and methods’). We first compared changes (ΔΨ) in the percent spliced in (PSI or Ψ) values of mouse
exons between Msi1 overexpressing cells vs controls, to ΔΨ values of orthologous exons between
luminal and basal breast cancer cell lines (Figure 5E). The splicing patterns were consistent: the human
orthologs of exons up-regulated in Msi1-OE NSCs had higher inclusion in luminal (Msi-high) than
in basal (Msi-low) cell lines, and similarly for down-regulated exons (Figure 5E). Such agreement was
observed for several different luminal and basal pairs, but was strongest when comparing HER2+
luminal lines such as BT474 and SKBR3 to basal lines, consistent with the higher Msi levels observed
in HER2+ cell lines (Figure 2D). These observations support the proposition that Msi contributes to
a luminal splicing program in human breast cancers by triggering changes similar to those induced
in mouse NSCs. Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 11 of 27 Research article Research article Research article Genomics and evolutionary biology | Human biology and medicine Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915
12 o
Figure 5. Global impact of Msi proteins on alternative splicing. (A) Sashimi plot for Myo18a alternative exon 38 with Percent Spliced In (Ψ) estimates
MISO (values with 95% confidence intervals, right panel.) Exon splicing is repressed by Msi1 overexpression and slightly increased in knockout Msi1/
cells. ‘+’ indicates samples treated with Dox/Tam for overexpression/knockout cells, respectively. E12.5 neural stem cells were used for all samples
Figure 5. Continued on next page Figure 5. Global impact of Msi proteins on alternative splicing. (A) Sashimi plot for Myo18a alternative exon 38 with Percent Spliced In (Ψ) estimates
MISO (values with 95% confidence intervals, right panel.) Exon splicing is repressed by Msi1 overexpression and slightly increased in knockout Msi1/ Figure 5. Global impact of Msi proteins on alternative splicing. Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Figure 5. Continued Figure 5. Continued except Msi1 overexpression for which an additional E13.5 NSC time point was sequenced. (B) Number of differential events (MISO Bayes factor
≥10, ΔΨ ≥ 0.12) in each alternative RNA processing category (SE—skipped exons, A5SS—alternative 5′ splice site, A3SS—alternative 3′ splice site,
MXE—mutually exclusive exons, RI—retained introns) for Msi1 overexpression (‘Msi1 OE’), Msi2 overexpression (‘Msi2 OE’), double knockouts (‘Double
KO’), and a Dox control pair (‘Control’). (C) Comparison of ΔΨ in Msi1 overexpression vs control binned by direction (‘Spliced in’ or ‘Spliced out’, x-axis)
to ΔΨ in Msi2 overexpression cells and in double knockout cells (along with respective Tam and Dox controls, y-axis). (D) Computational strategy for
identifying human orthologs of alternative exon trios regulated in mouse neural stem cells. Orthologous exon trios were identified by synteny using
multiple genome alignments. (E) Comparison of ΔΨ mouse alternative exons by Msi1 (comparing overexpression to control, x-axis) and ΔΨ of their
orthologous exon trios in human (comparing luminal and basal cell lines, y-axis). Two pairs of luminal and basal cells compared: BT474 vs MDAMB231
and SKBR3 vs MDAMB231. ΔΨ value distributions summarized by violin plots with a dot indicating the mean ΔΨ value. DOI: 10.7554/eLife.03915.014 The following figure supplements are available for figure 5: Figure supplement 1. Subcellular localization of MSI1 protein in murine NSCs. DOI: 10.7554/eLife.03915.015 Figure supplement 2. Analysis of two conserved Msi-induced splicing changes in breast cancer tumors. DOI: 10.7554/eLife.03915.016 Two of the most strongly affected alternative exons in murine NSCs, Myo18a exon 38 (Figure 5A)
and Erbin exon 21 (Erbb2ip, a direct binding-partner of the breast cancer oncogene HER2/Erbb2)
were conserved in the human genome and detected in the transcriptomes of all analyzed breast
tumors and controls. In primary tumors, these exons showed a striking cancer-associated splicing pattern,
with the ERBIN exon enhanced in tumors and the MYO18A exon repressed in tumors (Figure 5—
figure supplement 2A). To test whether the regulation of these exons is responsive to Msi levels,
we correlated the fold change in Msi expression for each matched tumor–control pair with the ΔΨ
value of the ERBIN and MYO18A exons in that pair (Figure 5—figure supplement 2B). We observed
high correlation between the extent of Msi overexpression and the change in splicing in luminal
tumors, particularly for MSI2. Research article As in mouse NSCs, increased expression of Msis was associated with
increased inclusion of the ERBIN exon and repression of MYO18A exon splicing, suggesting that
Msi-dependent regulation of splicing may be conserved not only in breast cancer cell lines but also
in primary tumors. Msi-associated splicing changes are observed in cancer lines and
associated with luminal state (A) Sashimi plot for Myo18a alternative exon 38 with Percent Spliced In (Ψ) estimates by
MISO (values with 95% confidence intervals, right panel.) Exon splicing is repressed by Msi1 overexpression and slightly increased in knockout Msi1/2
cells. ‘+’ indicates samples treated with Dox/Tam for overexpression/knockout cells, respectively. E12.5 neural stem cells were used for all samples
Figure 5. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 12 of 27 Research article Msi proteins are required to maintain epithelial-luminal state in breast
cancer cells and regulate EMT processes To address whether Msi proteins are functionally required for the maintenance of the luminal state, we
performed RNAi knockdown of Msi1 and Msi2 in two luminal breast cancer cell lines, BT474 and MCF7-
Ras, where Msi proteins are highly expressed (Figure 2C and Figure 6—figure supplement 1A). In the
HER2+ luminal cell line BT474, cells grow in tightly packed epithelial colonies (Figure 6A). We observed
a striking morphological change upon knockdown of MSI1 or MSI2, where cells progressively
separated and acquired a basal-like appearance 3–5 days after knockdown (Figure 6A), accompa
nied by reduced proliferation (not shown). A similar phenotype was observed in MCF7-Ras cells upon
knockdown of MSI1 or MSI2 (Figure 6—figure supplement 1B). These results argue that Msi expres
sion is required for the maintenance of the epithelial-luminal state in breast cancer cell lines. The Notch pathway regulator Jag1, which we found was translationally repressed by Msi, is known
to be required for EMT. Jag1-depleted keratinocytes undergoing TGFβ-induced EMT fail to express
mesenchymal markers and retain epithelial morphology (Zavadil et al., 2004). Furthermore, knock
down of Jag1 in keratinocytes strongly impairs wound healing (Chigurupati et al., 2007), a process
that requires cells to acquire mesenchymal properties such as migration and protrusion. Our gene
expression analysis also supported the mesenchymal-basal specific expression of Jag1, which is partic
ularly pronounced in breast cancer (Figure 2). The epithelial-associated expression pattern of Msi
genes and the antagonistic relation between Msi and Jag1 (Figure 2) prompted the hypothesis that
Msi activation promotes an epithelial cell identity, effectively blocking EMT. To test the hypothesis that Msi activation may hinder EMT processes by promoting the epithelial
state, we assessed the effect of Msi knockdown and overexpression on EMT marker expression. Knockdown of MSI1 or MSI2 in the luminal cell line BT474 generally resulted in a decrease in epithelial
marker expression and an increase in mesenchymal marker expression, consistent with Msi loss pro
moting EMT (Figure 6B). To test whether ectopic expression of Msi in mesenchymal cancer cells can Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 13 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Figure 6. Msi levels alter EMT processes breast cancer cell lines. (A) Knockdown of Msi1/Msi2 in BT474 breast cancer cell line using lenti
short hairpins (shRNAs). Brightfield images (10x magnification) shown at 24, 72, and 120 hr after Puromycin-selection. Msi2 overexpression in the basal cell layer perturbs mammary ductal
branching The association of Msis with the luminal state in breast cancer tumors and their effect on the epithelial-
luminal state in breast cancer cell lines prompted us to ask whether Msi proteins play similar roles in
the mammary gland in vivo. During maturation, epithelial cells in the mammary gland migrate and
form ducts within the mammary fat pad through a process termed mammary ductal branching mor
phogenesis. The formation of the mammary ductal system is thought to be a kind of EMT (Chakrabarti
et al., 2012; Foubert et al., 2010), making mammary gland an attractive system to study the regula
tion of EMT in vivo. The mammary gland Terminal End Buds (TEBs) from which ducts form are organized into discrete
layers of cell types, including epithelial luminal and basal cells. The identity of luminal and basal tumors
is thought to resemble their mammary gland cell type counterparts. Analysis of RNA-Seq expression
analysis of purified mouse mammary luminal (CD24highCD29+) and basal (CD24+CD29high) cells gener
ated by dos Santos et al. (2013) revealed enrichment of Msi1 and Msi2 expression in luminal cells
(not shown). As predicted by the mRNA expression profile, we observed higher MSI2 protein levels
in the luminal cell layer and far lower levels in the basal (K14-positive) cell layer of mouse mammary
ducts (Figure 7A). We next examined the effect of Msi overexpression on epithelial cell state in the mammary gland
in order to see whether its in vivo effects on epithelial-luminal state are similar to those observed in
culture models. We ectopically expressed Msi2 in the basal cell layer, where it is nearly absent normally
(Figure 7A), using a basal cell-specific Dox-inducible driver, K14-rtTA. As expected, mice admin
istered Dox showed significantly higher levels of MSI2 protein in the basal cell layer (Figure 7—figure
supplement 1A) and overall higher levels of Msi2 mRNA in mammary epithelial cells (Figure 7B). Overexpression of Msi2 altered mammary ductal branching morphology (Figure 7C). Overexpression
mice showed both a defective and delayed mammary ductal branching pattern. Msi2 overexpression
resulted in fewer mammary duct branch points given, after either 4 or 7 weeks of induction with
Dox, with the difference between controls and overexpression mice more pronounced after 7 weeks
(Figure 7—figure supplement 1B). The TEBs in glands overexpressing Msi2 were smaller relative to
controls, following either 4 or 7 weeks of induction (Figure 7C, right inset). Figure 6. Continued mesenchymal-basal line (MDAMB231). Values plotted are fold changes normalized to GAPDH. For BT474 knockdown, cells infected with hairpin against
luciferase were used as control (‘Control sh’). For MDAMB231 overexpression, cells infected with tdTomato were used as controls (‘Msi1-tdT’). Msi1 levels
were below detection limit in control MDAMB231 cells, therefore Msi1 fold change in MDAMB231 Msi1-overexpression cells (relative to controls) was
truncated arbitrarily in plot, indicated by ‘^’. (C) Representative transwell assay image for LM2 control and Msi1-OE breast cancer cells. (D) Quantification
of percent of well covered in transwell assay for LM2 control and Msi1-OE cells (4 wells per condition, individual well values plotted as dots.). DOI: 10.7554/eLife.03915.017 The following figure supplement is available for figure 6: Figure supplement 1. Knockdown of Msi1/2 in breast cancer cell lines. DOI: 10.7554/eLife.03915.018 Figure supplement 1. Knockdown of Msi1/2 in breast cancer cell lines. DOI: 10.7554/eLife.03915.018 promote an epithelial state, we overexpressed Msi1 in the mesenchymal cell line MDAMB231, where
Msi1 levels are extremely low. Msi1-overexpressing cells had decreased mesenchymal marker expres
sion and increased levels of epithelial marker expression (Figure 6B), consistent with promotion of the
epithelial state. We conclude that Msi activation promotes the epithelial state in breast cancer cells. We next asked whether the increase in epithelial markers following Msi overexpression is accompa
nied by functional changes that reflect the epithelial state. We predicted that ectopic expression of
Msi proteins in a mesenchymal cell line would hinder EMT-associated processes such as migration. Msi1 overexpression in the LM2 cell line (an MDAMB231-derivative) resulted in sevenfold reduction in
migration in a transwell assay (Figure 6C,D). We were unable to observe this phenotype in the mesen
chymal cell lines MDAMB231 or SUM159, where Msi1 overexpression caused no significant change
in migration in the same transwell assays (data not shown). In NSCs, overexpression of Msi1 or Msi2
impaired migration as assayed by a scratch assay as well (data not shown), consistent with the phenotype
observed in LM2 breast cancer cells. These results show that depending on the cell-type context,
Msi activation can decrease the migration capacity of cells, consistent with promotion of an epithelial
state and suppression of mesenchymal properties. Msi proteins are required to maintain epithelial-luminal state in breast
cancer cells and regulate EMT processes (B) mRNA expressio
and mesenchymal markers upon knockdown of Msi1/Msi2 in epithelial-luminal breast cancer cell line (BT474) and overexpression o
Figure 6. Continued on next page Figure 6. Msi levels alter EMT processes breast cancer cell lines. (A) Knockdown of Msi1/Msi2 in BT474 breast cancer cell line using lentiviruses carrying
short hairpins (shRNAs). Brightfield images (10x magnification) shown at 24, 72, and 120 hr after Puromycin-selection. (B) mRNA expression of epithelial
and mesenchymal markers upon knockdown of Msi1/Msi2 in epithelial-luminal breast cancer cell line (BT474) and overexpression of Msi1 in
Figure 6. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 14 of 27 Research article Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Figure 6. Continued Figure 6. Continued Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 Genomics and evolutionary biology | Human biology and medicine (arrows). Scale bar: 100 μm. (G) qRT-PCR for Slug, Gata3, Twist1, Twist2 in mammary epithelial cells from
control and Msi2 overexpressing mice. Slug expression in basal cell layer is reduced upon Dox (arrows). Scale bar: 50 μm. Figure 7. Continued (arrows). Scale bar: 100 μm. (G) qRT-PCR for Slug, Gata3, Twist1, Twist2 in mammary epithelial cells from
control and Msi2 overexpressing mice. Slug expression in basal cell layer is reduced upon Dox (arrows). Scale bar: 50 μm. DOI: 10.7554/eLife.03915.019 The following figure supplements are available for figure 7: Figure supplement 1. Msi2 overexpression in mouse mammary gland alters mammary duct morphology. DOI: 10.7554/eLife.03915.020 Figure supplement 1. Msi2 overexpression in mouse mammary gland alters mammary duct morphology
DOI: 10.7554/eLife.03915.020 Figure supplement 2. Msi2 overexpression in mouse mammary gland represses Slug and Jag1. DOI: 10.7554/eLife.03915.021 Figure supplement 2. Msi2 overexpression in mouse mammary gland represses Slug and Jag1. DOI: 10.7554/eLife.03915.021 of induction, glands from overexpression mice had shorter ductal lengths relative to controls, but
ductal lengths returned to lengths similar to wild type after 7 weeks of induction (Figure 7—figure
supplement 1C). These results indicate that Msi2 overexpression resulted in a defect in mammary
branching morphogenesis (evidenced by the reduced number of branch points), and a delay in this
process, as indicated by the slower rate of branch ductal growth. Since branching morphogenesis requires cells to lose their epithelial identity and undergo migra
tion, we hypothesized that the observed defect in branching morphology might result from inability of
cells to lose their epithelial identity and/or expansion of an epithelial cell layer. Consistent with this
hypothesis, we observed that Msi2 overexpression resulted in expansion of the luminal cell layer
(Figure 7D and Figure 7—figure supplement 1D), confirmed by a corresponding increase in expres
sion of luminal cell markers and a decrease in basal markers (Figure 7E). Furthermore, Msi2 overex
pression led to an increase in epithelial marker E-cadherin and reduction in Slug, a marker of EMT and
mesenchymal cells. Expression of EMT regulators Slug, Twist1, and Twist2 decreased upon Msi2 over
expression, while expression of the luminal epithelial cell marker Gata3 increased (Figure 7G and
Figure 7—figure supplement 2A). Expression of JAG1 protein was also reduced upon Msi2 overex
pression, consistent with the results observed in murine NSCs (Figure 7—figure supplement 2B,C). Genomics and evolutionary biology | Human biology and medicine These results support a model in which ectopic Msi expression leads to expansion of epithelial-luminal
cells in the mammary gland, effectively blocking EMT processes required for normal branching mor
phogenesis, and resulting in the defective ductal branching pattern described above. The observed
functions of Msi proteins in regulation of mammary epithelial cell state mirror the functions we
observed in breast cancer cell lines and murine NSCs, and suggest that Msi proteins play similar roles
in a healthy in vivo context as in cancer cells. Msi2 overexpression in the basal cell layer perturbs mammary ductal
branching In addition, after 4 weeks Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 15 of 27 Research article Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine
Figure 7. Msi2 activation represses EMT and expands mammary luminal cell layer in vivo. (A) Immunostaining for
MSI2, K14, and DAPI in control sections of mammary gland. Scale bar: 50 μm (B) qRT-PCR for Msi2 in mammary
epithelial cells from control and Msi2 overexpressing mice (‘Msi2-OE’). (C) Whole mount stain for mammary glands
from control and Msi2 overexpressing mice (left: low magnification, right: high magnification.) (D) Immunostaining
for K14, K8, and DAPI in mammary gland sections from control and Msi2 overexpressing mice. Scale bar: 100 μm (E)
qRT-PCR for luminal markers (K8, K18), basal markers (K14), and smooth-muscle Actin (SMA) in mammary epithelial
cells from control and Msi2 overexpressing mice. (F) Staining for E-cadherin (ECAD) (top) and EMT-marker SLUG
(bottom) in mammary glands from control and Msi2 overexpressing mice. Luminal cell layer is expanded upon Dox
Figure 7. Continued on next page Figure 7. Msi2 activation represses EMT and expands mammary luminal cell layer in vivo. (A) Immunostaining for
MSI2, K14, and DAPI in control sections of mammary gland. Scale bar: 50 μm (B) qRT-PCR for Msi2 in mammary
epithelial cells from control and Msi2 overexpressing mice (‘Msi2-OE’). (C) Whole mount stain for mammary glands
from control and Msi2 overexpressing mice (left: low magnification, right: high magnification.) (D) Immunostaining
for K14, K8, and DAPI in mammary gland sections from control and Msi2 overexpressing mice. Scale bar: 100 μm (E)
qRT-PCR for luminal markers (K8, K18), basal markers (K14), and smooth-muscle Actin (SMA) in mammary epithelial
cells from control and Msi2 overexpressing mice. (F) Staining for E-cadherin (ECAD) (top) and EMT-marker SLUG
(bottom) in mammary glands from control and Msi2 overexpressing mice. Luminal cell layer is expanded upon Dox
Figure 7. Continued on next page Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 16 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Discussioni For example, the epithelial-specific splicing factors of the ESRP
family play important roles in maintenance of epithelial state (Warzecha et al., 2009; Reinke et al.,
2012). A recent study presented evidence that the transcription factor Snail can promote the mes
enchymal state in part by repressing Esrp1 (Reinke et al., 2012), further highlighting the importance
of post-transcriptional control in driving cell state transitions like EMT. Like master transcription factors, master post-transcriptional regulatory factors globally alter gene
expression—by affecting RNA splicing, stability, localization, or translation—which makes them suitable for
controlling cell identity (Jangi and Sharp, 2014). Our study shows that post-transcriptional regulatory fac
tors like Msi proteins can impact both translation and pre-mRNA splicing, utilizing multiple layers of RNA
regulation to reshape the transcriptome for a particular cell state. Many of the impacted splicing events are
part of an epithelial splicing program, suggesting that effects of Msis on splicing may reinforce the effects
of Jag1 repression on maintenance of epithelial cell state. The predominantly cytoplasmic expression of
Msis makes it likely that splicing is affected indirectly, e.g., through translational regulation of specific splic
ing factors, though our data do not rule out that a small fraction of Msi protein may be nuclear localized
and could directly regulate splicing. We have also observed that other RBPs are also enriched in the epithe
lial state (Shapiro et al., 2011), suggesting that RBPs as a group may play a broad role in maintenance of
this state, and might provide attractive targets for therapeutic efforts to manipulate cell state. Msi proteins are co-expressed with various proliferation markers in a wide variety of stem cell
niches, including the breast, stomach, intestine, lung, and brain. This observation suggests the hypo
thesis that Msis may act as general epithelial stem cell/progenitor regulators across tissues. Our find
ings are consistent with this hypothesis, but further study of Msi in multiple stem cell compartments
will be needed to directly test it. The role of Msi in the normal development and transformation
of other adult tissues will also be important to understand. For example, our observation that Msi is
frequently overexpressed in lung tumors suggests that ectopic expression of Msi proteins in the lung
could elucidate their role in lung cancer. Discussioni A model where Msi pro
teins repress translation by outcompeting
eIF4G for PolyA-binding protein (PABP) was pro
posed (Kawahara et al., 2008), but the condi
tions under which binding to mRNA results in
translational repression are unclear, since only a
subset of mRNAs are detectably regulated. It is
possible that co-factors are required in vivo for
Msi to affect translation following binding to the mRNA. It is also possible that other RNA-binding
factors outcompete Msi protein for binding, though MSI1 has relative high RNA-binding affinity. The
molecular mechanism underlying Musashi-dependent translational control and the nature of any co-
factors involved are not known. Figure 8. Model for Msi roles in regulation of cell state. Model for Msi role in the control of the epithelial state. We show that Msi represses translation of Jag1, a positive
regulator of Notch and EMT. We also show that Msi
promotes expression of an epithelial-luminal splicing
program, which we hypothesize occurs through transla
tional regulation of splicing factors. In the model, both
the direct regulation of Jag1 and indirect regulation of
splicing contribute to maintenance of an epithelial-
luminal cell state and inhibition of EMT. DOI: 10.7554/eLife.03915.022 Figure 8. Model for Msi roles in regulation of cell state. Model for Msi role in the control of the epithelial state. We show that Msi represses translation of Jag1, a positive
regulator of Notch and EMT. We also show that Msi
promotes expression of an epithelial-luminal splicing
program, which we hypothesize occurs through transla
tional regulation of splicing factors. In the model, both
the direct regulation of Jag1 and indirect regulation of
splicing contribute to maintenance of an epithelial-
luminal cell state and inhibition of EMT. DOI: 10 7554/eLife 03915 022 Figure 8. Model for Msi roles in regulation of cell state. Model for Msi role in the control of the epithelial state. We show that Msi represses translation of Jag1, a positive
regulator of Notch and EMT. We also show that Msi
promotes expression of an epithelial-luminal splicing
program, which we hypothesize occurs through transla
tional regulation of splicing factors. In the model, both
the direct regulation of Jag1 and indirect regulation of
splicing contribute to maintenance of an epithelial-
luminal cell state and inhibition of EMT. DOI: 10 7554/eLife 03915 022 This study complements recent reports of the involvement of post-transcriptional regulatory factors
in cell state maintenance and EMT. Discussioni Collectively, these studies are con
sistent with our working model in which Msi
represses Jag1 translationally, in turn altering
Notch activity required for EMT. ence of EMT on Notch activation has been observed
in normal development as well. During heart devel
opment, cardiac valves are generated from endo
cardium through EMT, and Notch activity was
shown to be required for this process (Timmerman
et al., 2004). Collectively, these studies are con
sistent with our working model in which Msi
represses Jag1 translationally, in turn altering
Notch activity required for EMT. The molecular mechanisms by which Msi pro
teins regulate translation of a subset of mRNAs
like Jag1 remains unclear. Our genome-wide
data and in vitro binding assays indicate that Msi
proteins act by binding UAG-containing motifs
at 3' UTRs of messages. A model where Msi pro
teins repress translation by outcompeting
eIF4G for PolyA-binding protein (PABP) was pro
posed (Kawahara et al., 2008), but the condi
tions under which binding to mRNA results in
translational repression are unclear, since only a
subset of mRNAs are detectably regulated. It is
possible that co-factors are required in vivo for
Msi to affect translation following binding to the mRNA. It is also possible that other RNA-binding
factors outcompete Msi protein for binding, though MSI1 has relative high RNA-binding affinity. The
molecular mechanism underlying Musashi-dependent translational control and the nature of any co-
factors involved are not known. Figure 8. Model for Msi roles in regulation of cell state. Model for Msi role in the control of the epithelial state. We show that Msi represses translation of Jag1, a positive
regulator of Notch and EMT. We also show that Msi
promotes expression of an epithelial-luminal splicing
program, which we hypothesize occurs through transla
tional regulation of splicing factors. In the model, both
the direct regulation of Jag1 and indirect regulation of
splicing contribute to maintenance of an epithelial-
luminal cell state and inhibition of EMT. DOI: 10.7554/eLife.03915.022 The molecular mechanisms by which Msi pro
teins regulate translation of a subset of mRNAs
like Jag1 remains unclear. Our genome-wide
data and in vitro binding assays indicate that Msi
proteins act by binding UAG-containing motifs
at 3' UTRs of messages. Discussioni The specific expression patterns of Msi proteins in stem and epithelial cells have aroused interest
in their functional roles. Here, we show that Msi proteins are associated with the epithelial-luminal
cell state in several cancer types, notably breast cancer, where Msi genes are highly enriched in
luminal tumors and luminal breast cancer cell lines. We showed that in breast cancer cells, knock
down of Msi genes leads to loss of epithelial identity and upregulation of mesenchymal markers,
while their ectopic activation promotes the epithelial state and suppresses mesenchymal proper
ties such as cell migration. As in cancer cells, overexpression of Msi2 in healthy mammary gland
tissue suppressed EMT and resulted in a defective mammary ductal branching pattern. These
observations all support a role for Msi proteins in maintenance of a luminal/epithelial cell state and
inhibition of EMT (Figure 8). The consistency between our observations in mammary epithelial
cells and NSCs and between mouse and human suggests that these functions are shared across
cell types and evolutionarily conserved. Our genome-wide data support the hypothesis that Msi proteins are translational regulators. We showed that Msi proteins can translationally repress Jag1, an important regulator of Notch signal
ing. However, the role of Notch signaling in cancer remains complex and may vary between cancer
types (Dickson et al., 2007; Lobry et al., 2011). The upregulation of Jag1 in the basal state suggests
that Notch pathway activity is high in and required for the entry into the mesenchymal state, consistent
with previous studies (Zavadil et al., 2004; Dickson et al., 2007). In mammary epithelial cells, Jag1-
triggered activation of Notch was shown to reduce E-cadherin expression and increase Slug expres
sion (Leong et al., 2007). Furthermore, Jag1 activation in breast cancer cells promotes their metastasis Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 17 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine into the bone in vivo by activating Notch in neigh
boring bone cells (Sethi et al., 2011). The depend
ence of EMT on Notch activation has been observed
in normal development as well. During heart devel
opment, cardiac valves are generated from endo
cardium through EMT, and Notch activity was
shown to be required for this process (Timmerman
et al., 2004). Discussioni Furthermore, the systematic downregulation of Msi1/Msi2
and high frequency of Msi1 mutations in kidney tumors suggests that kidney would be an informative
model for studying Msi loss-of-function and its consequences in cancer. Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 18 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Culture conditions for human breast cancer lines, shRNA knockdowns
and overexpression assays All breast cancer lines were cultured in DME containing 10% FBS, 1% GlutaMAX (Gibco), and Penn/
Strep, except for BT474, which was cultured in RPMI base medium, and SKBR3 which was cultured
with McCoy's 5A supplement. Lentiviruses carrying pLKO vectors with hairpins against Msi1, Msi2,
or Luciferase (control) were used for knockdowns. Hairpins were obtained from Broad Institute shRNA
library. Cells were infected in a centrifuge spin-infection step (1500 RPM, 37°C, 20 min) following a 2-hr
incubation with polybrene or protamine sulfate, and viral medium was added to the cells overnight. Cells
were subjected to 4–6 day Puromycin selection (2 μg/ml) 48 hr after infection. Msi1-OE vector (Thermo
OpenBiosystems) was used for overexpression assays. Virus was prepared was described above and cell
lines infected with virus were selected for 4–6 days with Blasticidin (5 μg/ml) 48 hr after infection. Mouse strains and derivation of neural stem cell lines Mouse strains and derivation of neural stem cell lines
Inducible overexpression mice (tetO-Msi1/Msi2) were generated as previously described in Beard
et al. (2006); Kharas et al. (2010). The generation of Msi2 conditional knockout mice was previ
ously described in Park et al. (2014), and the generation of Msi1 conditional knockout mice will
be described elsewhere (Yu et al., under review). Mice of the 129SvJae strain were used, and the
K14-rtTA strain was obtained from JAX (stock number: 007678). Animal care was in accordance
with institutional guidelines and approved by the Committee on Animal Care, Department of
Comparative Medicine, Massachusetts Institute of Technology, under animal protocol 1013-088-
16. For derivation of embryonic neural stem cells (NSCs), littermate embryos were used whenever
possible. Cortical NSCs were derived from embryos following Kim et al. (2003). Briefly, cortical
tissue was isolated from E12.5 embryos (unless otherwise noted) under a light dissection micro
scope inside a sterile fume hood and collected by centrifugation. Cortical tissues were dissociated
into single cells by trituration in Magnesium/Calcium-free HBSS buffer (Gibco, Woburn MA) fol
lowed by 15-min incubation at room temperature. Dissociated tissue was collected by centrifuga
tion, resuspended in N2 medium containing growth factors and Laminin (Life Technologies,
Woburn MA, Catalog Number: 23017015) and plated onto Polyornithin/Laminin-coated tissue
culture dishes as in Okabe et al. (1996). Culture conditions for embryonic neural stem cells
NSCs were grown in N2 medium (Okabe et al., 1996) containing EGF (20 ng/ml) and bFGF (20 ng/ml)
and Laminin (Life Technologies). Cells were grown on Polyornithin/Laminin-coated dishes. EMT was
induced by switching cells to N2 medium containing LIF/FBS as described in Ber et al. (2012). Migration assay in breast cancer cell lines Migration assay was performed using the transwells (Corning 6.5 mm Diameter inserts with 8um pore
size, polycarbonate membrane; product #3422, lot #19614003). 50,000 cells were seeded into wells in
each condition and allowed to migrate for 9 hr. Cells were stained with Crystal Violet and then percent
area covered was calculated using ImageJ. Images were threshold filtered on Hue and Saturation (Hue:
192-255 'pass'; Saturation: 72-255 'pass') and passed to the ‘Analyze Particles’ function with a thresh
old size of 2000. Western blotting, immunofluorescence staining, and antibodies used
For western blotting, cells were lysed on ice and protein lysates were loaded onto 4-12% gradient Bis-Tris
Gel (Life Technologies). Primary antibodies and dilutions used in western blotting on murine NSCs: anti-
MSI1/2 (Cell Signaling Technology #2154, 1:800), anti-MSI2 (Abcam #57341, 1:800), anti-Jag1 (Cell
Signaling Technology #2620, 1:800), anti-HER2 (Cell Signaling Technologies #2248, 1:1000), anti-phos-
HER2 (Cell Signaling Technology #2241, 1:1000), anti-alpha-Tubulin (Sigma-Aldrich T9026, 1:5000), anti-
HNRNPA1 (Abcam ab5832, 1:800). Immunofluorescene was performed on cells grown on glass bottom
chambers (LabTek II, #1.5), fixed in 4% PFA. Cells were blocked and permeabilized in 5% FBS, .1% Triton in
PBS(+). Antibodies were applied in 1% FBS in PBS(+). Immunofluorescence antibodies and dilutions: anti-
MSI1 (MBL D270-3, 1:500), anti-HNRNP A2/B1 (Santa Cruz, sc-374052, 1:200). For IHC on murine mam
mary glands, anti-Jag1 (Santa Cruz, SC-6011, 1:100) was used. For western on murine mammary glands,
anti-Jag1 (Santa Cruz, SC-6011, 1:1000) and anti-Tubulin (Sigma-Aldrich, T5168, 1:4000) were used. Culture conditions for embryonic neural stem cells NSCs were grown in N2 medium (Okabe et al., 1996) containing EGF (20 ng/ml) and bFGF (20 ng/
and Laminin (Life Technologies). Cells were grown on Polyornithin/Laminin-coated dishes. EMT w
nduced by switching cells to N2 medium containing LIF/FBS as described in Ber et al. (2012). Immunohistochemistry on human breast cancer sections
Paraffin-embedded human breast cancer sections were obtained from Biomax US (BR1505a) an
stained using standard protocols with antigen retrieval. Antibodies used: anti-ECAD1 (BD Bioscience
1:50) and anti-MSI1 (MBL D270-3, 1:200). y
Paraffin-embedded human breast cancer sections were obtained from Biomax US (BR1505a) and
stained using standard protocols with antigen retrieval. Antibodies used: anti-ECAD1 (BD Biosciences,
1:50) and anti-MSI1 (MBL D270-3, 1:200). Confocal imaging for immunofluorescence Confocal imaging was performed using a Perkin–Elmer microscope using oil-immersion 63× objective,
imaged with Velocity software. Single confocal stacks or maximum Z intensity projections were obtained
using Fiji (Bioformats-LOCI plugin). Computational analysis of RNA-Seq, ribosome profiling and bind-n-seq Ribosome profiling (ribo-seq) analysisi estern blotting, immunofluorescence staining, and antibodies used Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 19 of 27 Research article Research article Ribosome profiling (ribo-seq) analysisi To define a set of translationally regulated targets, we first filtered out genes that had low read counts
(5 reads or less) in constitutive CDS exons in either RNA-Seq or Ribo-Seq data. We then further filtered
out from this set genes that showed 1.5-fold change or greater in mRNA levels between control and
experimental samples, to avoid instances where changes in TE may be confounded by changes in
mRNA abundances, and therefore are less likely to be controlled solely at the level of translation. From
this set of genes, we defined the subset that had a threefold or higher change in TE as the set of trans
lational targets. RNA-seq and ribosome profiling library generation RNA-Seq libraries were prepared from polyA-selected RNA using standard Illumina protocol. Ribosome
profiling libraries were prepared following Ingolia et al. (2009) with several modifications. Briefly, cells
were collected by centrifugation and immediately flash-frozen. Cells were thawed in lysis buffer (20 mM
HEPES [pH 7.0], 100 mM KCl, 5 mM MgCl2, 0.5% Na-Deoxycholate, 0.5% NP-40, 1 mM DTT, Roche
mini EDTA-free protease inhibitor tablets [1 tablet/10 ml]) and briefly treated with DNase I and RNAse
I. Nuclei and cell debris were removed by centrifugation and lysates were treated with RNase I (NEB)
for 75 min at room temperature to generate monosome-protected RNA fragments. Monosomes were
collected by ultracentrifugation in a sucrose cushion, denatured in 8 M Guanidium HCl, and protected
RNA fragments (footprints) were extracted with Phenol–Chloroform. Footprints were dephosphoryl
ated by PNK treatment and size-selected (∼31–35 nt fragments) by purification from a 15% TBE-Urea
gel. Subtractive hybridization of ribosomal RNA from footprints was performed as in (Wang et al.,
2012). Footprints were then polyA-tailed, and Illumina sequencing adaptors were added in a reverse
transcription step to obtain footprint cDNA, which was then isolated by gel purification. cDNA was
then circularized, PCR-amplified, and PCR products isolated by gel purification and submitted for
sequencing on Illumina Hi-Seq platform. Computational analysis of RNA-Seq, ribosome profiling and bind-n-seq
Source code for the pipelines used to analyze RNA-Seq, ribosome profiling and Bind-n-Seq data is
available through the open-source library rnaseqlib (available at the git repository: http://www.github. com/yarden/rnaseqlib). Protocols, raw sequencing data and additional information about genomic
datasets are available at http://www.musashi-genes.org. Computational analysis of TCGA data p
y
Publicly available TCGA data sets (Level 2 and Level 3) were downloaded from NIH ‘Bulk Download’
website (RNASeqV2: https://wiki.nci.nih.gov/display/TCGA/RNASeq+Version+2). RNA-Seq analyses
were performed using ‘RNASeqV2’ TCGA files. Fold changes for genes were normalized by correction
with Lowess-fit of MA-values calculated using raw gene expression estimates. Alternative exon expres
sion was quantified using MISO. Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Sequencing data availability All RNA sequencing data was submitted to GEO (accession GSE58423). Computational identification of orthologous exon trios between mouse
and human Syntenic regions for exons in mouse alternative exon trios (mm9) were computed using Ensembl
Compara Database (Release 66) PECAN multiple genomes alignment, using the Pycogent Python frame
work (Knight et al., 2007). Syntenic coordinates in human genome (hg19) were then matched to anno
tated hg19 exon coordinates given in TCGA data files. On Numb as a translational target of Msi proteins Early work on mammalian Musashi proteins by the Okano group and colleagues suggested that Numb
mRNA is translationally repressed by MSI1 (Okano et al., 2002). A later study by the same group
showed that in the gastric system, Msi1 KO mice had lower, not higher, levels of Numb protein, oppo
site of the expected change under the translational repression model (Takahashi et al., 2013). Recent
work in HSCs (where only Msi2 is expressed) showed a Numb-independent phenotype for Msi2 and
found that Msi2 KO HSCs have unchanged levels of Numb protein (Park et al., 2014). Thus, it is
unclear if Msi1 or Msi2 directly regulate Numb mRNA translation in all systems and whether such reg
ulation always promotes or represses translation of the mRNA. In our data from NSCs, we were unable to detect a large difference in Numb translational efficiency
upon Msi1 overexpression as measured by Ribo-Seq, though a small effect cannot be excluded since
coverage of the Numb mRNA in our Ribo-Seq data was low. It is possible that Msi1 affects the trans
lation of certain Numb mRNA isoforms in a context-specific manner, potentially through alternative
mRNA processing of the Numb mRNA, as proposed by Takahashi et al. (2013). Bind-n-seq (RBNS) analysis Bind-n-seq (RBNS) analysis q
y
To define a set of genes with enriched Msi binding sites, we ranked genes according to the abundance
of RBNS-enriched 6mers in their 3' UTR. For each gene g, we calculated the density an RBNS-enriched
6mer k in the gene, Dg,k, as follows: mer k in the gene, Dg,k, as follows: , =
6+1
k
g k
n
D
u − where nk is the number of occurrences of the 6mer k in the longest 3' UTR of g, and u is the UTR length. We defined the enrichment density score Sg for each gene g as the sum of densities of all RBNS-
enriched 6mers in the gene: ,
=
g
g k
k
S
D
∑ We then calculated the distribution of Sg for all genes and ranked each gene by its percentile rank. The score for Jag1 (SJag1) ranked in the 85th percentile of the score distribution. Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 20 of 27 Research article Research article Luciferase reporter assays for protein translation The Jag1 3' UTR was cloned into the pRL-SV40 vector (Promega) downstream of Renilla luciferase
using the XbaI and NotI restriction sites creating the Renilla-Jag1-UTR construct. Firefly luciferase expres
sion was used as the internal control and expressed from the PGL3 vector (Promega). Renilla and the
Firefly luciferase vectors were co-transfected into 293 cells stably expressing hairpins against Msi1,
Msi2, or both Msi1 and Msi2, or into mock transfected 293T cells. Cells were harvested between 30–36 hr
after transfection and the Renilla and Firefly luciferase signals measured using the Dual-luciferase
Reporter Assay System (Promega) according to manufacture's instructions. In vivo overexpression and whole mount mammary gland staining Genomics and evolutionary biology | Human biology and medicine Inguinal mammary glands were spread on glass slides, fixed in Carnoy's
fixative (6:3:1, 100% ethanol: chloroform: glacial acetic acid) for 2 to 4 hr at room temperature, washed Primers and sequences related to RNA Bind-n-Seq
RBNS T7 template:
CCTTGACACCCGAGAATTCCA(N40)GATCGTCGGACTGTAGAACTCCCTATAGTGAGTCGTATTA
T7 oligo:
TAATACGACTCACTATAGGG
Resulting RNA Pool:
GAGTTCTACAGTCCGACGATC(N)40TGGAATTCTCGGGTGTCAAGG
Binding site used for validation:
GGCUUCUUAAGCGUUAGUUAUUUAGUUCGUUUGUU
RBNS RT primer:
GCCTTGGCACCCGAGAATTCCA
RNA PCR (RP1):
AATGATACGGCGACCACCGAGATCTACACGTTCAGAGTTCTACAGTCCGACGATC
Barcoded Primers:
CAAGCAGAAGACGGCATACGAGAT–BARCODE-GTGACTGGAGTTCCTTGGCACCCGAGAA
TTCCA
Jag1 region 1 sequence:
UGUCCAGUUAGAUCACUGUUUAGAU
Jag1 region 1 mutant:
UGUCCAGUUCCAUCACUGUUUCCAU
Jag1 region 2 sequence:
UCAAAGUAGAAUUUUUGUAUAGUUAUGUAAAUAAU
Jag1 region 2 mutant:
UCAAAGUCCAAUUUUUGUAUCCUUAUGUAAAUAAU
Luciferase reporter assays for protein translation
The Jag1 3' UTR was cloned into the pRL-SV40 vector (Promega) downstream of Renilla luciferase
using the XbaI and NotI restriction sites creating the Renilla-Jag1-UTR construct. Firefly luciferase expres
sion was used as the internal control and expressed from the PGL3 vector (Promega). Renilla and the
Firefly luciferase vectors were co-transfected into 293 cells stably expressing hairpins against Msi1,
Msi2, or both Msi1 and Msi2, or into mock transfected 293T cells. Cells were harvested between 30–36 hr
after transfection and the Renilla and Firefly luciferase signals measured using the Dual-luciferase
Reporter Assay System (Promega) according to manufacture's instructions. In vivo overexpression and whole mount mammary gland staining
Mice were given Dox (Sigma) via drinking water at 2 g/l. Mice were induced with Dox for 7 weeks
unless otherwise indicated. Inguinal mammary glands were spread on glass slides, fixed in Carnoy's
fi
ti
(6 3 1 100% th
l
hl
f
l
i l
ti
id) f
2 t
4 h
t
t
t
h d NA bind-n-seq protein expression, RNA preparation and binding A streptavidin binding peptide (SBP) tag was added to the pGEX6P-1 vector (GE) after the
Presceission protease site. Full-length Musashi (Msi1) was cloned downstream of the SBP tag with
infusion (Clontech) using BamHI and NotI cloning sites. Expression of tagged MSI1 was induced with
0.5 mM IPTG at 18° for 4 hr in the Rosetta(DE3)pLysS E. coli strain and subsequently purified on a
GST GraviTrap column (GE). MSI1 was eluted from the GST column with PreScission protease (GE)
in 4 mL of Protease Buffer (50 mM Tris pH 7.0, 150 mM NaCl, 1 mM EDTA, 1 mM DTT) at 4° C over
night (∼16 hr). Protein purity was assayed SDS-PAGE gel electrophoresis and visualized with
SimplyBlue SafeStain (Invitrogen). Input random RNA was generated by T7 in vitro transcription: 1 μg T7 oligo was annealed to 1 μg
of RBNS T7 template by heating the mixture at 65° C for 5 min then allowing the reaction to cool at
room temperature for 2 min. The random RNA was then in vitro transcribed with HiScribe T7 In vitro
transcription kit (NEB) according to manufacturer's instructions. The RNA was then gel-purified from a
6% TBE-urea gel. Nine concentrations of purified MSI1 (0 nM, 0.5 nM, 2 nM, 8 nM, 16 nM, 64 nM, 256 nM, 1 μM,
and 2 μM) were equilibrated in 250 μl of Binding Buffer (25 mM Tris pH 7.5, 150 mM KCl, 3 mM
MgCl2, 0.01% Tween, 1 mg/ml BSA, 1 mM DTT, 30 μg/ml poly I/C [Sigma]) for 30 min at room tem
perature. 40 U of Superasin (Ambion) and 1 μM random RNA (final concentration) was added to the
MSI1 solutions and incubated for 1 hr at room temperature. During this incubation, Streptavidin
magnetic beads (Invitrogen) were washed three times with 1 ml of wash buffer (25 mM Tris pH 7.5,
150 mM KCl, 60 μg/ml BSA, 0.5 mM EDTA, 0.01% Tween) and then equilibrated in Binding Buffer
until needed. MSI1 and interacting RNA was pulled down by adding the RNA/protein solutions to
1 mg of washed streptavidin magnetic beads and incubated for 1 hr at room temperature. Supernatant (unbound RNA) was removed from the beads and the beads washed once with 1 ml of Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 21 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Wash Buffer. The beads were incubated at 70° for 10 min in 100 μl of Elution Buffer (10 mM tris pH 7.0,
1 mM EDTA, 1% SDS) and the supernatant was collected. Bound RNA was extracted from the eluate
by phenol/chloroform extraction and ethanol precipitation. Half of the extracted RNA from each
condition was reverse transcribed into cDNA using Superscript III (Invitrogen) according to manufac
turer’s instructions using the RBNS RT primer. To control for any nucleotide biases in the input
random library, 0.5 pmol of the RBNS input RNA pool was also reverse transcribed and Illumina
sequencing library prep followed by 8–10 cycles of PCR using High Fidelity Phusion (NEB). As Msi1
concentration was increased, decreasing input RT reaction was required in the PCR. For instance,
the highest MSI1 condition required 30-fold less input RT product than the no MSI1 condition. All
libraries were barcoded in the PCR step, pooled together, and sequenced one HiSeq 2000 lane. p, p
g
,
q
q
Primers and sequences related to RNA Bind-n-Seq
RBNS T7 template:
CCTTGACACCCGAGAATTCCA(N40)GATCGTCGGACTGTAGAACTCCCTATAGTGAGTCGTATTA
T7 oligo:
TAATACGACTCACTATAGGG
Resulting RNA Pool:
GAGTTCTACAGTCCGACGATC(N)40TGGAATTCTCGGGTGTCAAGG
Binding site used for validation:
GGCUUCUUAAGCGUUAGUUAUUUAGUUCGUUUGUU
RBNS RT primer:
GCCTTGGCACCCGAGAATTCCA
RNA PCR (RP1):
AATGATACGGCGACCACCGAGATCTACACGTTCAGAGTTCTACAGTCCGACGATC
Barcoded Primers:
CAAGCAGAAGACGGCATACGAGAT–BARCODE-GTGACTGGAGTTCCTTGGCACCCGAGAA
TTCCA
Jag1 region 1 sequence:
UGUCCAGUUAGAUCACUGUUUAGAU
Jag1 region 1 mutant:
UGUCCAGUUCCAUCACUGUUUCCAU
Jag1 region 2 sequence:
UCAAAGUAGAAUUUUUGUAUAGUUAUGUAAAUAAU
Jag1 region 2 mutant:
UCAAAGUCCAAUUUUUGUAUCCUUAUGUAAAUAAU
Luciferase reporter assays for protein translation
The Jag1 3' UTR was cloned into the pRL-SV40 vector (Promega) downstream of Renilla luciferase
using the XbaI and NotI restriction sites creating the Renilla-Jag1-UTR construct. Firefly luciferase expres
sion was used as the internal control and expressed from the PGL3 vector (Promega). Renilla and the
Firefly luciferase vectors were co-transfected into 293 cells stably expressing hairpins against Msi1,
Msi2, or both Msi1 and Msi2, or into mock transfected 293T cells. Cells were harvested between 30–36 hr
after transfection and the Renilla and Firefly luciferase signals measured using the Dual-luciferase
Reporter Assay System (Promega) according to manufacture's instructions. In vivo overexpression and whole mount mammary gland staining
Mice were given Dox (Sigma) via drinking water at 2 g/l. Mice were induced with Dox for 7 weeks
unless otherwise indicated. Genomics and evolutionary biology | Human biology and medicine in 70% ethanol for 15 min, rinsed through graded alcohol followed by distilled water for 5 min, then
stained in carmine alum overnight, washed in 70%, 95%, 100% ethanol for 15 min each, cleared in
xylene, and mounted with Permount. in 70% ethanol for 15 min, rinsed through graded alcohol followed by distilled water for 5 min, then
stained in carmine alum overnight, washed in 70%, 95%, 100% ethanol for 15 min each, cleared in
xylene, and mounted with Permount. Quantitative RT-PCR analysis in mammary glands Mouse mammary epithelial cells were prepared according to the manufacturer's protocol (Stem
Cell Technologies, Vancouver, Canada). Briefly, following removal of the lymph node, mammary
glands dissected from 10-week-old virgin female mice were digested in EpiCult-B with 5% fetal
bovine serum (FBS), 300 U/ml collagenase, and 100 U/ml hyaluronidase for 8 hr at 37°C. After
vortexing and lysis of the red blood cells in NH4Cl, mammary epithelial cells were obtained by
sequential dissociation of the fragments by gentle pipetting for 1–2 min in 0.25% trypsin, and 2 min
in 5 mg/ml dispase plus 0.1 mg/ml DNase I (DNase; Sigma). Total RNA was isolated from mammary
epithelial cells. Complementary DNA was prepared using the MMLV cDNA synthesis kit (Promega). Quantitative RT-PCR was performed using the SYBR-green detection system (Roche). Primers were
as follows: Msi2 forward primer: ACGACTCCCAGCACGACC; Msi2 reverse primer: GCCAGCTCAGTCCA
CCGATA. Msi2 forward primer: ACGACTCCCAGCACGACC; Msi2 reverse primer: GCCAGCTCAGTCCA
CCGATA. K8 forward primer: ATCAAGAAGGATGTGGACGAA; K8 Reverse primer: TTGGCAATGTCCT
CGTACTG. K14 forward primer: CAGCCCCTACTTCAAGACCA; K14 Reverse primer: AATCTGCAGGA
GGACATTGG. K18 forward primer: TGCCGCCGATGACTTTAGA; K18 Reverse primer: TTGCTGAGGTCC
TGAGATTTG. Immunofluorescence on mammary gland sections Mammary glands were fixed in 4% PFA, paraffin-embedded and 5-μm sections were used for immuno
fluorescence assay. Paraffin sections were microwave pretreated and incubated with primary antibodies,
then incubated with secondary antibodies (Invitrogen) and counterstained with DAPI in mounting media. The following antibodies were used: anti-K14 (Abcam), anti-K8 (Abcam), anti-E-cadherin (CST), anti-Msi2
(Novus Biologicals), anti-Hes1 (Abcam), anti-Slug (CST). In vivo overexpression and whole mount mammary gland staining Mice were given Dox (Sigma) via drinking water at 2 g/l. Mice were induced with Dox for 7 weeks
unless otherwise indicated. Inguinal mammary glands were spread on glass slides, fixed in Carnoy's
fixative (6:3:1, 100% ethanol: chloroform: glacial acetic acid) for 2 to 4 hr at room temperature, washed Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 22 of 27 22 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Additional information Competing interests
EMA: Reviewing Editor, eLife. The other authors declare that no competing interests exi
Funding
Funder
Grant reference number
Author
National Institute of General
Medical Sciences
R01-GM085319
Christopher B Burge
National Cancer Institute
U01-CA184897
Christopher B Burge
National Cancer Institute
RO1-CA084198
Rudolf Jaenisch
National Institute of General
Medical Sciences
R01-GM096193
Edoardo M Airoldi
The funders had no role in study design, data collection and interpretation, or the decision
to submit the work for publication. p
g
EMA: Reviewing Editor, eLife. The other authors declare that no competing interests exist. Quantitative RT-PCR analysis in breast cancer cell lines Quantitative RT-PCR analysis in breast cancer cell lines
RNA was extracted using Trizol and cDNA was prepared using SuperScript III (Invitrogen). Primers
used are listed below (‘h’ prefix denotes human gene, ‘F’ denotes forward primer, ‘R’ denotes
reverse primer): hEcad-F: hEcad-F:
TGCCCAGAAAATGAAAAAGG
hEcad-R:
GTGTATGTGGCAATGCGTTC
hTwist-F:
GGAGTCCGCAGTCTTACGAG
hTwist-R:
TCTGGAGGACCTGGTAGAGG
hEpCAM-F:
CTTTAAGGCCAAGCAGTGCA
hEpCAM-R:
CGCGTTGTGATCTCCTTCTG
hCD24-F:
GGTTTGACTAGATGATGGATGCC
hCD24-R:
TCCATTCCACAATCCCATCCT
hMsi1-F:
GGGACTCAGTTGGCAGACTAC
hMsi1-R:
CTGGTCCATGAAAGTGACGAA
hMsi2-F: TGCCCAGAAAATGAAAAAGG
hEcad-R: TGCCCAGAAAATGAAAAAGG
hE
d R GTGTATGTGGCAATGCGTTC
hTwist-F: GTGTATGTGGCAATGCGTTC
h GGAGTCCGCAGTCTTACGAG
hTwist-R: TCTGGAGGACCTGGTAGAGG CTTTAAGGCCAAGCAGTGCA hEpCAM-R: Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 23 of 27 23 of 27 Research article Research article Genomics and evolutionary biology | Human biology and medicine Genomics and evolutionary biology | Human biology and medicine Acknowledgements We thank V Butty, P Reddien, P Sharp, F Soldner, J Muffat, R Weinberg, L Surface, N Spies, R Friedman,
M Kharas and M Lodato for helpful discussions, R Flannery for assistance with mouse colony mainte
nance, and D. Fu for assistance processing histology sections. We thank Shmulik Motola and Stuart Levine
(MIT BioMicroCenter) for high-throughput sequencing, and Wendy Solomon from Keck Microscopy
Facility (Whitehead Institute) for assistance with microscopy. Supported by NIH grants R01-GM096193
(EMA), RO1-CA084198 (RJ), U01-CA184897 and R01-GM085319 (CBB). ZY and FL are supported by
the National Basic Research program of China (973 program, 2011CB944103), the National Natural
Science Foundation of China (NSFC, 31271584), and the National Transgenic Breeding Project of
China (2011ZX08009-001-003). EMA is supported by Alfred P Sloan fellowship, and ESS by an NSF
Graduate Research Fellowship (Grant No. 1122374). Author contributions YK, Conception and design, Acquisition of data, Analysis and interpretation of data, Drafting
or revising the article; FL, NJL, Acquisition of data, Analysis and interpretation of data, Drafting
or revising the article; ESS, W-LT, Acquisition of data, Drafting or revising the article; AWC, EMA,
CJL, Analysis and interpretation of data, Drafting or revising the article, Contributed unpublished
essential data or reagents; PBG, ZY, RJ, CBB, Analysis and interpretation of data, Drafting or
revising the article Ethics Animal experimentation: Mice of the 129SvJae strain were used, and the K14-rtTA strain were
obtained from JAX (stock number: 007678). Animal care was performed in accordance with institutional
guidelines and approved by the Committee on Animal Care, Department of Comparative Medicine,
Massachusetts Institute of Technology, under animal protocol 1013-088-16. References
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The following dataset was generated: Author(s)
Year
Dataset title
Dataset ID and/or URL
Database, license, and
accessibility information
Katz Y, Burge CB
2014
Transcriptome and translatome
analysis of Msi in Mouse Neural
Stem Cells
http://www.ncbi.nlm.nih. gov/geo/query/acc. cgi?acc=GSE58423
Publicly available at
NCBI Gene Expression
Omnibus. Additional files Supplementary file
• Supplementary file 1. Breast cancer RNA-Seq datasets used in analysis (apart from TCGA). DOI: 10.7554/eLife.03915.023 24 of 27 Katz et al. eLife 2014;3:e03915. DOI: 10.7554/eLife.03915 Research article Research article Major dataset
The following dataset was generated:
Author(s)
Year
Dataset title
Dataset ID and/or URL
Database, license, and
accessibility information
Katz Y, Burge CB
2014
Transcriptome and translatome
analysis of Msi in Mouse Neural
Stem Cells
http://www.ncbi.nlm.nih. gov/geo/query/acc. cgi?acc=GSE58423
Publicly available at
NCBI Gene Expression
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Efficient C-space and cost function updates in 3D for unmanned aerial vehicles
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I. INTRODUCTION Unmanned aerial vehicles (UAVs) have many civilian and
military applications. However currently such vehicles can
only operate at a high altitude because they are not able
detect and avoid collisions with obstacles. Our research
focuses on UAVs that operate close to obstacles such as
buildings, vegetation and power lines. It is necessary to fly
low because one can get a better viewpoint, and can avoid
manned air traffic. mentation has kept researchers from significant progress in
this area. The main contribution of this paper is a completely incre-
mental framework that enables frequent replanning of paths
in 3D for aerial vehicles (Fig. 2) at an order of magnitude
lower computation time than current approaches to obstacle
expansion. Incremental planning has been well studied [1],
[2], however in prior work it has mostly been assumed that
planning is performed on a C-space expanded cost map and
that calculating this cost map is not difficult. In 2D the
number of cells affected to update the cost function based on
a new obstacle is a function of the square of the maximum
expansion. For example for an expansion of 20 cells about
400 cells are affected. However, in 3D it is not trivial to
update the cost function after new sensor data has been
received because the number of cells that potentially need to
be recomputed changes cubicly. So for the same expansion
we have to potentially look at roughly 8000 cells. We assume that the robot (Fig. 1) is given a sequence
of sparse waypoints that have to be reached to make ob-
servations and that the robot has to find its way around
obstacles that might be in its path. Flying close to and among
obstacles is difficult because of the challenges in sensing
small obstacles, and in repeatedly planning a safe path that
avoids obstacles in three dimensions. Some aspects of collision avoidance are easier for air
vehicles than ground vehicles. Any object close to the
intended path of an air vehicle must be avoided as opposed
to ground vehicles where the ground is always close and
deviations from the nominal ground plane indicate obstacles. The use of rotorcraft, rather than fixed wing aircraft also
simplifies the problem because in the worst case it is possible
for rotorcraft to come to a hover in front of an obstacle. Sebastian Scherer and Sanjiv Singh are with the Robotics Institute,
Carnegie Mellon University. Dave Ferguson is with Intel Research Pitts-
burgh.
il
[b
ti
dif
i
h]@
d Efficient C-Space and Cost Function Updates in 3D for Unmanned
Aerial Vehicles Sensor
data causes an update to the environment map which propagates to changes
in the cost function used by the planner. Finally an incremental path planner
calculates a new path to the goal with the changed cost values. Fig. 2. Data flow in a completely incremental planning paradigm. Sensor
data causes an update to the environment map which propagates to changes
in the cost function used by the planner. Finally an incremental path planner
calculates a new path to the goal with the changed cost values. Efficient C-Space and Cost Function Updates in 3D for Unmanned
Aerial Vehicles Sebastian Scherer, Dave Ferguson, Sanjiv Singh Fig. 1. The autonomous quad-rotor aerial vehicle used for testing. Here,
the vehicle is close to a typical pole and wire obstacle in the environment. The system is equipped with a computer, a GPS, an inertial measurement
unit, and a ladar scanner to sense the environment. The size of the vehicle
with rotors is less than one meter. New
Path
Limited
Incremental
Distance
Transform
Map
Update
Incremental
Planning
Algorithm
New
Sensor
Data
Updated
Obstacle
Cells
Changed
Costs
Fig. 2. Data flow in a completely incremental planning paradigm. Sensor
data causes an update to the environment map which propagates to changes
in the cost function used by the planner. Finally an incremental path planner
calculates a new path to the goal with the changed cost values. mentation has kept researchers from significant progress in Abstract— When operating in partially-known environments,
autonomous vehicles must constantly update their maps and
plans based on new sensor information. Much focus has been
placed on developing efficient incremental planning algorithms
that are able to efficiently replan when the map and associated
cost function changes. However, much less attention has been
placed on efficiently updating the cost function used by these
planners, which can represent a significant portion of the
time spent replanning. In this paper, we present the Limited
Incremental Distance Transform algorithm, which can be used
to efficiently update the cost function used for planning when
changes in the environment are observed. Using this algorithm
it is possible to plan paths in a completely incremental way
starting from a list of changed obstacle classifications. We
present results comparing the algorithm to the Euclidean
distance transform and a mask-based incremental distance
transform algorithm. Computation time is reduced by an order
of magnitude for a UAV application. We also provide example
results from an autonomous micro aerial vehicle with on-board
sensing and computing. Fig. 1. The autonomous quad-rotor aerial vehicle used for testing. Here,
the vehicle is close to a typical pole and wire obstacle in the environment. The system is equipped with a computer, a GPS, an inertial measurement
unit, and a ladar scanner to sense the environment. The size of the vehicle
with rotors is less than one meter. New
Path
Limited
Incremental
Distance
Transform
Map
Update
Incremental
Planning
Algorithm
New
Sensor
Data
Updated
Obstacle
Cells
Changed
Costs
Fig. 2. Data flow in a completely incremental planning paradigm. email: [basti, dif, ssingh]@cmu.edu I. INTRODUCTION Still, the availability of appropriate sensors, logistical issues
of mounting a vehicle with sufficient sensing, computing and
communication gear, and the risk involved in such experi- In this paper, we present the Limited Incremental Distance
Transform algorithm (LIDT) to efficiently perform this cost
function update. In our approach, changes to the environment
grid map [3] are propagated via the described limited incre-
mental distance transform. The list of changed costs is then
used by an incremental planning algorithm [2] to update the
current plan. In previous work we have addressed the problem of
navigating among obstacles with a layered architecture of
a reactive avoidance algorithm that learns parameters by
observing operator behavior and a global planning algorithm
that operates on an evidence grid [4], [5]. A path planner for a fixed-wing UAV using a grid lattice that operates on C-Space
expanded obstacles is proposed by Hwangbo et al. [6]. Grif-
fiths et al. use an RRT based planner with a grid height map
to plan a path through the environment for an autonomous
fixed wing UAV in an urban environment [7]. Whalley et al. explore an environment with an autonomous helicopter. Paths
among obstacles are planned to use a Voronoi diagram [8]. Andert & Goormann build an occupancy grid for planning
with a stereo rig on a UAV [9]. Several interesting cost functions for UAVs depend on the
distance to the closest obstacle. For example, the shortest
path with a clearance to obstacles: obst(l) = max(0, d2
max −d(l)2
o)
(3) (3) A maximum distance d2
max determines a cutoff beyond
which the closest obstacle does not influence the path any-
more. In the extreme case if d2
max and γ is large the path
found will correspond to the solution of the Generalized
Voronoi Graph (GVG) [10] since the path will first lead away
from the obstacle to get onto the Voronoi graph and then the
lowest cost path will be on the graph and finally will go
away from the graph to the goal point. In a natural outdoor
environment the separation of obstacles is in many cases
unbounded so that planning on that boundary would lead to
too long paths. All of the related work described above uses a grid based
approach to represent obstacles. III. DISTANCE TRANSFORM ALGORITHMS The distance d(l)2
o is the result that is computed by
the distance transform algorithm. There are many possible
distance metrics that can be applied, however the squared
Euclidean distance is most useful for our application since
we want the obstacle expansion and C-space expansion to
be spherical. The property of the distance transform that
we want can be expressed for a mxnxo grid with boolean
obstacles b[i, j, k] as follows: In this paper we assume a spherical robot, a reasonable
assumption for a rotor-craft. A spherical expansion is easy
to compute if we know the distance to the closest obstacle. If the distance is closer than the radius rv of the UAV one
is in contact with an obstacle. We set the cost for such an
edge to be infinite cost. We can express the general cost function between two
vertices as follows: EDT(x, y, z) =
min(b[i, j, k] : (x −i)2 + (y −j)2 + (z −k)2)
(5) EDT(x, y, z) = c(k, l) =
∞
if d(l)2
o < r2
v
γ · obst(l) + dist(k, l)
otherwise
(1) (1) (5) This property says that for every coordinate in the distance
transform EDT(x, y, z) we determine the minimum of the
distance to all the obstacles b[i, j, k]. This would of course
not be a very efficient algorithm in most cases however it
shows what we need to compute. The Manhattan distance
L1 transform can be written like this: This property says that for every coordinate in the distance
transform EDT(x, y, z) we determine the minimum of the
distance to all the obstacles b[i, j, k]. This would of course
not be a very efficient algorithm in most cases however it
shows what we need to compute. The Manhattan distance
L1 transform can be written like this: where c(k, l) is the cost between position k and l, and the
closest obstacle is d(l)2
o. The cost consists of a scale factor
γ that scales between the cost of obstacles obst(l) and the
cost of the distance dist(k, l). Since we can express the C-
space expansion in the cost function as an infinite cost, we
will from here on refer to the cost function as the cost of an
edge that also includes the C-space expansion. I. INTRODUCTION Since a C-space expansion
and cost function have to be computed for planning our
approach could be used to update the costs in the map. We begin by describing in Section II how navigation
cost functions are typically computed and their relationship
to distance transforms. In Section III we discuss several
potential approaches on computing such cost functions. Section IV describes our novel algorithm and Section V
presents experiments and results, including examples from
our autonomous aerial vehicle. Another useful cost function is to stay close to obstacles
up to a desired distance ddes but not too close. This can be
important for stealth reasons but also one might want to stay
closer to obstacles to avoid wind or to stay localized. In this
case the cost function can be expressed as follows: II. C-SPACE EXPANSION AND COST FUNCTIONS obst(l) =| d2
des −min(d2
max, d(l)2
o) |
(4) (4) Incremental replanning using D* or its variants [1], [2] is
a general and efficient approach to adapt to a partially-known
or dynamic environment. However it is not always easy to
determine how the map for planning changed on a 3D grid
since it is necessary to plan in the changed free configuration
space [10] with changed costs. Note that for both obst(l) functions it is necessary to
know d(l)2
o, the distance to the closest obstacle up-to the
maximum distance d2
max. Naively computing the distance
d(l)2
o is expensive for large d2
max that are typically used
in planning for UAV. The contribution of this paper is an
efficient algorithm for calculating the changes to d(l)2
o. Even though it is theoretically possible to plan with an
arbitrary C-space expansion and cost function, the dominant
factor is the distance to the closest obstacle. Therefore we
assume that we can calculate the cost for planning around
obstacles from distance. III. DISTANCE TRANSFORM ALGORITHMS The algorithm we propose also
depends on the number of obstacles that changed however if
only a small number of distances changes less work has to
be performed by the LIDT algorithm. If an obstacle is removed a similar sweep outward prop-
agates the changes to cells whose previous distance values
are based on the removed obstacle and updates the distance
for those cells since they now have a too close distance
value. The cost to each of these cells is then updated based
on the closest valid obstacle. Once the removal wavefront
terminates each cell that does not have a valid obstacle will
be updated with a valid obstacle (up to dmax). Kalra et al. [12] developed an incremental algorithm to
reconstruct the Generalized Voronoi Diagram (GVD) in 2D. The GVD is based on a quasi-Euclidean distance transform
of the obstacles. The algorithm is the basis of the algorithm
presented in this paper, however we have modified the
incremental GVD algorithm to make it suitable for C-space
and cost function updates. The presented algorithm also
adds another variable to keep track of the changes in the
distance transform while it is being computed that can then
be used in an incremental planning algorithm (Also see Fig. 2) . Furthermore we have generalized the algorithm to be
applicable for different distance metrics (such as the squared
Euclidean distance metric) while the original algorithm only
allowed a quasi-Euclidean expansion. Also one can control
the maximum amount of computation per obstacle in the
LIDT algorithm because one controls the maximum distance
dmax that needs to be expanded into account. It is important to note that the size of the queue in the
wavefront depends on the radius of expansion. The number
of cells in the queue is dependent on the radius r of the
wavefront and grows linearly with the radius O(r). However
since we are calculating the expansion in 3D the number of
cells on the surface of the sphere grows with the square of
the radius O(r2). Also the maximum radius that has to be
expanded depends on the size of the Voronoi region that is
affected. One worst case example is an empty grid with one
obstacle that is removed. In that example first all the cells
going outward have to be invalidated and then all cells have
to be lowered correctly again. III. DISTANCE TRANSFORM ALGORITHMS In the worst case one therefore
has to look at the grid twice for every obstacle removed. III. DISTANCE TRANSFORM ALGORITHMS INITIALIZE()
1
O ←∅
2
foreach cell s
3
dists ←d2
max
4
distnew
s
←d2
max
5
distold
s
←d2
max
6
obsts ←∅
SETOBSTACLE(o)
1
if distnew
o
̸= 0
2
distnew
o
←0
3
obsto ←o
4
UPDATEVERTEX(o)
REMOVEOBSTACLE(o)
1
distnew
o
←d2
max
2
obsto ←∅
3
if disto < d2
max
4
UPDATEVERTEX(o)
CALCULATEKEY(o)
1
return min(disto, distnew
o
)
UPDATEVERTEX(o)
1
key ←CALCULATEKEY(o)
2
if o ∈O
3
UPDATE(O, o, key)
4
else
5
INSERT(O, o, key)
DISTANCE(n, s)
1
Squared Euclidean:
2
v ←posn −posobsts
3
return v · v
DISTANCE(n, s)
1
Quasi Euclidean:
2
v ←posn −poss
3
return v · v + distnew
s
Fig. 3. The Limited Incremental Distance Transform Algorithm (Helper
functions). algorithm scans the grid in three phases. In each phase the
grid is scanned along a different axis forward and backward
to determine a minimum. Overall the work performed is
six passes through the grid for three dimensions. In two
dimensions four passes are necessary. A simple incremental approach to update the cost function
in a grid is to update the grid with a mask of the distances
to the obstacles. We will refer to this algorithm as “mask al-
gorithm” in the algorithm evaluation. Every time an obstacle
is added a convolution of the surrounding area is performed
to check if any of the distances is larger than the distance in
the mask. In the case of obstacle removal all non-obstacle
cells that are in the mask of the obstacle are set to infinity
and a region of two times the size of the mask is scanned
for all obstacles. The region inside the removed obstacle is
checked for any obstacle and the closest distance is restored. This algorithm serves as an incremental algorithm that one
could implement easily. Fig. 3. The Limited Incremental Distance Transform Algorithm (Helper
functions). would proceed. Since the values are sorted by increasing
distance the cells with the smallest distance get updated first. Finally, the wavefront that is moving outwards terminates if
the distance has reached a value that is larger than any of the
neighboring cells or if the grid boundary has been reached. While the runtime of the Meijster et al. algorithm depends
on the size of the grid and is therefore non-incremental, the
runtime of the mask algorithm depends on the number of
obstacles added and removed. A. Intuition The Limited Incremental Distance Transform algorithm
provides an efficient solution to keep an updated distance
transform for changes to the cost function in the environment. The algorithm is an incremental version of the brushfire
algorithm and, as with the original brushfire algorithm it
propagates a wavefront of distances to update the distance
for each cell to its closest obstacle. For a good explanation of
the brushfire algorithm also see Choset et al. [10]. The open
list O keeps track of the wavefront and contains the cells that
need to be expanded. Initially if only obstacles are added,
the values of cells are lowered from dmax to consistent
(or correct) distance values in the same way that brushfire IV. LIMITED INCREMENTAL DISTANCE TRANSFORM
ALGORITHM For our application we are interested in computing the
distance transform only out to a maximum distance dmax. As such the incremental distance transform propagation can
be terminated once this distance is reached. This can save a
significant amount of computation if the Voronoi region that
changes is large. III. DISTANCE TRANSFORM ALGORITHMS MDT(x, y, z) = The dist function can be any valid distance metric but one
common metric is the squared Euclidean distance: min(b[i, j, k] :| x −i | + | y −j | + | z −k |)
(6) (6) dist(k, l) = (kx −lx)2 + (ky −ly)2 + α(kz −lz)2
(2) An efficient non-incremental linear time algorithm to
calculate the distance transform was proposed by Meijster
et al. [11]. Even though this algorithm is very efficient, we
will show in section V that repeatedly recomputing the result
takes too long to be useful for navigation on a large grid. The where the x, y, z components are the displacement in the
respective axis. If α = 1 going left/right or to climb/sink is
equal cost. If α > 1 the robot will prefer to move laterally
and if α < 1 it will prefer to move vertically. INITIALIZE()
1
O ←∅
2
foreach cell s
3
dists ←d2
max
4
distnew
s
←d2
max
5
distold
s
←d2
max
6
obsts ←∅
SETOBSTACLE(o)
1
if distnew
o
̸= 0
2
distnew
o
←0
3
obsto ←o
4
UPDATEVERTEX(o)
REMOVEOBSTACLE(o)
1
distnew
o
←d2
max
2
obsto ←∅
3
if disto < d2
max
4
UPDATEVERTEX(o)
CALCULATEKEY(o)
1
return min(disto, distnew
o
)
UPDATEVERTEX(o)
1
key ←CALCULATEKEY(o)
2
if o ∈O
3
UPDATE(O, o, key)
4
else
5
INSERT(O, o, key)
DISTANCE(n, s)
1
Squared Euclidean:
2
v ←posn −posobsts
3
return v · v
DISTANCE(n, s)
1
Quasi Euclidean:
2
v ←posn −poss
3
return v · v + distnew
s
Fig. 3. The Limited Incremental Distance Transform Algorithm (Helper
functions). INITIALIZE()
1
O ←∅
2
foreach cell s
3
dists ←d2
max
4
distnew
s
←d2
max
5
distold
s
←d2
max
6
obsts ←∅
SETOBSTACLE(o)
1
if distnew
o
̸= 0
2
distnew
o
←0
3
obsto ←o
4
UPDATEVERTEX(o)
REMOVEOBSTACLE(o)
1
distnew
o
←d2
max
2
obsto ←∅
3
if disto < d2
max
4
UPDATEVERTEX(o)
CALCULATEKEY(o)
1
return min(disto, distnew
o
)
UPDATEVERTEX(o)
1
key ←CALCULATEKEY(o)
2
if o ∈O
3
UPDATE(O, o, key)
4
else
5
INSERT(O, o, key)
DISTANCE(n, s)
1
Squared Euclidean:
2
v ←posn −posobsts
3
return v · v
DISTANCE(n, s)
1
Quasi Euclidean:
2
v ←posn −poss
3
return v · v + distnew
s
Fig. 3. The Limited Incremental Distance Transform Algorithm (Helper
functions). INCREMENTALDISTANCETRANSFORM(O)
C
∅ INCREMENTALDISTANCETRANSFORM(O)
∅ LOWER(s)
1
foreach n ∈Adj(s)
2
if distnew
n
> distnew
s
3
d′ ←DISTANCE(n, s)
4
if d′ < distnew
n
5
distnew
n
←d′
6
obstn ←obsts
7
UPDATEVERTEX(n)
RAISE(s)
1
foreach n ∈Adj(s)
2
WAVEOUT(n)
3
WAVEOUT(s)
WAVEOUT(n)
1
if n ̸= obstn
2
distnew
n
←d2
max
3
obstold
n
←obstn
4
foreach a ∈Adj(n)
5
if VALID(obsta)
6
d′ ←DISTANCE(n, a)
7
if d′ < distnew
n
8
distnew
n
←d′
9
obstn ←obsta
10
if obstn ̸= obstold
n
11
UPDATEVERTEX(n)
INCREMENTALDISTANCETRANSFORM(O)
1
C ←∅
2
while O ̸= ∅
3
s ←POP(O)
4
if distnew
s
< dists
5
dists ←distnew
s
6
LOWER(s)
7
if dists ̸= distold
s
8
INSERT(C, s)
9
distold
s
= dists
10
else
11
dists ←d2
max
12
RAISE(S)
13
if dists ̸= distnew
s
14
updateV ertex(s)
15
return C
Fig. 4. The Limited Incremental Distance Transform Algorithm (Main functions). 15
return C
Fig. 4. The Limited Incremental Distance Transform Algorithm (Main functions). Fig. 5. The virtual campus environment of Carnegie Mellon University,
Pittsburgh, PA that is used in the simulation experiments. Buildings that
were added to the digital elevation model are shown in white. A hemispher-
ical 200m range 3D range sensor is simulated to update the environment
map held by the robot. set to zero and the obstacle points to itself. Then the obstacle
is added to the queue to be expanded. Similarly a removed
obstacles distance is set to d2
max and it is added to the queue
with the priority of the old distance it used to have. Since the update to the grid should always be with
increasing priority the key is calculated from the smaller of
the two distance values in CALCULATEKEY and the heap is
updated in UPDATEVERTEX with the new priority unless the
element has an infinite priority. Fig. 5. The virtual campus environment of Carnegie Mellon University,
Pittsburgh, PA that is used in the simulation experiments. Buildings that
were added to the digital elevation model are shown in white. A hemispher-
ical 200m range 3D range sensor is simulated to update the environment
map held by the robot. Using our algorithm one can calculate a squared Euclidean
distance in DISTANCE or a quasi-Euclidean distance that is
the shortest distance on a 26-connected grid. INCREMENTALDISTANCETRANSFORM(O)
C
∅ It is possible to
calculate the squared Euclidean distance because we always
keep track of the location of the closest obstacle in obsts. The obsts pointer tells us if a grid cell needs to be updated
because it points to an obstacle. If that obstacle changes all
cells pointing to that obstacle need to be updated. binary heap there is a fast data structure that can be used
in our application because the maximum distance is limited
to dmax and we are operating on a grid with integer values
of the keys. Since there is only a small range of key values
we create a hash table with the distances as key values. On
every update we keep track of the lowest distance element. If we pop an element we update the lowest distance if it
changes. To insert we just add the element to the list at the
appropriate key value. This data structure allows O(1) for
INSERT, UPDATE, and POP. The main work of updating the distance transform and
keeping track of changed cells happens in INCREMEN-
TALDISTANCETRANSFORM which returns a list of updated
distances C. If we added or removed obstacles the open
list O will not be empty and so we take the first element
of the list and LOWER the node if it is over-consistent and
RAISE it otherwise. Since all nodes have to be made LOWER
eventually we can keep track of the changed distances in
lines 7-9. V. EXPERIMENTS There are certain tradeoffs between using an incremental
and non-incremental algorithm that need to be considered. In
this section we examine some parameters that influence the
performance of the LIDT algorithm and compare it to the
fastest non-incremental algorithm and a simple incremental
algorithm we denote the “mask” approach (described in
Section III). A recent survey [13] showed that the algorithm
developed by Meijster [11] is fastest in almost all test
cases over a variety of problems. We therefore also compare
the incremental algorithms to a 3D implementation of this
algorithm. LOWER updates the distance of each adjacent node and
adds it to the queue if the distance changed. Also we update
the associated obstacle if it changed. RAISE on the other hand propagates out a removed ob-
stacle in WAVEOUT and so we first set the distance to be
infinity and try to get a new distance for an adjacent node. If the associated obstacle changed we put the item back on
the queue. The algorithm terminates when the open list is empty. At
this point all the cells in the grid have consistent distance
values and have a valid obstacle pointer if their distance is
less than dmax. A list of changed cells is in C. B. Details The algorithm pseudocode is split in two parts the helper
functions are shown in Fig. 3 and the main functions are
shown in Fig. 4. In INITIALIZE all cell distances are set to d2
max and the
obstacle pointer is emptied. As the environment changes
obstacles are removed and added with SETOBSTACLE and
REMOVEOBSTACLE. If an obstacle is added its distance is A. Simulation experiments The algorithms are run with the
same sensor inputs on a grid that was initialized with an elevation model. Meijster is the non-incremental distance transform algorithm by Meijster
et al. Mask is a simple incremental algorithm that updates based on a
distance mask for each obstacle. Incremental is the limited incremental
distance transform algorithm. The environment map changes as the robot
discovers new obstacles and removes invalid obstacles from its initial map. dmax = 20. The mean of the number of obstacles added was 370 ± 32.3. The mean of the number of obstacles removed was 14 ± 6.5. The grid
size considered is 512x512x80. Box and whisker plot legend: The red line
is the median, the blue box extends from the lower quartile to the upper
quartile, and the whiskers extend to 1.5 of the interquartile range. Red
crosses represent single run outliers. A path tracking algorithm controls the helicopter and
regulates speed based on the distance to the closest obstacle. As soon as a sensor measurement is received the evidence
grid is updated and changes are given to one of the three
distance transform algorithms. The changes to the grid and
the cost function are then propagated to a D* Lite [2]
planning algorithm. All algorithms run on a 2.5GHz Intel
Core 2 Duo processor. We ran an experiment in this environment with the robot
avoiding obstacles that it saw within its range sensor and the
three algorithms calculating the changes to the cost function
for D* Lite. The maximum expansion for the grid was set
to dmax = 20 and the environment map was initialized with
the prior digital elevation model. During its traverse, a mean
of 370 (standard deviation 32.3) obstacles were added and
14 (standard deviation 6.5) obstacles were removed. 0
50
100
150
200
250
0
20
40
60
dmax [cells]
time [s]
Fig. 7. Initial calculation times for an empty 512x512x80 grid initialized
with obstacles from a digital elevation model for different expansions. As
the expansion increases so does the initialization time because a lot of cells
need to be updated for a large expansion in the limited incremental distance
transform. 0
50
100
150
200
250
0
20
40
60
dmax [cells]
time [s] Overall the limited incremental distance algorithm per-
formed over an order of magnitude better than the competing
approaches (Fig. A. Simulation experiments 6 and Table I), because the expansion
distance is large and a number of obstacles have to be
removed each iteration. As the number of obstacles removed
decreases the ‘mask’ algorithm performs better because
obstacle removal is an expensive operation for this algorithm. The non-incremental Meijster et al. algorithm has to traverse
the grid several times and therefore cannot perform as well
as the incremental algorithms which only have to update a
small local region. Fig. 7. Initial calculation times for an empty 512x512x80 grid initialized
with obstacles from a digital elevation model for different expansions. As
the expansion increases so does the initialization time because a lot of cells
need to be updated for a large expansion in the limited incremental distance
transform. 5
10 30 50 70 90 110130150170190210230250
0
2
4
6
8
10
time [s]
dmax [cells]
Fig. 8. A box and whisker plot for the limited incremental distance
transform of the computation time in seconds for an increasing value of
the maximum distance expanded dmax . The computation time spreads out
more as dmax increases since a changed obstacle cell can affect a larger
Voronoi region however the region affected can also be small if the obstacle
added is close to existing obstacles. The grid size considered is 512x512x80. For the legend of the box and whisker plot see Fig. 6. 5
10 30 50 70 90 110130150170190210230250
0
2
4
6
8
10
time [s]
dmax [cells] 5
10 30 50 70 90 110130150170190210230250
0
2
4
6
8
10
time [s]
dmax [cells] As the expansion distance decreases there is a point at
which the mask algorithm becomes more efficient because it
can use the processor cache better since it performs lots of
sequential accesses. However if dmax increases significantly
the runtime of the mask algorithm will increase beyond
the non-incremental algorithm by Meijster because it must
perform double work. Fig. 8. A box and whisker plot for the limited incremental distance
transform of the computation time in seconds for an increasing value of
the maximum distance expanded dmax . The computation time spreads out
more as dmax increases since a changed obstacle cell can affect a larger
Voronoi region however the region affected can also be small if the obstacle
added is close to existing obstacles. The grid size considered is 512x512x80. A. Simulation experiments To determine the effectiveness of the limited incremental
distance transform algorithm for aerial vehicle planning we
evaluated it for missions in a simulated environment and
compared it with two other distance transform algorithms:
the non-incremental distance transform algorithm by Meijster
et. al and the simple incremental ‘mask’ algorithm. See
Section III for more details on the two competing algorithms. We assume that the open list O has three operations:
INSERT inserts an element in the open list with a given
priority key, UPDATE updates the key of an element already
in the queue, and POP returns and removes the top element
from the priority queue. Even though one can implement the open list O as a Meijster
Mask
Incremental
0
5
10
time [s]
Fig. 6. A comparison of running three distance transform algorithms
in the environment shown in Fig. 5. The algorithms are run with the
same sensor inputs on a grid that was initialized with an elevation model. Meijster is the non-incremental distance transform algorithm by Meijster
et al. Mask is a simple incremental algorithm that updates based on a
distance mask for each obstacle. Incremental is the limited incremental
distance transform algorithm. The environment map changes as the robot
discovers new obstacles and removes invalid obstacles from its initial map. dmax = 20. The mean of the number of obstacles added was 370 ± 32.3. The mean of the number of obstacles removed was 14 ± 6.5. The grid
size considered is 512x512x80. Box and whisker plot legend: The red line
is the median, the blue box extends from the lower quartile to the upper
quartile, and the whiskers extend to 1.5 of the interquartile range. Red
crosses represent single run outliers. We want to simulate an algorithm load that is similar
to a real extended mission of our micro aerial vehicle in
a simulated environment of the campus at Carnegie Mellon
University, Pittsburgh, PA, USA. See Fig. 5 for a screen shot
from our simulation. Meijster
Mask
Incremental
0
5
10
time [s] The simulation consists of a second order dynamic model
of our quad-rotor helicopter shown in Fig. 1, a hemispherical
3D range sensor with a range of 200m, and a geometric
model of campus. Incremental Incremental Fig. 6. A comparison of running three distance transform algorithms
in the environment shown in Fig. 5. A. Simulation experiments For the legend of the box and whisker plot see Fig. 6. The runtime of the limited incremental distance transform
depends on the size of the Voronoi region affected and in
many cases if obstacles are close to each other then the
affected regions are relatively small. In the case of the
simulation and in realistic scenarios the changes to the map
will be local and in a neighborhood of existing obstacles. In this case since only a small number of cells need to
be updated the limited incremental distance transform has
a significant advantage. Algorithm
Incremental
Mean calc. time
Std. Dev. Meijster
No
13.05s
0.16s
Mask
Yes
6.61s
2.21s
LIDT
Yes
0.27s
0.12s
TABLE I
CALCULATION TIMES OF ONE UPDATE FOR THE ALGORITHM BY
MEIJSTER ET AL., THE MASK ALGORITHM AND THE LIMITED
INCREMENTAL DISTANCE TRANSFORM ALGORITHM (LIDT). dmax = 20 The standard deviation in Table I indicates that the com-
putation time for the LIDT algorithm varies less than for the
Mask algorithm. In a second experiment we evaluated the performance of
the maximum distance dmax on computation time for our
campus environment. Fig. 9. This sequence of images shows our autonomous quadrotor micro
aerial vehicle (Fig. 1) avoiding a tree that is in the straight line mission
path to its goal. As soon as the robot detects the obstacle it plans a path
in 3D with a wide berth around the obstacle. The cost function is set up
in such a way that the robot will prefer to move laterally and therefore we
only show a top view. Since dmax = 11 the obstacle is avoided by a large
margin. The mission path is shown in black and the planned avoidance path
is shown in red. The black line shows the path of the vehicle as recorded
by GPS. The tree obstacle is shown in green. Fig. 9 shows the quadrotor avoiding a tree in its straight
line path to the goal. The cost function used for the planning
algorithm in this case is the same as as in Eq. 3 with dmax =
11. Since that expansion is large and we are planning in
3D it is beneficial to use an incremental distance transform
algorithm to update the changes to the cost function. VI. CONCLUSION AND FUTURE WORK We have presented a completely incremental framework
for planning paths in 3D that enables recomputation of
costs an order of magnitude faster than current approaches. This speed up is made possible by using a novel limited
incremental distance transform algorithm. This algorithm
exploits the local nature of cost function updates when
obstacles are added or removed from the map and enables
autonomous aerial vehicles to respond to newly observed
obstacles (or obstacles that no longer exist) in real-time. We have provided results from simulation demonstrating the
benefits of the approach and illustrative examples from a
physical implementation on a quad-rotor micro aerial vehicle
autonomously navigating in Pittsburgh, PA. We ran a total of 37461 updates with varying maxi-
mum expansion values for the limited incremental distance
transform. During testing we reset the environment map
periodically and then recalculated the incremental distance
transform with obstacles based on the digital elevation model
which exemplifies the overhead cost of the incremental
distance transform for starting from scratch. The initial overhead of the incremental distance transform
algorithm is significant if a large number of obstacles already
exist in the environment map since the expansion has to
perform more work per cell than the distance transform
algorithm. A scatter plot of the overhead is shown in Fig. 7. The initial overhead of the incremental distance transform
algorithm is significant if a large number of obstacles already
exist in the environment map since the expansion has to
perform more work per cell than the distance transform
algorithm. A scatter plot of the overhead is shown in Fig. 7. After the initial overhead, however, subsequent updates
are relatively inexpensive. With an increase in the distance
dmax the median computation time increases as well as the
overall spread in computation. Since the potential number
of cells affected by a change in the environment increases
with dmax we also see a larger variation in computation
times. Even with a large expansion of 250 cells, however,
the limited incremental distance transform algorithm can still
outperform the algorithm by Meijster. At such an expansion
distance the ‘mask’ algorithm would not be feasible because
on every update it essentially needs to check every cell in a
512x512x80 grid. REFERENCES [1] A. Stentz, “The d* algorithm for real-time planning of optimal
traverses, Tech. Rep. CMU-RI-TR-94-37, Oct 1994. [1] A. Stentz, “The d* algorithm for real-time planning of optimal
traverses, Tech. Rep. CMU-RI-TR-94-37, Oct 1994. p
[2] S. Koenig and M. Likhachev, “D* lite,” Eighteenth national conference
on Artificial intelligence, Jul 2002, twocol. fi
g
[3] M. C. Martin and H. Moravec, “Robot evidence grids, Tech. Rep. CMU-RI-TR-96-06, Mar 1996. [4] S. Scherer, S. Singh, L. Chamberlain, and M. Elgersma, “Flying
fast and low among obstacles: Methodology and experiments,” Int. J. Robotics Research, vol. 27, no. 5, pp. 549–574, May 2008. pp
y
[5] S. Scherer, S. Singh, L. Chamberlain, and S. Saripalli, “Flying fast
and low among obstacles,” Robotics and Automation, 2007 IEEE
International Conference on, pp. 2023 – 2029, Mar 2007. f
pp
[6] M. Hwangbo, J. Kuffner, and T. Kanade, “Efficient two-phase 3d
motion planning for small fixed-wing uavs,” Robotics and Automation,
2007 IEEE International Conference on, pp. 1035 – 1041, Mar 2007. A. Simulation experiments The C-
space expansion is set to 2 meters but since it is expensive
to go close to obstacles the path gives the obstacle a wide
berth. In this experiment the obstacle is avoided with a speed
of 2m/s. Fig. 9. This sequence of images shows our autonomous quadrotor micro
aerial vehicle (Fig. 1) avoiding a tree that is in the straight line mission
path to its goal. As soon as the robot detects the obstacle it plans a path
in 3D with a wide berth around the obstacle. The cost function is set up
in such a way that the robot will prefer to move laterally and therefore we
only show a top view. Since dmax = 11 the obstacle is avoided by a large
margin. The mission path is shown in black and the planned avoidance path
is shown in red. The black line shows the path of the vehicle as recorded
by GPS. The tree obstacle is shown in green. ACKNOWLEDGMENTS The authors would like to thank Lyle Chamberlain, Wen-
fan Shi, and Maggie Scholtz for developing and testing the
aerial robot. B. Quad-rotor experiment f
pp
[7] S. Griffiths, J. Saunders, A. Curtis, and T. McLain, “Obstacle and
terrain avoidance for miniature aerial vehicles,” IEEE Robotics and
Automation Magazine, Jan 2006. Our autonomous quad-rotor robot (Fig. 1) wants to avoid
obstacles with a wide berth if possible because it increases
the safety of the path and gives a better perspective for
sensing. The robot is equipped with a GPS, INS, and a
ladar scanner to sense the environment. All computation is
performed on-board and a planning cycle is performed at
about 3Hz. It can fly missions of up to 20 minutes and can be
given a series of waypoints it should reach. Since typically
almost all of the waypoints are low the straight line path
to the goal is typically obstructed by obstacles. The ladar
scanner returns distances to obstacles and the information
is processed into a global map as a 3D array in memory
and a path is planned using a distance transform expansion. The position of the robot has some uncertainty ( 2m) that
is incorporated as part of the C-space expansion. The robot
can avoid obstacles in three dimensions since the planning
algorithm also operates in three dimensions. g
[8] M. Whalley, M. Freed, R. Harris, and M. Takahashi, “Design,
integration, and flight test results for an autonomous surveillance
helicopter,” Proceedings of the AHS International Specialists’ Meeting
on Unmanned Rotorcraft, Jan 2005. [9] F. Andert and L. Goormann, “Combined grid and feature-based occu-
pancy map building in large outdoor environments,” Intelligent Robots
and Systems, 2007. IROS 2007. IEEE/RSJ International Conference
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,
[10] H. Choset, K. Lynch, S. Hutchinson, G. Kantor, W. Burgard, L. E. Kavraki, and S. Thrun, Principles of Robot Motion: Theory, Algo-
rithms, and Implementation, Apr 2005. p
p
[11] A. Meijster, J. Roerdink, and W. Hesselink, “A general algorithm
for computing distance transforms in linear time,” Mathematical
Morphology and its Applications to Image and Signal Processing, pp. 331–340, Jan 2000. [12] N. Kalra, D. Ferguson, and A. Stentz, “Incremental reconstruction
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[13] R. Fabbri, L. Costa, J. Torelli, and O. Bruno, “2d euclidean distance
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|
English
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Torrefaction of oat straw to use as solid biofuel, an additive to organic fertilizers for agriculture purposes and activated carbon – TGA analysis, kinetics
|
E3S web of conferences
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Torrefaction of oat straw to use as solid biofuel,
an additive to organic fertilizers for agriculture
purposes and activated carbon – TGA analysis,
kinetics Szymon Szufa1, Maciej Dzikuć2 ,Łukasz Adrian3, Piotr Piersa4, Zdzisława Romanowska-
Duda5, Wiktoria Lewandowska 6, Marta Marcza7, Artur Błaszczuk8, Arkadiusz Piwowar9 Szymon Szufa1, Maciej Dzikuć2 ,Łukasz Adrian3, Piotr Piersa4, Zdzisława Romanowska-
Duda5, Wiktoria Lewandowska 6, Marta Marcza7, Artur Błaszczuk8, Arkadiusz Piwowar9 1 Lodz University of Technology, Faculty of Process and Environmental Engineering, Wolczanska
213, 90-924 Lodz,, Poland, szymon.szufa@p.lodz.pl 2 University of Zielona Góra, Faculty of Economics and Management, ul. Licealna 9, 65-246 Zielona
Góra, Poland, m.dzikuc@wez.uz.zgora.pl 2 University of Zielona Góra, Faculty of Economics and Management, ul. Licealna 9, 65-246 Zielo
Góra, Poland, m.dzikuc@wez.uz.zgora.pl @
g
p
3 University of Kardynal Stefan Wyszyński, Faculty of Biology and Environmental Science, Dewajtis
5, 01-815 Warszawa, Poland, l.adrian@uksw.edu.pl 3 University of Kardynal Stefan Wyszyński, Faculty of Biology and Environmental Science, Dewajtis
5, 01-815 Warszawa, Poland, l.adrian@uksw.edu.pl @
p
4 Lodz University of Technology, Faculty of Process and Environmental Engineering, Wolczanska
213, 90-924 Lodz,, Poland, piotr.piersa@p.lodz.pl 4 Lodz University of Technology, Faculty of Process and Environmental Engineering, Wolczanska
213, 90-924 Lodz,, Poland, piotr.piersa@p.lodz.pl 5 Laboratory of Plant Ecophysiology, Faculty of Biology and Environmental Protection, University of
Lodz, Banacha str. 12/16, 90-131 Łódź, Poland, romano@biol.uni.lodz.pl
6 5 Laboratory of Plant Ecophysiology, Faculty of Biology and Environmental Protection, University of
Lodz, Banacha str. 12/16, 90-131 Łódź, Poland, romano@biol.uni.lodz.pl 6 University of Lodz, Chemical Faculty, Tamka 13, 91-403 Łódź, Poland,
wiktoria.lewandowska.uni.lodz@gmail.com 6 University of Lodz, Chemical Faculty, Tamka 13, 91-403 Łódź, Poland,
wiktoria lewandowska uni lodz@gmail com 7 AGH University of Science and Technology, Faculty of Energy and Fuels, al. Mickiewicza 30, 30-
059 Krakow, Poland, mmarczak@agh.edu.pl 7 AGH University of Science and Technology, Faculty of Energy and Fuels, al. Mickiewicza 30, 30-
059 Krakow, Poland, mmarczak@agh.edu.pl 8 Czestochowa University of Technology, Institute of Advanced Energy Technologies, Dabrowskiego
73, 42-200, Czestochowa, Poland, ablaszczuk@is.pcz.pl 8 Czestochowa University of Technology, Institute of Advanced Energy Technologies, Dabrowskiego
73, 42-200, Czestochowa, Poland, ablaszczuk@is.pcz.pl 9 Wroclaw University of Economics, Faculty of Engineering a
53-345 Wrocław, Poland, arkadiusz.piwowar@ue.wroc.pl 9 Wroclaw University of Economics, Faculty of Engineering and Economics, Komandorska 118/120 ,
53-345 Wrocław, Poland, arkadiusz.piwowar@ue.wroc.pl 53-345 Wrocław, Poland, arkadiusz.piwowar@ue.wroc.pl Abstract. In this paper authors present research results which are the
optimum parameters of the torrefaction process using straw from oats and
maize. The most important parameters for the torrefaction process are
temperature and residence time. Both parameters are essential to designing
and construction of industrial biomass torrefaction installations. E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 https://doi.org/10.1051/e3sconf/202015402004 © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). INTRODUCTION In global agriculture and agri-food processing, a huge amount of waste is generated
each year. If you take into account straw, husks plus various types of husk and shell, and
also biomass from dedicated energy crops, it accounts for 50 billion metric tons per year. Typically, such biomass when it is not suitable for use as fodder is burned or composted
and most often, unfortunately, stored in landfills. In the case of storage or composting in
open heaps, this biomass in time turns into gas, which escapes into the atmosphere, whose
potential as greenhouse gas is higher than that of carbon dioxide. It is obvious, therefore,
that one should find an environmentally and economically effective way of converting this
biomass into a raw material for the production of useful energy. The main by-product of
crop production in agricultural holdings is the straw of cereals and other crops. The amount
of straw obtained in Poland is estimated at 25-33 million tonnes per year [1][2][3] p
y
According to European standards, biochar should be produced in the process of
torrefaction or pyrolysis of biomass (or an identical substrate). A external heat source is
required to carry out the torrefaction and pyrolysis processes in order to maintain the
required temperature in the reaction chamber. Carrying out the torrefaction process with the
use of torgas (volatile parts that evaporate during the torrefaction process) is well known on
the market: the gas produced - torgas during the torrefaction process is transported to the
reactor chamber where they flow in a counter-current exchanger to the biomass fed to the
reactor from mountains. The obtained product is cooled and introduced into the screw
conveyor from the reactor area in which the torrefaction process takes place. During
thermal and chemical conversion of biomass, steam is first produced, followed by process
gas. After dedusting the exhaust and volatile mixture, the torrefaction products are directed
to the combustion chamber. A portion of the hot combustion gases generated during
combustion of the torgas is returned to the torrefaction reactor and the excess is removed to
the atmosphere via the outlet channel. Obtaining the right amount of torgas requires the
decomposition of a large amount of biomass, and thus the final efficiency of the process is
low and the process itself ceases to be profitable from an economic point of view. Torrefaction of oat straw to use as solid biofuel,
an additive to organic fertilizers for agriculture
purposes and activated carbon – TGA analysis,
kinetics Energy
crops and waste coming from agricultural production have the most
promising perspective from all kind of renewable energy sources in
Poland. Currently, intensive studies on the process of biomass torrefaction
are being carried out. In this experimental investigation, authors examined
the torrefaction process of two types of agriculture biomass, such as: oats,
maize. The main overarching objective of the experimental studies
described below is the development of various biochar as an additive to
agricultural fertilizers resulting from the conversion of biomass from
agriculture residues – straw from oats and maize. The last of enumerated
biomasses is treated through different conversion processes such as:
drying, torrefaction to homogenize their physical and chemical properties. Among many of its areas, it is extremely important to optimize the
production of biomass energy plants and its refinement (in the torrefaction
process), which will improve the balance and profitability of energy E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 https://doi.org/10.1051/e3sconf/202015402004 production from RES, and reduce the logistics and storage costs of this fuel
and improve the efficiency of biomass combustion process. When
implementing new technologies indicated in this work and optimizing the
harvesting of plant biomass, the negative impact on the environment
caused by stored municipal waste can be reduced. This biomass
torrefaction process temperature and residence time were necessary for the
design and construction of semi-pilot scale biomass torrefaction
installations with dryer and torrefaction reactor to perform a continuous
biomass
torrefaction
process
using
superheated
steam
Keywords: torrefaction process, straw, oats, biochar MATERIAL CHARACTERIZATION Straw is the most commonly used bedding material, it is food for animals, it is used for
fertilizing fields. After deduction of the need for litter and feed as well as the necessary
quantity for plowing, there are surpluses for alternative development. The volume of
overproduction of straw according to various sources is determined at the level of approx. 8-13 million tonnes per year [4][5]. One of the possibilities is to use straw surpluses in the
energy sector. Its heating value is from 14.3 to 15.2 MJ · kg-1, in terms of energy, 1.5 tons
of straw is equivalent to about one ton of hard coal. The amount of straw that can be used in
the energy sector is equivalent to a calorific value of about 14 million tons of coal, which is
about 10% of annual hard coal mining in Poland. The limitation in the widespread use of
straw in the energy sector is its scattering, diversification of properties depending on the
plant species, variety, fertilization, environmental conditions and weather which causes
special requirements in relation to the air regulation in the boilers for its combustion. In
addition, straw is a volumetric material, which affects the costs of transport and storage [6]. Tab.1. Technical and elemental analysis of oat straw before and after thermo-chemical conversion
Parameters
Volatile
Moisture
Content
Carbon
Nitrogen
Hydrogen
Sulphur
HHV
[MJ/kg]
Oat straw
77.8
2.9
49.20
0.64
6.23
0.01
17.68
257.5 ⁰C (8
min)
65.56
1.9
54.21
0.25
5.49
0.01
21.47
300
⁰C
(7min)
49.37
1.6
55.86
0.21
5.39
0.01
22.68
525 ⁰C (6
min)
37.43
0.8
59.06
0.13
4.23
0.01
26.97 The lowest density in the chute and hollow state is characterized by wheat and oat
straw. The bulk density for these raw materials is 84.4 kg · m-3 and 84.6 kg · m-3; density
in the hollow state 104.1 kg · m-3 and 107.8 kg · m-3. Whereas the highest density in the
chute and chilled state was obtained for rape straw and maize straw (bulk density is
respectively 110.5 kg · m-3, 108.8 kg · m-3, in the hollow state 137.2 kg · m-3 132, 9 kg ·
m-3). The mean values of the angle of discharge and repose differ significantly depending
on the type of straw. The lowest value of the angle of discharge (37.0 ⁰C) and dump (32.1
⁰C) is characterized by barley straw. INTRODUCTION In other
solutions, heat is generated for the torrefaction process from the combustion of natural gas
or propane, which can be used in the torrefaction process, whereas in this case the process
is neither environmentally friendly nor economical because it requires the purchase of
gases. 2 2 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020) E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 Fig.1. The principle of oats straw torrefaction process with process conditions: temperature and
optimal mass loss using superheated steam for production of: biofuel, additive for natural fertilizers,
activated carbon. Fig.1. The principle of oats straw torrefaction process with process conditions: temperature and
optimal mass loss using superheated steam for production of: biofuel, additive for natural fertilizers,
activated carbon. Fig.1. The principle of oats straw torrefaction process with process conditions: temperature and
optimal mass loss using superheated steam for production of: biofuel, additive for natural fertilizers,
activated carbon. MATERIAL CHARACTERIZATION The highest value of the angle of discharge of 41.7 ⁰C
was obtained for wheat straw, and the angle of recycle 37.3 ⁰C for oat straw. The fat content 3 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 in the tested raw materials is less than 1.6%, and proteins from 4.8%. The average fat
content is not significantly different for barley, maize, oat and wheat straw. The fat content
ranges from 0.92 % (barley and maize straw) to 1.59 % (rapeseed straw). However, the
protein content is from 3.52 % (barley straw) to 4.73% (oat straw). The smallest amount of
ash contains wheat straw (4.93 %) and oat straw (4.99 %) and it does not differ
significantly for these raw materials. The average ash values for the remaining straws are
significantly different. The largest amount of ash amounting to almost 9% has barley straw. The raw materials tested contain: fibers from 35.33 % (corn straw) to 43.14 % (barley
straw) and carbohydrates digestible from 35.7 % (barley straw) to 46.76 % (corn straw). The amount of these components in the raw material depends significantly on the type of
straw. cited studies show that after burning straw from oats remains the least ash because
only 4.99 % which is about 2/3 of ash from barley straw. Oat straw contains the most fat,
1.13 %, which guarantees self-lubrication effects during the granulation process. It is
recommended to use the so-called gray straw, that is, after being cut in the field for
atmospheric conditions, and then dried. Such straw is characterized by better energy
properties and a lower content of chlorine and potassium compounds (partially rinsed out
by rain). by rain). Tab. 2. Torrefaction process conditions with different time and temperatures for the production of
tree different products: biofuel, additive for fertilizers and activated carbon. MATERIAL CHARACTERIZATION Isothermal
conditions
[min]
5
6
7
8
9
10
Temperature
[˚C]
257,5
80,56%
78,71%
77,78%
74,78%
75,00%
75,79%
0,0108/ g
0,0087 g
0,0108/ g
0,0085 g
0,0108/ g
0,0084 g
0,0107/ g
0,0080 g
0,0108/ g
0,0081 g
0,0095/ g
0,0072 g
300
52,04%
51,02%
48,57%
43,94%
26,04%
21,28%
0,0098/ g
0,0051 g
0,0098/ g
0,0050 g
0,0105/ g
0,0051 g
0,0107/ g
0,0047 g
0,0096/ g
0,0025 g
0,0094/ g
0,0020 g
525
25,86%
25,22%
24,35%
24,35%
24,81%
23,81%
0,0116/ g
0,0030 g
0,0115/ g
0,0029 g
0,0115/ g
0,0028 g
0,0115/ g
0,0028 g
0,0129/ g
0,0032 g
0,0126/ g
0,0030 g )
ab. 2. Torrefaction process conditions with different time and temperatures for the production of
tree different products: biofuel, additive for fertilizers and activated carbon. 4 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 Fig.2. Diagram shows straw oats torrefaction process conditions: temperature and optimal mass loss
for production of: biofuel, additive for natural fertilizers, activated carbon. Fig.2. Diagram shows straw oats torrefaction process conditions: temperature and optimal mass loss
for production of: biofuel, additive for natural fertilizers, activated carbon. Oats, as an energy fuel, are gaining more and more supporters. Although there is a very
strong mental barrier in Polish society, resulting from the high respect of grain, the
economic situation and growing environmental awareness affect the increase in the number
of users of installations in which oats are burned. As a result, they enjoy an improvement in
the economic situation of the household and the comfort of using a high-performance,
automated boiler. Currently, the area of domestic oat cultivation is about 0.5 million
hectares. The majority of harvested crop is used as fodder, and as the number of livestock
decreases, the demand for grain is constantly decreasing. This year it is 1/4 lower than last
year. The food, pharmaceutical or cosmetic industry is not able to receive growing
surpluses and so the idea of using oats for energy purposes has arisen. Oats are easy to
burn, it affects the contents of the husk and fat, relatively constant humidity (10-15 %) and
high calorific value (15-18 MJ / kg). It is easy to dispense fuel into the boiler. 5 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 Fig. 3 Thermogravimetric analysis of oat straw for the production of biofuel at temperature 257,5 ⁰C
Fig 4. MATERIAL CHARACTERIZATION Thermogravimetric analysis of oat straw for the production of addtive for natural fertilizer at
temperature 300 ⁰C Fig. 3 Thermogravimetric analysis of oat straw for the production of biofuel at temperature 257,5 Fig. 3 Thermogravimetric analysis of oat straw for the production of biofuel at temperature 257,5 ⁰C
Fig 4. Thermogravimetric analysis of oat straw for the production of addtive for natural fertilizer at
temperature 300 ⁰C Fig. 3 Thermogravimetric analysis of oat straw for the production of biofuel at temperature 257,5 ⁰C Fig 4. Thermogravimetric analysis of oat straw for the production of addtive for natural fertilizer at
temperature 300 ⁰C 6 6 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 Fig. 5 Thermogravimetric analysis of oat straw for the production of activated carbon at temperature
525 ⁰C Fig. 5 Thermogravimetric analysis of oat straw for the production of activated carbon at temperature
525 ⁰C EXPERIMENTAL WORK AND RESULTS EXPERIMENTAL WORK AND RESULTS Materials and methods: The experimental work concentrate on agri-biomass: oat straw. Thermogravimetric analyzes (TGA) was chosen to find the weight loss kinetics of
carbonizated agro-biomass before experimental setup with continues working reactor will
be design. In this paper, an TG 209 Tarsus Netzsch thermogravimetric analyzer was used
to conduct torrefaction process. Installation with special design reactor feed with steam will
be design in second stage to obtain the optimal mass to energy loss ratio (highest energy
density). The kinetics were calculated using NETZSCH Kinetics Neo software. Also called
reaction kinetics or chemical kinetics, this investigates the rates of chemical processes and
allows for the determination of reaction rates. The best fit for the experimental data for the
oat straw sample was obtained for the n-order reaction model for n = 3.4235. The R2
correlation coefficient was 0.9972, the activation energy 142 kJ/mol, and the pre-exponential
coefficient 10.8466. Biomass torrefaction process was conducted using specially designed
setup with a batch reactor for thermochemical conversion in inert dry air atmosphere -
Figure 1. Author use thermogravimetric analyzes (TGA) was chosen to find the weight loss
kinetics of carbonized agro biomass before experimental setup with continuous reactor feed
with dry air will be design. Agro-biomasses were subjected to proximate and ultimate
analysis in accordance with ISO standard [7-10]. The same analyses were done after the
torrefaction process. High heating value of the energy crop after torrefaction were
determined in accordance with ISOstandar [11] CONCLUSIONS AND FURTHER IMPROVEMENTS After the oat straw torrefaction processes we received the following primary mass:
73.95% (257.5˚C), 45.11% (300˚C) and 27.28% (525˚C). The actual temperature can vary
depending on the initial conditions of the torrefaction process: the heating rate, and the
chemical composition of the raw material. In addition, it can be seen that oat straw
torrefaction process at this temperature range of 250-350°C has enhanced the solid biofuel
qualities of maize and oat straws by the decrease of the O/C ratio and the increase of HHV
[16-18]. It was concluded that kinetic analysis methods using multiple heating rate
experiments are more efficient compared to the use of a single heating rate [19-20]. The
best fit for the experimental data for the oat straw sample was obtained for the n-order
reaction model for n = 3.4235. The R2 correlation coefficient was 0.9972, the activation
energy 142 kJ/mol, and the pre-exponential coefficient 10.8466. THERMAL GRAVIMETRIC ANALYSIS The work presents the preservation of straw mass from oats after thermogravimetric
analysis. This technique made it possible to observe mass changes as a function of
temperature. The thermogravimetric analysis (TGA) of oat straw torrefaction process was
done using 5 mg samples. To obtain an atmosphere without oxygen, nitrogen was injected 7 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 with a flow rate of 20 mL/min. The samples of oat straw was located inside the TG 209
Tarsus Netzsch thermogravimetric analyzer furnace. The electrical furnace containing the
samples was calibrated with a precise (0.01 g resolution) electronic balance for the
determination of the mass drop during the process. The readings (temperature, and sample
mass) were recorded by PC. This method illustrates the change of the sample in different
temperature conditions [12-14]. We subjected samples with straw from oats to dynamic and
isothermal measurements with 10 K/min heating rate. Thanks to this, we obtained
information on the elemental composition and thermal stability of the Isotherms research
material, divided into 5 samples, from 5 to 10 minutes. Based on the measurements
obtained at three temperatures of 525 ⁰C (with potential use as a activated carbon), 300 ⁰C
(which will be use as addtive for natural fertilizer) and 257.5 ⁰C (where the torrefied
biomass will be use as a fuel), we can say that the mass loss ratio increases with the length
of the isotherm in each case. But we observed a charismatic change in the sample at 300 ⁰C,
which shows very large differences between the values before and after the thermo-
chemical treatment- maximum (before) 52.04% and minimum (after) 21.28 %. However,
attention should be paid to a temperature of 257.5 ⁰C, because the residual masses are the
largest from all 3 temperatures this is a very good example showing the decrease in mass
with increasing temperature. and the % of remaining biomass at 525⁰C is the lowest of all
measurements. At 257.5 and 525⁰C, as the isotherm time increases, a slight increase in
weight loss is noted. On the other hand, during extension of the isotherm at 300 ⁰C, the
mass of oat straw dropped sharply. That is why we dare say that elongation of the isotherm
does not result in a sudden change in mass at all temperatures [15]. References 1. Adamczyk F., Frąckowiak P., Mielec K., Kośmicki Z., 2005. Problematyka
badawcza w procesie zagęszczania słomy przeznaczonej na opał. Journal of
Research and Application in Agricultural Engineering, 50(4), 5-8. 2. Gradziuk P., 2006. Ekonomiczne i ekologiczne aspekty wykorzystania słomy na
cele energetyczne 3. Gradziuk P., Kościk K., 2007. Analiza możliwości i kosztów pozyskania biomasy
na cele energetyczne na potrzeby energetycznego wykorzystania w gminie
Clomas. Opracowanie na zlecenie Urzędu Gminy Clomas. p
ę
y
4. Denisiuk W., 2008. Słoma – potencjał masy i energii. Inżynieria Rolnicza, 2(100),
23-30. 5. Grzybek A., Gradziuk P., Kowalczyk K., 2001. Słoma-energetyczne paliwo. Wyd. Wieś Jutra, Warszawa. (in polish) 6. Kowalczyk-Juśko A., 2009. Uciążliwa, ale bardzo atrakcyjna. Agroenergetyka, 4,
17-20. (in polish) 7. ISO 16994, 2016. Solid biofuels - Determination of total content of sulfur and
chlorine. 8. ISO 16948, 2015. Solid biofuels - Determination of total content of carbon,
hydrogen and nitrogen. 9. ISO 18122, 2015. Solid biofuels - Determination of ash content. . Solid biofuels - Determination of ash conte 10. ISO 18123, 2015. Solid biofuels - Determination of the content of volatile matter. 11. ISO 18125, 2017. Solid biofuels - Determination of calorific value. 12. Romanowska-Duda Z., Piotrowski K., Wolska B., Dębowski M., Zieliński M.,
Dziugan P., Szufa S., Stimulating effect of ash from Sorghum on the growth of
Lemnaceae – a new source of energy biomass – Springer Nature Switzerland AG
2019, M. Wróbel et al. (eds.), Renewable Energy Sources: Engineering,
Technology, Innovation, Springer Proceedings in Energy, ISBN 978-3-030-13887-
5, https://doi.org/10.1007/978-3-030-13888-2_34 , pp. 341-349. 13. Szufa S., Adrian Ł., Piersa P., Romanowska-Duda Z., Ratajczyk-Szufa J.,
Torrefaction process of millet and cane using batch reactor - Springer Nature
Switzerland AG 2019, M. Wróbel et al. (eds.), Renewable Energy Sources:
Engineering, Technology, Innovation, Springer Proceedings in Energy, ISBN 978-
3-030-13887-5, https://doi.org/10.1007/978-3-030-13888-2_37 , pp. 371-379 14. Adrian Ł., Szufa S., Piersa P., Kurowski K.: Experimental research and
simulation of computer processes of heat exchange in a heat exchanger working
on the basis of the principle of heat pipes for the purpose of heat transfer from the
ground, 4th Renewable Energy Sources 15. Adrian Ł., Szufa S., Piersa P., Romanowska-Duda Z., Grzesik M., Cebula A.,
Kowalczyk S., Ratajczyk-Szufa J., Thermographic analysis and experimental
work using laboratory installation of heat transfer processes in a heat pipe heat
exchanger utilizing as a working fluid R404A and R407A - Springer Nature
Switzerland AG 2019, M. Wróbel et al. Acknowledgements The studies presented were financed by the National Center of Research and Development
(NCBR) Poland under the research program LIDER. The research and development project
is entitled "BIOCARBON - Modern technology biomass torrefaction process to produce
fuel mixtures, biocoal as additives for fertilizers, activated carbon for energy sector,
agriculture, civil engineering and chemical industry”, „LIDER IX” NCBiR 2014-2020
(0155/L-9/2017). 8 8 https://doi.org/10.1051/e3sconf/202015402004 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 References (eds.), Renewable Energy Sources:
Engineering, Technology, Innovation, Springer Proceedings in Energy, ISBN 978-
3-030-13887-5, https://doi.org/10.1007/978-3-030-13888-2_77 , pp. 799-807 p
g
pp
16. Szufa S., Adrian Ł., Piersa P., Romanowska-Duda Z., Grzesik M., Cebula A.,
Kowalczyk S., Experimental studies on energy crops torrefaction process using
batch reactor to estimate torrefaction temperature and residence time,
SPRINGER PROCEEDINGS IN ENERGY, (Web of Science Core Collection),
ISBN 978-3-319-72370-9, 2018, https://doi.org/10.1007/978-3-319-72371-6_35 ,
pp. 365-373, 9 E3S Web of Conferences 154, 02004 (2020)
ICoRES 2019 https://doi.org/10.1051/e3sconf/202015402004 17. Adrian Ł., Szufa S., Piersa P., Romanowska-Duda Z., Grzesik M., Cebula A.,
Kowalczyk S., Experimental research and thermographic analysis of heat transfer
processes in a heat pipe heat exchanger utilizing as a working fluid R134A,
SPRINGER PROCEEDINGS IN ENERGY, (Web of Science Core Collection),
ISBN 978-3-319-72370-9, Chapter, 2018 https://doi.org/10.1007/978-3-319-
72371-6_40 , pp. 413-421, pp
18. Szufa S., Romanowska-Duda B. Z., Grzesik M., Torrefaction proces of the
Phragmites Communis growing in soil contaminated with cadmium, 20th
European Biomass Conference and Exibition, Milan, 18-22 June 2014, Italy,
ISBN:
978-88-89407-54-7,
pp. 628
–
634,
https://doi.org/10.5071/20thEUBCE2012-1DV.2.63 19. Halina Kruczek, Mateusz Wnukowski, Lukasz Niedzwiecki Guziałowska-Tic,
Torrefaction as a Valorization Method Used Prior to the Gasification of Sewage
Sludge, January 2019, Energies 12(1):175, DOI: 10.3390/en12010175 20. Ewa Syguła, Jacek A. Koziel, Andrzej Białowiec, Proof-of-Concept of Spent
Mushrooms Compost Torrefaction—Studying the Process Kinetics and the
Influence of Temperature and Duration on the Calorific Value of the Produced
Biocoal, August 2019Energies 12(16):3060, DOI: 10.3390/en12163060 10
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Spontaneous assembly of chemically encoded two-dimensional coacervate droplet arrays by acoustic wave patterning
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Nature communications
| 2,016
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cc-by
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ARTICLE Received 31 May 2016 | Accepted 31 Aug 2016 | Published 6 Oct 2016 1 Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK. 2 Faculty of
Engineering, Queens Building, University of Bristol, Bristol BS8 1TR, UK. 3 School of Physics, HH Wills Physics Laboratory, University of Bristol, Bristol BS8 1TL,
UK. Correspondence and requests for materials should be addressed to S.M. (email: s.mann@bristol.ac.uk). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 M Using an acoustic standing wave trap, we demonstrate the
spontaneous assembly and organization of polydiallydimethy-
lammonium chloride (PDDA)/adenosine 5/-triphosphate (ATP)
coacervate
micro-droplets
into
defect-free
arrays
with
controllable lattice spacing and droplet size. We show that
individual PDDA/ATP droplets of near uniform size, typically
50–100 mm in diameter, are produced in the acoustic field by
in
situ
coalescence
of
sub-micrometer-sized
droplets
that
aggregate specifically at the Gor’kov potential energy minima
(acoustic pressure nodes) of the standing wave in the early stages
of pattern formation. Significantly, coalescence between the
primary droplets can be curtailed by adjusting the composition
of the coacervate droplets such that localized aggregates of closely
packed droplets are produced at each node in the acoustic
pressure field. The localized clusters exhibit collective responses
to modulations in the acoustic standing wave to produce arrays
with reversible dynamical properties based on transformations
in droplet shape and exchange of matter between adjacent nodes
in the acoustic field. M
iniaturization of fluid compartments in the form of
liquid micro-droplets is important in diverse scientific
areas1 such as chemical and biochemical analysis2,3,
protein crystallization4 and micro-reactor technology5. Many
of these applications require high-throughput analyses of spatially
addressable arrays of liquid micro-droplets over a range of
timescales
and
chemical/physical
environments. Typically,
arrays of droplets with a uniform size have been prepared
by microfluidics6,7, microfabrication8–10, printing11,12 and by
application of electrical13 or magnetic fields14. The droplets are
stabilized by immersion in an appropriate continuous phase
(water droplets in oil for example) or exposure on a dry surface,
which lead to patterns of physically isolated droplets, which can
then be exploited as independent micro-reactors that are
essentially free from cross-contamination. On the other hand,
isolation of the droplets within the arrays is not compatible
with dynamical interactions such as triggering chemical signals
between the droplets or enabling the droplets to communicate
with and respond to time-dependent changes in their external
environment. To achieve these dynamical interactions, new
technologies are required that provide the production and
organization of liquid micro-droplets with similar polarity to
the
associated
continuous
phase,
such
as
the
formation
and patterning of water-rich droplets in a continuous aqueous
phase. Such systems are characterized by a relatively low
surface tension between the droplets and continuous phase, and
remain technically challenging. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 In this regard, recent studies
have described the formation of aqueous coacervate micro-
droplets in a water continuous phase using a parallel-flow
focusing microfluidic device15, and the printing of water-rich
droplets in an aqueous phase using a dextran/polyethylene
glycol (PEG)-based aqueous two-phase system16. However,
the spontaneous organization of water-rich droplets in an
aqueous phase into two-dimensional (2D) arrays with non-close
packed lattices remains a major challenge. Our methodology is applicable to a wide range of complex
coacervate systems involving proteins, DNA, polysaccharides,
nucleotides and synthetic polyelectrolytes. Coacervates exhibiting
strong interactions with the underlying substrate remained
spatially patterned when the acoustic field is switched off, while
those showing reduced surface pinning produce arrays of
single micro-droplets that display spatially confined dynamic
motions such as localized spinning. Moreover, periodic arrays of
chemically encoded single droplets containing sequestered dye
molecules, proteins, enzymes, nanoparticles or microparticles can
be readily produced in situ during droplet assembly or partitioned
into the patterned arrays post-assembly. By adjusting the ratio
of PDDA and ATP to limit local molecular diffusion we
demonstrate that acoustically patterned populations of coacervate
droplets containing different chemical information can be spatially
positioned within the sample chamber of the trapping device. Finally, we show that it is possible to transit a reaction wavefront
through an array of acoustically trapped enzyme-containing
coacervate micro-droplets by establishing an appropriate chemical
gradient within the sample chamber of the device. p
j
g
In this paper, we demonstrate the spontaneous assembly
and spatial organization of water-rich molecularly crowded
micro-droplets to form 2D arrays in aqueous media. Droplet
assembly is achieved by a spontaneous process of complex
coacervation17–19, which is a liquid–liquid phase separation
phenomenon driven by attractive electrostatic interactions usually
between counter-charged polyelectrolytes, and entropic gains
from the release of small, bound counter-ions and restructuring
of water molecules. The resultant micron-sized coacervate
droplets comprise a dense, component-enriched viscoelastic
phase, dispersed in a chemically deficient aqueous continuous
phase. Coacervate droplets have been used for storage of
food additives19,20, drug delivery21,22, protein purification23,
and more recently, exploited as membrane-free protocells24–26
capable of enhanced enzymatic activity27, electric field-induced
energization28, and in vitro gene expression29. Herein, we show
that the in situ generation of coacervate micro-droplets and
their spatial organization into 2D periodic lattices in water can be
achieved without direct contact by acoustic trapping methods. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Acoustic radiation forces depend on the acoustic contrast
generated by compositional differences between media30, and
although
acoustic
beams
and
standing
waves
have
been
exploited
for
multi-dimensional
trapping,
patterning
and
manipulation of micron-sized particles, aqueous droplets in oil
and intact cells31–39, generating defect-free uniform patterns with
a single particle positioned at each acoustic pressure node has
only been achieved at a highly specific ratio of particle size to
acoustic standing wavelength36. Significantly, acoustic trapping
has not been used to generate arrays of water-rich droplets
dispersed in an aqueous medium, principally because of the low
interfacial tension of the system. Spontaneous assembly of chemically encoded
two-dimensional coacervate droplet arrays by
acoustic wave patterning Liangfei Tian1, Nicolas Martin1, Philip G. Bassindale2,3, Avinash J. Patil1, Mei Li1, Adrian Barnes3,
Bruce W. Drinkwater2 & Stephen Mann1 The spontaneous assembly of chemically encoded, molecularly crowded, water-rich
micro-droplets into periodic defect-free two-dimensional arrays is achieved in aqueous media
by a combination of an acoustic standing wave pressure field and in situ complex
coacervation. Acoustically mediated coalescence of primary droplets generates single-droplet
per node micro-arrays that exhibit variable surface-attachment properties, spontaneously
uptake dyes, enzymes and particles, and display spatial and time-dependent fluorescence
outputs when exposed to a reactant diffusion gradient. In addition, coacervate droplet
arrays exhibiting dynamical behaviour and exchange of matter are prepared by inhibiting
coalescence to produce acoustically trapped lattices of droplet clusters that display fast and
reversible changes in shape and spatial configuration in direct response to modulations in the
acoustic frequencies and fields. Our results offer a novel route to the design and construction
of ‘water-in-water’ micro-droplet arrays with controllable spatial organization, programmable
signalling pathways and higher order collective behaviour. 1 Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK. 2 Faculty of
Engineering, Queens Building, University of Bristol, Bristol BS8 1TR, UK. 3 School of Physics, HH Wills Physics Laboratory, University of Bristol, Bristol BS8 1TL,
UK. Correspondence and requests for materials should be addressed to S.M. (email: s.mann@bristol.ac.uk). 1 NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 g
PZT
Trapping
chamber
Water
a
b
f
c
d
e
/2
/2
Figure 1 | Acoustic patterning of coacervate micro-droplet arrays. (a) Schematic representation of the acoustic trapping device. Four piezoelectric
transducer (PZT) elements (purple cuboids) are arranged around a central square sample chamber, and driven as two pairs. Coacervate micro-droplets are
spontaneously assembled and patterned into 2D arrays within the chamber due to the periodic acoustic standing wave pressure field. Additional chambers
behind each of the PZTs are filled with water to provide cooling. (b) Simulation of the acoustic pressure distribution in the acoustic trapping device; high
pressure (red), low pressure (blue). Gradients in acoustic pressure cause the coacervate micro-droplets to be forced towards the acoustic pressure nodes
(blue). (c) Simulation showing the Gor’kov potential distribution in the acoustic trapping device. The separation distance between the nodes is half of the
acoustic wavelength (l). Inset shows single anti-node with local directions of the acoustic radiation force (arrows). (d,e) Optical microscopy images of
acoustically patterned PDDA/ATP droplets produced using transducer pairs operated at 6.76/6.78 MHz (10 V) by addition of ATP (100 ml, 50 mM) to
PDDA (1 ml, 5 mM monomer, 100–200 kDa) contained in the sample holder (d), or at 4.99/5.00 MHz (10 V) (ATP, 200 ml, 50 mM; PDDA, 2 ml, 5 mM
monomer) (e). The lattice spacing is increased at the lower acoustic frequency. Mean size of the droplets (ca. 110 mm) in e is larger because of the
increased amounts of PDDA and ATP used in the preparations. (f,g) Fluorescence microscopy images of TNP-ATP (0.1 mol%) (f) and RITC-PAH-doped
(10 mol%) (g) PDDA/ATP droplets showing the presence of TNP-ATP and PAH throughout the interior of the coacervate phase. Images shown in d,f,g and
e were recorded at 45 and 30 min, respectively, after mixing the PDDA and ATP solutions. Scale bars, 150 mm. ng
er
b PZT
Trapping
chamber
Water
a b c
/2
/2 a c Trapping
chamber d d e e e f f g Figure 1 | Acoustic patterning of coacervate micro-droplet arrays. (a) Schematic representation of the acoustic trapping device. Four piezoelectric
transducer (PZT) elements (purple cuboids) are arranged around a central square sample chamber, and driven as two pairs. Coacervate micro-droplets are
spontaneously assembled and patterned into 2D arrays within the chamber due to the periodic acoustic standing wave pressure field. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Vigorous mixing of the
solutions gave rise to spontaneous liquid–liquid phase separation
and the formation of molecularly crowded PDDA/ATP coacervate
droplets that exhibited sufficient acoustic contrast to become
trapped by the acoustic radiation force. Migration and trapping of
the droplets at the pressure nodes of the acoustic field was
consistent with the increased density and bulk modulus of the
coacervate micro-droplets compared with the aqueous continuous
phase. Moreover, coalescence of the trapped coacervate droplets
in
the pressure node
was accelerated
due to the
second
acoustic radiation force that acts over short distances32. As a
consequence, the micro-droplets although initially trapped in the
three-dimensional field, slowly sedimented under gravity onto
the PEG functionalized glass substrate to produce a defect-free
square array of uniform-sized droplets with a lattice spacing that
was determined by half of the acoustic wavelength. Typically,
centre-to-centre spacings of 110 and 150 mm were observed for
arrays produced under acoustic frequencies of 6.76/6.78 and
4.99/5.00MHz, respectively (Fig. 1d,e). Doping of the polymer/
nucleotide mixtures with rhodamine isothiocyanate (RITC)-tagged
polyallylamine hydrochloride (PAH; polycationic polymer) or
trinitrophenol-ATP (TNP-ATP) produced acoustically ordered
arrays of fluorescent micro-droplets (Fig. 1f,g), and confirmed
the presence of the
complex coacervate phase within the
droplets. primary droplets that accumulated around each node in the early
stages of pattern formation (Fig. 2a and Supplementary Movie 1). Accumulation and coalescence of multiple primary droplets at
each acoustic node was predominant up to 5 min after mixing
PDDA (1 ml, 5 mM monomer, 100–200 kDa) and ATP (100 ml,
50 mM), after which the trapped single droplets grew slowly over
a period of 45 min to attain a near uniform size with a mean
diameter of approximately 70 mm. When all the nodes were filled
with droplets (typically after 3 min), a plot of the average droplet
diameter against time was fitted to an exponential function
(R2 ¼ 0.991)
(Fig. 2b),
and
measurements
of
the
droplet
polydispersity index showed a marked increase in particle size
homogeneity within the first 9 min of acoustic trapping (Fig. 2c). Thus, it was possible to control the size of the droplets while
maintaining
a
constant
lattice
spacing
by
removing
the
supernatant from the sample chamber after various time
intervals to quench the coalescence process. For this, we used
the pseudo-kinetic plots shown in Fig. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Typically,
centre-to-centre spacings of 110 and 150 mm were observed for
arrays produced under acoustic frequencies of 6.76/6.78 and
4.99/5.00MHz, respectively (Fig. 1d,e). Doping of the polymer/
nucleotide mixtures with rhodamine isothiocyanate (RITC)-tagged
polyallylamine hydrochloride (PAH; polycationic polymer) or
trinitrophenol-ATP (TNP-ATP) produced acoustically ordered
arrays of fluorescent micro-droplets (Fig. 1f,g), and confirmed
the presence of the
complex coacervate phase within the
droplets. primary droplets that accumulated around each node in the early
stages of pattern formation (Fig. 2a and Supplementary Movie 1). Accumulation and coalescence of multiple primary droplets at
each acoustic node was predominant up to 5 min after mixing
PDDA (1 ml, 5 mM monomer, 100–200 kDa) and ATP (100 ml,
50 mM), after which the trapped single droplets grew slowly over
a period of 45 min to attain a near uniform size with a mean
diameter of approximately 70 mm. When all the nodes were filled
with droplets (typically after 3 min), a plot of the average droplet
diameter against time was fitted to an exponential function
(R2 ¼ 0.991)
(Fig. 2b),
and
measurements
of
the
droplet
polydispersity index showed a marked increase in particle size
homogeneity within the first 9 min of acoustic trapping (Fig. 2c). Thus, it was possible to control the size of the droplets while
maintaining
a
constant
lattice
spacing
by
removing
the
supernatant from the sample chamber after various time
intervals to quench the coalescence process. For this, we used
the pseudo-kinetic plots shown in Fig. 2b as a calibration curve to
guide the preparation of 2D arrays with fixed spacing and
geometry but variable droplet size. Increasing the initial PDDA
and ATP concentrations accelerated droplet growth for the same
acoustic frequencies by increasing the rate of coalescence at the
acoustic nodes. For example, increasing the PDDA and ATP
concentrations to 7.5 and 75 mM, respectively, produced droplets
with a larger mean diameter (83 mm) within a shorter time
period (18 min) (Supplementary Fig. 2). Merging of single
droplets located at adjacent positions in the 2D array was also
more apparent at higher polymer concentrations (Supplementary
Fig. 3). Conversely, decreasing the initial concentrations in the
acoustic trapping device reduced the rate of droplet coalescence at 4.99/5.00MHz with corresponding wavelengths of 219/218 mm and
297/296 mm, respectively (see Methods). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Additional chambers
behind each of the PZTs are filled with water to provide cooling. (b) Simulation of the acoustic pressure distribution in the acoustic trapping device; high
pressure (red), low pressure (blue). Gradients in acoustic pressure cause the coacervate micro-droplets to be forced towards the acoustic pressure nodes
(blue). (c) Simulation showing the Gor’kov potential distribution in the acoustic trapping device. The separation distance between the nodes is half of the
acoustic wavelength (l). Inset shows single anti-node with local directions of the acoustic radiation force (arrows). (d,e) Optical microscopy images of
acoustically patterned PDDA/ATP droplets produced using transducer pairs operated at 6.76/6.78 MHz (10 V) by addition of ATP (100 ml, 50 mM) to
PDDA (1 ml, 5 mM monomer, 100–200 kDa) contained in the sample holder (d), or at 4.99/5.00 MHz (10 V) (ATP, 200 ml, 50 mM; PDDA, 2 ml, 5 mM
monomer) (e). The lattice spacing is increased at the lower acoustic frequency. Mean size of the droplets (ca. 110 mm) in e is larger because of the
increased amounts of PDDA and ATP used in the preparations. (f,g) Fluorescence microscopy images of TNP-ATP (0.1 mol%) (f) and RITC-PAH-doped
(10 mol%) (g) PDDA/ATP droplets showing the presence of TNP-ATP and PAH throughout the interior of the coacervate phase. Images shown in d,f,g and
e were recorded at 45 and 30 min, respectively, after mixing the PDDA and ATP solutions. Scale bars, 150 mm. 4.99/5.00MHz with corresponding wavelengths of 219/218 mm and
297/296 mm, respectively (see Methods). Vigorous mixing of the
solutions gave rise to spontaneous liquid–liquid phase separation
and the formation of molecularly crowded PDDA/ATP coacervate
droplets that exhibited sufficient acoustic contrast to become
trapped by the acoustic radiation force. Migration and trapping of
the droplets at the pressure nodes of the acoustic field was
consistent with the increased density and bulk modulus of the
coacervate micro-droplets compared with the aqueous continuous
phase. Moreover, coalescence of the trapped coacervate droplets
in
the pressure node
was accelerated
due to the
second
acoustic radiation force that acts over short distances32. As a
consequence, the micro-droplets although initially trapped in the
three-dimensional field, slowly sedimented under gravity onto
the PEG functionalized glass substrate to produce a defect-free
square array of uniform-sized droplets with a lattice spacing that
was determined by half of the acoustic wavelength. NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications Results Acoustic patterning of coacervate micro-droplet arrays. The
spontaneous assembly and patterning of molecularly crowded
PDDA/ATP coacervate micro-droplets in water was undertaken
using a custom-made acoustic trapping device that was fabricated
from polyethylene terephthalate and consisted of a central square
chamber and four piezoelectric transducers arranged around the
periphery (Fig. 1a and Supplementary Fig. 1). Opposing transducers
were wired in parallel and driven as a pair with a sinusoidal voltage
supply by a signal generator. Each of the two orthogonally arranged
pairs was operated at slightly different frequencies such that the
total acoustic radiation force field tended to the sum of the
force fields of the individual pairs at times greater than 8 ms
(see Methods). As the response time of the droplets was
considerably greater than 8 ms, this simple summation approach
was valid for all the experiments undertaken. Simulations of the
resultant acoustic standing wave pressure field showed a periodic
array of nodes and anti-nodes in a 2D grid-like pattern that
were associated with the minima (pressure nodes) and maxima
(pressure
antinodes),
respectively,
of
the
Gor’kov
potential
energy distribution (Fig. 1b,c). An aqueous solution of PDDA
(Mw ¼ 100–200kDa) was placed into the central chamber and
aqueous ATP then added in the presence of an acoustic standing
wave
field
generated
from
orthogonally
arranged
opposing
transducer
pairs
typically
operating
at
6.76/6.78MHz
or NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 2b as a calibration curve to
guide the preparation of 2D arrays with fixed spacing and
geometry but variable droplet size. Increasing the initial PDDA
and ATP concentrations accelerated droplet growth for the same
acoustic frequencies by increasing the rate of coalescence at the
acoustic nodes. For example, increasing the PDDA and ATP
concentrations to 7.5 and 75 mM, respectively, produced droplets
with a larger mean diameter (83 mm) within a shorter time
period (18 min) (Supplementary Fig. 2). Merging of single
droplets located at adjacent positions in the 2D array was also
more apparent at higher polymer concentrations (Supplementary
Fig. 3). Conversely, decreasing the initial concentrations in the
acoustic trapping device reduced the rate of droplet coalescence at Optical
microscopy
video
monitoring
of
the
formation
of
single
droplets
within
the
acoustic
trap
operating
at
6.76/6.78 MHz
(10 V)
indicated
that
they
were
produced
simultaneously by in situ coalescence of sub-micrometer-sized 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 the acoustic nodes (Supplementary Fig 4) In general the ratio
Dynamical behaviour in coacervate micro-droplet arrays
a
0
3
5
10
15
45
b
0
9
18
27
36
45
Time (min)
0
9
18
27
36
45
Time (min)
75
55
15
35
Diameter (µm)
0.18
0.08
c
0.13
PDI
Figure 2 | Growth of acoustically trapped coacervate micro-droplets. (a) Time-dependent optical microscopy images showing the growth of PDDA/ATP
coacervate droplets at the nodes of an acoustic standing wave pressure field generated by transducer pairs operating at 6.76/6.78MHz (10V). The images
were recorded at t ¼ 0, 3, 5, 10, 15 and 45min after addition of ATP (100 ml, 50mM) to a PDDA solution (1 ml, 5mM monomer, 100–200kDa) contained within
the sample chamber of the acoustic trapping device. Inset at t ¼ 3 min: high-magnification image showing localized aggregate of coalescing primary droplets;
sub-micrometre-sized droplets are observed as indistinct areas of higher optical contrast surrounding the two larger droplets undergoing coalescence; scale
bars, 20mm (inset) and 50mm. (b) Plot showing change in mean diameter of PDDA/ATP coacervate micro-droplets against time during growth within the
acoustic field under the above conditions. An induction time of ca. 3min was observed during which the primary sub-micrometer-sized droplets sedimented
onto the glass substrate. Error bars represent the standard deviation of the size of coacervate micro-droplets at different time intervals in the same device. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Inset at t ¼ 3 min: high-magnification image showing localized aggregate of coalescing primary droplets;
sub-micrometre-sized droplets are observed as indistinct areas of higher optical contrast surrounding the two larger droplets undergoing coalescence; scale
bars, 20mm (inset) and 50mm. (b) Plot showing change in mean diameter of PDDA/ATP coacervate micro-droplets against time during growth within the
acoustic field under the above conditions. An induction time of ca. 3min was observed during which the primary sub-micrometer-sized droplets sedimented
onto the glass substrate. Error bars represent the standard deviation of the size of coacervate micro-droplets at different time intervals in the same device. (c) Corresponding time-dependent plot of the polydispersity index (PDI) for PDDA/ATP micro-droplets shown in b after mixing PDDA and ATP. Dynamical behaviour in coacervate micro-droplet arrays. Given the propensity for coacervates to adopt a range of
physical and chemical properties depending on their composition,
surface charge, dehydration and complexation strength17–23,
we
developed
experimental
procedures
for
controlling
the
dynamical behaviour of the acoustically patterned droplets
when immersed in aqueous media. Binding of the droplets to
the underlying PEGylated glass substrate was modulated by
changes
in
composition
and
exploited
to
induce
droplet
rotation and provide a method for immobilizing or dispersing
the arrays in water when the acoustic field was switched off. Acoustically trapped PDDA (100–200 kDa)/ATP single droplets
were so strongly attached to the substrate that they adopted a
hemispherical morphology and exhibited minimal rotational
movement in the presence of the acoustic field (Supplementary
Fig. 10). As a consequence, they remained spatially fixed at the
lattice positions for extended periods of time (tZ12 h) when the
acoustic pressure was switched off. Acoustically trapped PDDA
(8.5kDa)/CM-D single droplets in contrast were less firmly
attached to the PEGylated glass substrate and displayed spatially
confined localized spinning at the potential energy minima of the
pressure field possibly due to an acoustic streaming force Similar procedures were used to self-assemble, trap and
acoustically pattern PDDA-containing coacervate micro-droplets
prepared from a range of components including proteins (bovine
serum albumin, BSA), polysaccharides (carboxymethyldextran,
CM-D), polynucleotides (double stranded DNA (dsDNA)) and
anionic polymers (polyacrylic acid, PAA), as well as coacervates
formed by complexation of polyethylenimine (PEI) and CM-D. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 (c) Corresponding time-dependent plot of the polydispersity index (PDI) for PDDA/ATP micro-droplets shown in b after mixing PDDA and ATP. a a
0
3
5
10
15
45 10
15
45
b
0
9
18
27
36
45
Time (min)
0
9
18
27
36
45
Time (min)
75
55
15
35
Diameter (µm)
0.18
0.08
c
0.13
PDI
Figure 2 | Growth of acoustically trapped coacervate micro-droplets. (a) Time-dependent optical microscopy images showing the growth of PDDA/ATP
coacervate droplets at the nodes of an acoustic standing wave pressure field generated by transducer pairs operating at 6.76/6.78MHz (10V). The images
were recorded at t ¼ 0, 3, 5, 10, 15 and 45min after addition of ATP (100 ml, 50mM) to a PDDA solution (1 ml, 5mM monomer, 100–200kDa) contained within
the sample chamber of the acoustic trapping device. Inset at t ¼ 3 min: high-magnification image showing localized aggregate of coalescing primary droplets;
sub-micrometre-sized droplets are observed as indistinct areas of higher optical contrast surrounding the two larger droplets undergoing coalescence; scale
bars, 20mm (inset) and 50mm. (b) Plot showing change in mean diameter of PDDA/ATP coacervate micro-droplets against time during growth within the
acoustic field under the above conditions. An induction time of ca. 3min was observed during which the primary sub-micrometer-sized droplets sedimented
onto the glass substrate. Error bars represent the standard deviation of the size of coacervate micro-droplets at different time intervals in the same device. (c) Corresponding time dependent plot of the polydispersity index (PDI) for PDDA/ATP micro droplets shown in b after mixing PDDA and ATP 5
0
9
18
27
36
45
Time (min)
0.18
0.08
c
0.13
PDI b
0
9
18
27
36
45
Time (min)
75
55
15
35
Diameter (µm) b c Figure 2 | Growth of acoustically trapped coacervate micro-droplets. (a) Time-dependent optical microscopy images showing the growth of PDDA/ATP
coacervate droplets at the nodes of an acoustic standing wave pressure field generated by transducer pairs operating at 6.76/6.78MHz (10V). The images
were recorded at t ¼ 0, 3, 5, 10, 15 and 45min after addition of ATP (100 ml, 50mM) to a PDDA solution (1 ml, 5mM monomer, 100–200kDa) contained within
the sample chamber of the acoustic trapping device. NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 (Supplementary Movie 2). Attachment of the PDDA/CM-D
droplets was further reduced by addition of high molecular
weight fluorescein isothiocyanate (FITC)-CM-D (25 mol%) such
that the arrays slowly dispersed into bulk solution when the
acoustic field was removed. aggregates that were only loosely attached to the underlying
substrate. As a consequence, modulations in the acoustic
radiation force could be used to generate fast (o1 min) and
reversible changes in the shape and spatial configuration of the
droplet aggregates to produce dynamical patterns capable of
exchanging matter between adjacent nodes in the acoustic field. For example, by exciting transducer pairs that operated in-phase
at the same frequency (6.76 MHz) we were able to transform the
localized aggregates into new spatial configurations (Fig. 3c,d and
Supplementary Movie 3)41. In addition, patterns of discrete
spherical aggregates could be reversibly transformed in aqueous
media into vertically or horizontally oriented elliptical shapes,
further distorted into continuous fringes of micrometre-sized
coacervate droplets, and then recapitulated by switching on/off
the corresponding pairs of piezoelectric transducers (Fig. 3e–g
and Supplementary Movie 4). (Supplementary Movie 2). Attachment of the PDDA/CM-D
droplets was further reduced by addition of high molecular
weight fluorescein isothiocyanate (FITC)-CM-D (25 mol%) such
that the arrays slowly dispersed into bulk solution when the
acoustic field was removed. Using a similar strategy, changes in composition, PDDA
molecular weight or charge ratio between the coacervate
components were exploited to promote or inhibit single droplet
formation at the nodes of the acoustic standing wave pressure
field by influencing the interfacial tension between the coalescing
primary
droplets. Whereas
2D
arrays
of
polymer-protein
PDDA/BSA
single
droplets
were
produced
using
a
low
molecular weight PDDA (8.5 kDa), replacing the polymer with
a 100–200 kDa PDDA gave rise to a square grid comprising
aggregates of non-coalescing PDDA/BSA droplets that remained
trapped at the acoustic nodes (Supplementary Fig. 11). We
attributed these differences to increases in the relaxation time
and viscosity of the coacervate droplets prepared with high
molecular weight PDDA (ref. 40). Aggregates of non-coalescing
primary droplets with a mean diameter of 310 nm and net
negative surface charge ( 20 mV) (Supplementary Fig. 12) were
also patterned in acoustically trapped arrays prepared from
mixtures of PDDA (8.5 kDa), FITC-tagged CM-D and CM-D
(Fig. 3a,b). ARTICLE Significantly, by using FITC-CMD in the above
preparations, we were able to generate ordered arrays of Molecular uptake and spatially positioned enzyme activity. We
prepared acoustically trapped arrays of chemically encoded
single droplets by spontaneously sequestering water-soluble
organic dyes of different charge, proteins, enzymes, polystyrene
nanoparticles
or
silica microparticles
into the molecularly
crowded PDDA/ATP droplets during or after the assembly
process in aqueous media (Fig. 4a–f and Supplementary Fig. 13). a
c
b
d
e
f
g
0 s
5.2 s
23.4 s
27.3 s
32.5 s
0 s
3.9 s
26.0 s
29.5 s
44.2 s
Figure 3 | Dynamical behaviour of acoustically trapped coacervate micro-droplets. (a) Optical microscopy image showing acoustically patterned 2D array
comprising discrete spherical aggregates of non-coalescing sub-micrometre-sized PDDA/FITC-CM-D/CM-D coacervate droplets. The optical contrast
originates from the collection of micro-droplets within each aggregate; individual droplets are too small to be clearly resolved. The droplets were prepared by
adding PDDA (100ml, 50mM monomer, 8.5 kDa) to 1 ml of a CM-D (36 mM)/FITC-CM-D (9mM) mixture contained within the sample chamber of an
acoustic trapping device using two orthogonal transducer pairs operating at different frequencies (6.76/6.78MHz, 10V); scale bar, 100 mm. (b) Simulation of
the acoustic field shown in a showing the Gor’kov potential distribution in the acoustic trapping device; high pressure (red), low pressure (blue). (c) Optical
microscopy image of sample shown in a but using orthogonal transducer pairs operating in-phase at the same frequency (6.76 MHz, 10V) to produce a 2D
array of non-spherical coacervate micro-droplet aggregates; scale bar, 100 mm. (d) Simulation of the acoustic field shown in c showing the Gor’kov potential
distribution in the acoustic trapping device; high pressure (red), low pressure (blue). (e,f) Time-dependent series of fluorescence microscopy images showing
acoustically induced reversible transformation of a square lattice of discrete spherical aggregates of non-coalescing sub-micrometre PDDA/FITC-CM-D/
CM-D coacervate droplets into elliptical arrangements and continuous vertical fringes (e) followed by recapitulation of the 2D array and subsequent reversible
manipulation of the square lattice into horizontal lines of non-interacting coacervate micro-droplets (f); t ¼ time in seconds after switching on/off the
corresponding pairs of piezoelectric transducers (PZTs); scale bar, 100 mm. (g) Simulation of the acoustic pressure distribution in the acoustic trapping device
operating with only one pair of PZTs; high pressure (red), low pressure (blue). NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 In general, the PDDA-containing coacervates were prepared
by placing the above solutions into the sample chamber of
the device followed by addition of PDDA (Mw ¼ 8.5 kDa) in
the
presence
of
two
orthogonal
acoustic
standing
waves
(6.76/6.78 MHz, 10 V) (see Methods). In each case, 2D arrays of
spatially organized single micro-droplets could be produced in
aqueous media via coalescence of primary droplets at the acoustic
nodes (Supplementary Figs 5–9). NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications 4 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 For example, uptake of FITC-tagged glucose oxidase (FITC-GOx)
was achieved by injecting an ATP solution into a pre-mixed
PDDA/FITC-GOx solution contained within the device under an
acoustic radiation force field (Supplementary Fig. 14). Measure-
ments
of
the
time-dependent
changes
in
FITC-GOx
mean fluorescence intensity at the acoustic pressure nodes
and antinodes showed progressive increases and decreases,
respectively, over the initial 30 min period (Fig. 4g), indicating
that
FITC-GOx
was
spontaneously
sequestered
into
the
assembling
coacervate
droplets. Corresponding
mean
fluorescence line intensity measurements recorded over the initial
30 min across a row of FITC-GOx-containing PDDA/ATP
coacervate
droplets
showed
the
emergence
of
a
periodic
one-dimensional profile with a spacing of ca. 110 mm (Fig. 4h)
and highly uniform local intensity distributions (Fig. 4i),
indicating that droplets with comparable enzyme concentrations
could be readily produced by acoustic trapping. was contained within the sample chamber and a small volume of
PDDA along with an enzyme then gently injected at a localized
position and the mixture left undisturbed in the acoustic field. Consequently, the ATP: PDDA monomer molar ratio was 100: 1
rather than 1: 1, and coacervation occurred immediately around
the point of injection to produce primary droplets that coalesced
in the acoustic field to generate a highly localized array of
enzyme-containing single droplets (Supplementary Fig. 15). By repeating this procedure but using three different enzymes
with relatively high partition constants (K) (GOx, K ¼ 60;
amyloglucosidase (AGx, K ¼ 355); or horseradish peroxidase
(HRP), K ¼ 62)) in the injected PDDA solutions, we were able to
prepare distinct spatial domains of functional droplet arrays
within the same device (Fig. 5a). g
Given the above observations, we reasoned that it should be
possible
to
develop
acoustic
trapping
protocols
for
the
preparation of water-based droplet arrays capable of sensing
specific chemicals in the environment. As proof-of-principle we
acoustically patterned an array of HRP-containing PDDA/ATP
coacervate micro-droplets at a spacing of ca. 110 mm, and exposed
the pattern to a gradient of H2O2 and o-phenylenediamine
(o-PD) by diffusing the substrate mixtures specifically from one
side of the device. Conversion of non-fluorescent o-PD to
fluorescent cationic 2,3-diaminophenazine (2,3-DAP) by the
coacervate
droplet-sequestered
enzyme
was
recorded
by
fluorescence microscopy42,43. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Within a few minutes of injecting Based on the capability of the acoustically trapped coacervate
droplets to sequester a range of water-soluble molecules during
pattern formation, we developed a method for preparing spatially
positioned populations of different functional arrays within
the same sample chamber. For this, we inhibited the formation
of a single extended uniform array throughout the chamber
by
limiting
local
molecular
diffusion
on
mixing
PDDA
(100–200 kDa) and ATP. This was achieved by reversing the
standard location of the PDDA and ATP solutions such that ATP 13
15
17
19
21
23
Intensity (a.u.)
0
6
12
18
24
30
Time (min)
135
90
45
0
i
Count
16
11
6
Intensity (a.u.)
Intensity (a.u.)
Postion across the droplet (mm)
0
0.3
0.6
0.9
1.2
1.5
19
16
13
10
e
a
b
c
d
h
g
f
Figure 4 | Chemical encoding of acoustically patterned coacervate micro-droplets. (a–f) Fluorescence microscopy images of acoustically patterned
PDDA/ATP coacervate droplets containing methylene blue (a), calcein (b), sulforhodamine B (c), nile red (d), FITC-labelled 100 nm-sized polystyrene
particles (partition constant ¼ 4,000) (e) or FITC-GOx (f); scale bars, 100 mm. (g) Plots of time-dependent increase and decrease in FITC-GOx mean
fluorescence intensity measured at the acoustic nodes (red curve) and antinodes (blue curve), respectively, after addition of ATP (50 ml, 25 mM) to a
premixed solution of PDDA (1 ml, 2.5 mM, monomer, 8.5 kDa) and FITC-GOx (1 mg ml 1) solution under an acoustic standing wave pressure field
(6.76/6.78 MHz, 10 V). Error bars represent the standard deviation of the mean fluorescence intensities at acoustic nodes (red) or antinode (blue) at
different time intervals in the same device. (h) Mean fluorescence line intensity profiles recorded across FITC-GOx-containing PDDA/ATP coacervate
droplets prepared as in g after 0 (black line), 10 (blue line) and 30 min (red line) of exposure in the acoustic trapping field. (i) Statistical counts of mean
fluorescence intensity of FITC-GOx-containing PDDA/ATP droplets after 30 min. Sample was prepared as in g. Images shown in a–e and f were recorded at
45 and 30 min, respectively, after mixing. a.u., arbitrary unit. ARTICLE b d a c a d c e
f
g
0 s
5.2 s
23.4 s
27.3 s
32.5 s
0 s
3.9 s
26.0 s
29.5 s
44.2 s e
f
0 s
5.2 s
23.4 s
27.3 s
32.5 s
0 s
3.9 s
26.0 s
29.5 s
44.2 s e g e g Figure 3 | Dynamical behaviour of acoustically trapped coacervate micro-droplets. (a) Optical microscopy image showing acoustically patterned 2D array
comprising discrete spherical aggregates of non-coalescing sub-micrometre-sized PDDA/FITC-CM-D/CM-D coacervate droplets. The optical contrast
originates from the collection of micro-droplets within each aggregate; individual droplets are too small to be clearly resolved. The droplets were prepared by
adding PDDA (100ml, 50mM monomer, 8.5 kDa) to 1 ml of a CM-D (36 mM)/FITC-CM-D (9mM) mixture contained within the sample chamber of an
acoustic trapping device using two orthogonal transducer pairs operating at different frequencies (6.76/6.78MHz, 10V); scale bar, 100 mm. (b) Simulation of
the acoustic field shown in a showing the Gor’kov potential distribution in the acoustic trapping device; high pressure (red), low pressure (blue). (c) Optical
microscopy image of sample shown in a but using orthogonal transducer pairs operating in-phase at the same frequency (6.76 MHz, 10V) to produce a 2D
array of non-spherical coacervate micro-droplet aggregates; scale bar, 100 mm. (d) Simulation of the acoustic field shown in c showing the Gor’kov potential
distribution in the acoustic trapping device; high pressure (red), low pressure (blue). (e,f) Time-dependent series of fluorescence microscopy images showing
acoustically induced reversible transformation of a square lattice of discrete spherical aggregates of non-coalescing sub-micrometre PDDA/FITC-CM-D/
CM-D coacervate droplets into elliptical arrangements and continuous vertical fringes (e) followed by recapitulation of the 2D array and subsequent reversible
manipulation of the square lattice into horizontal lines of non-interacting coacervate micro-droplets (f); t ¼ time in seconds after switching on/off the
corresponding pairs of piezoelectric transducers (PZTs); scale bar, 100 mm. (g) Simulation of the acoustic pressure distribution in the acoustic trapping device
operating with only one pair of PZTs; high pressure (red), low pressure (blue). 5 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 0
6
12
18
24
30
Time (min)
16
11
6
Intensity (a.u.)
g b b a (
)
Intensity (a.u.)
Postion across the droplet (mm)
0
0.3
0.6
0.9
1.2
1.5
19
16
13
10
h d d d f i 13
15
17
19
21
23
Intensity (a.u.)
135
90
45
0
i
Count
Postion across the droplet (mm) f e Figure 4 | Chemical encoding of acoustically patterned coacervate micro-droplets. (a–f) Fluorescence microscopy images of acoustically patterned
PDDA/ATP coacervate droplets containing methylene blue (a), calcein (b), sulforhodamine B (c), nile red (d), FITC-labelled 100 nm-sized polystyrene
particles (partition constant ¼ 4,000) (e) or FITC-GOx (f); scale bars, 100 mm. (g) Plots of time-dependent increase and decrease in FITC-GOx mean
fluorescence intensity measured at the acoustic nodes (red curve) and antinodes (blue curve), respectively, after addition of ATP (50 ml, 25 mM) to a
premixed solution of PDDA (1 ml, 2.5 mM, monomer, 8.5 kDa) and FITC-GOx (1 mg ml 1) solution under an acoustic standing wave pressure field
(6.76/6.78 MHz, 10 V). Error bars represent the standard deviation of the mean fluorescence intensities at acoustic nodes (red) or antinode (blue) at
different time intervals in the same device. (h) Mean fluorescence line intensity profiles recorded across FITC-GOx-containing PDDA/ATP coacervate
droplets prepared as in g after 0 (black line), 10 (blue line) and 30 min (red line) of exposure in the acoustic trapping field. (i) Statistical counts of mean
fluorescence intensity of FITC-GOx-containing PDDA/ATP droplets after 30 min. Sample was prepared as in g. Images shown in a–e and f were recorded at
45 and 30 min, respectively, after mixing. a.u., arbitrary unit. NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications 6 6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 GOx
HRP
AGx
0
0.18
0.36
0.54
Relative positions along Y (mm)
0.09
0.27
0.45
8
5
2
–1
Intensity (a.u.)
y
x
Time (s)
40
130
220
310
400
Time (s)
40
130
220
310
400
13
7
1
Intensity (a.u.)
4
10
c
e
d
b
a
Time
y
y
Figure 5 | Spatial positioning of mixed populations and enzyme activity. (a) Fluorescence microscopy image showing three spatially positioned domains
of enzyme-containing PDDA (100–200 kDa)/ATP droplet arrays with sequestered GOx (green), AGx (blue) or HRP (red) (see arrows). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 The ensemble was
prepared by sequentially adding premixed solutions of PDDA (1 ml, 25 mM, monomer)/FITC-GOx (0.2 mg ml 1), PDDA (1 ml, 25 mM monomer)/AGx
(0.2 mg ml 1), or PDDA (1 ml, 25 mM, monomer)/RITC-HRP (0.2 mg ml 1) to ATP (1 ml, 2.5 mM) contained within the acoustic trapping device operating
under an acoustic standing wave pressure field (6.76/6.78 MHz, 10 V). (b) Fluorescence microscopy image of an acoustically patterned 2D array of
110 mm-spaced HRP-containing PDDA (100–200 kDa)/ATP coacervate droplets recorded 250 s after diffusion of H2O2/o-PD into one side of the reaction
chamber along the y direction (arrows). Formation of the fluorescent 2,3-DAP product is observed in the form of a chemical wave-front that transits across
the droplet array; scale bars in a and b, 100 mm. (c) Plots of time-dependent changes in 2,3-DAP fluorescence mean intensity associated with patterned
HRP-containing PDDA/ATP coacervate micro-droplets positioned 110 mm apart along a single row aligned parallel to the direction of H2O2/o-PD diffusion
(y axis in b). Plots for three droplets positioned at alternate lattice points lying parallel to the diffusion direction (y axis) and at increasing distances
from the advancing wave-front (redogreenoblue) are shown. A time lag of ca. 12 s is observed between droplets position on adjacent lattice points. (d) Fluorescence line intensity profiles recorded across a single row of HRP-containing PDDA/ATP droplets aligned along the direction of diffusion
(y axis in b) 50, 100, 150, 200, 225, 250, 275 and 300 s after injection of H2O2/o-PD into the reaction chamber. (e) Similar plots as in c but for three
droplets positioned at alternate lattice points in a row lying perpendicular to the diffusion front showing minimal differences in their enzymatic activity at a
given time. a.u., arbitrary unit. Time (s)
40
130
220
310
400
Time (s)
40
130
220
310
400
13
7
1
Intensity (a.u.)
4
10
c
e
d
y
y GOx
HRP
AGx
a a c y
x
b b d 0
0.18
0.36
0.54
Relative positions along Y (mm)
0.09
0.27
0.45
8
5
2
–1
Intensity (a.u.)
Time (s)
Time (s)
d
Time Figure 5 | Spatial positioning of mixed populations and enzyme activity. (a) Fluorescence microscopy image showing three spatially positioned domains
of enzyme-containing PDDA (100–200 kDa)/ATP droplet arrays with sequestered GOx (green), AGx (blue) or HRP (red) (see arrows). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 The ensemble was
prepared by sequentially adding premixed solutions of PDDA (1 ml, 25 mM, monomer)/FITC-GOx (0.2 mg ml 1), PDDA (1 ml, 25 mM monomer)/AGx
(0.2 mg ml 1), or PDDA (1 ml, 25 mM, monomer)/RITC-HRP (0.2 mg ml 1) to ATP (1 ml, 2.5 mM) contained within the acoustic trapping device operating
under an acoustic standing wave pressure field (6.76/6.78 MHz, 10 V). (b) Fluorescence microscopy image of an acoustically patterned 2D array of
110 mm-spaced HRP-containing PDDA (100–200 kDa)/ATP coacervate droplets recorded 250 s after diffusion of H2O2/o-PD into one side of the reaction
chamber along the y direction (arrows). Formation of the fluorescent 2,3-DAP product is observed in the form of a chemical wave-front that transits across
the droplet array; scale bars in a and b, 100 mm. (c) Plots of time-dependent changes in 2,3-DAP fluorescence mean intensity associated with patterned
HRP-containing PDDA/ATP coacervate micro-droplets positioned 110 mm apart along a single row aligned parallel to the direction of H2O2/o-PD diffusion
(y axis in b). Plots for three droplets positioned at alternate lattice points lying parallel to the diffusion direction (y axis) and at increasing distances
from the advancing wave-front (redogreenoblue) are shown. A time lag of ca. 12 s is observed between droplets position on adjacent lattice points. (d) Fluorescence line intensity profiles recorded across a single row of HRP-containing PDDA/ATP droplets aligned along the direction of diffusion
(y axis in b) 50, 100, 150, 200, 225, 250, 275 and 300 s after injection of H2O2/o-PD into the reaction chamber. (e) Similar plots as in c but for three
droplets positioned at alternate lattice points in a row lying perpendicular to the diffusion front showing minimal differences in their enzymatic activity at a
given time. a.u., arbitrary unit. the small molecule substrates the fluorescence images showed a
clear response to the environmental stimulus in the form of a
chemical wavefront that propagated through the coacervate
micro-droplet array (Fig. 5b). Measurements of the fluorescence
associated with HRP-mediated 2,3-DAP production in individual
coacervate droplets positioned along a single row lying parallel to
the direction of diffusion showed a lag time of ca. 12 s between
adjacent droplets (Fig. 5c). Line profiles recorded along the
direction of diffusion at different time intervals showed that the
output signals of each droplet were strongly dependent on their
spatial positions (Fig. 5d). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Moreover, although the droplets were
activated at different times depending on their proximity to the
diffusion front, the rate of change in mean fluorescence intensity
was similar for each droplet (Fig. 5c), suggesting that the
enzymatic response was effectively unchanged across the 2D
array. In contrast, only marginal differences in activation were
observed between adjacent droplets positioned in single rows
lying perpendicular to the diffusion front (Fig. 5e). liquid droplet periodic arrays comprising selective chemicals,
biomolecules and catalysts. Patterning functional water-based
droplets in aqueous media is challenging because of the minimal
acoustic
contrast,
structural
instability
associated
with
low
interfacial tension, and difficulty of sequestering solutes into the
droplets due to the small values of the equilibrium partitioning
constants. These challenges have been circumvented by combining
an acoustic standing wave force field with in situ complex
coacervation to generate defect-free arrays of single coacervate
droplets or droplet aggregates arranged in 2D lattices with
controllable spacing, variable surface-attachment properties and
reversible dynamical behaviour. The final size of the droplets can
be controlled by changes in the chemical concentrations or by
quenching coalescence of the primary droplets to produce 2D
arrays with fixed spacing and geometry but variable droplet size. While our studies have focused on the generation of square grids, it
should be straightforward to extend the methodology to more
complex droplet patterns through appropriate geometrical recon-
figuration of the piezoelectric transducers and sample chamber44. A key advantage of the described methodology is associated with
the diverse physical and chemical properties of coacervates, which
can be readily tailored by changes in composition, binding
constants, dehydration and surface charge17–23. As a consequence,
coacervate micro-droplets exhibiting variable viscosities, different
levels of molecular crowding and surface adherence, and diverse NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications Discussion
l Acoustically patterned arrays of
PDDA/ATP droplets were prepared as above (6.76/6.78 MHz, 10 V) in the presence of
methylene blue (10 ml, 1 mM), nile red (10 ml, 1 mM), sulforhodamine B (10 ml, 1 mM)
or calcein (1 ml, 1 mM), and fluorescence images recorded after 15min to determine
the level of molecular uptake. Sequestration of polymer or inorganic particles into the
acoustically trapped droplets was undertaken by injecting 100ml of premixed
polystyrene nanoparticles (100 nm, 5 10 2 wt.%) or silica microparticles (2.5mm,
2.5 10 2 wt.%) and aqueous ATP (100ml, 50 mM) into a PDDA solution (1 ml,
5 mM monomer; PDDA monomer: ATP ¼ 1, pH ¼ 7) contained with the device and
subjected to two orthogonal acoustic standing waves (6.76/6.78 MHz, 10V). The mixtures were stirred to ensure homogeneous formation of the coacervate dro-
plets in the square chamber. Three-dimensional confocal microscopy construction of
the silica microparticle-containing PDDA/ATP droplets was undertaken by adding
sulforhodamine B (10 ml, 1 mM) to the coacervate micro-droplet array after 45 min of
acoustic processing. In situ sequestration of FITC-GOx into PDDA/ATP acoustically
trapped micro-droplet arrays was achieved by injecting aqueous ATP (100 ml, 50 mM)
into 1 ml of PDDA (8.5kDa, 5 mM monomer) containing FITC-GOx (1mgml 1) in
the presence of two orthogonal acoustic standing waves (6.76/6.78MHz, 10 V;
PDDA monomer: ATP¼ 1, pH¼ 7). Partition coefficients (K) for dye molecules and
enzymes were determined by measuring the concentrations (C) in the supernatant
(super) and coacervate (coac) phase, and given as K ¼ Ccoac/Csuper. Concentrations
were determined from characteristic absorption/emission spectra according to
previously reported methods25. Spatial organization of acoustically trapped PDDA/ATP droplet arrays. A 1 ml
volume of a pre-mixed solution of PDDA (25 mM monomer, 100–200 kDa) and
FITC-GOx (0.2 mg ml 1) were gently added to an ATP solution (1 ml, 2.5 mM)
contained within the chamber of an acoustic trapping device in the presence of two
orthogonal acoustic standing waves (6.76/6.78 MHz, 10 V). After injection, the
device was left undisturbed so that enzyme-containing coacervate micro-droplets
were formed specifically at the nodal regions within a localized area close to the
point of injection of the PDDA/FITC-GOx mixture. Methods
A
ti t Acoustic trapping. A custom-built acoustic trapping device based on a square
arrangement of four piezoelectric transducers with a thickness of 1 mm (Noliac,
NCE 51, L15 W2 mm) or 0.4 mm (Noliac, NCE 51, L15 W5 mm) was used. The opposing transducer pairs were wired in series, driven by two signal generators
(Agilent 33220a-001), and connected to an oscilloscope (Agilent DSOX2014A). The orthogonal transducer pairs were run at slightly different frequencies during
the trapping process. Transducer pairs with a thickness of 1 or 0.4 mm were
operated at the third harmonic frequency (6.76/6.78 MHz) or at their fundamental
frequency (4.99/5.00 MHz), respectively. The corresponding wavelengths were
219/218 mm (6.76/6.78 MHz) and 297/296 mm (4.99/5.00 MHz). Acoustic-mediated assembly and geometric patterning. Neutrally charged
PDDA/ATP coacervate micro-droplets were prepared in situ within a custom-built
acoustic trapping device based on a square arrangement of four piezoelectric
transducers. Typically, an aqueous solution of PDDA (1 ml, 5 mM monomer,
100–200 kDa) was placed into the device chamber and aqueous ATP (100 ml,
50 mM) then added in the presence of two orthogonal acoustic standing waves
generated from opposing transducer pairs operating at 6.76/6.78 MHz (10 V). Experiments were also undertaken under the same field conditions but at different
polymer and nucleotide concentrations (PDDA; 1 ml, 2.5 and 7.5 mM monomer,
100–200 kDa; ATP; 100 ml , 25 and 75 mM). Solution volumes were doubled
(PDDA, 2 ml, 5 mM monomer; ATP, 200 ml, 50 mM) for trapping experiments
undertaken with transducer pairs operating at lower frequencies of 4.99/5.00 MHz. In all cases, the PDDA monomer: ATP molar ratio was approximately 1: 1,
mixtures were stirred to ensure homogeneous formation of the coacervate droplets
in the square chamber, and the pH was adjusted to 7. The composition of the
trapped coacervate micro-droplets was elucidated using fluorescence microscopy
by doping the polymer/nucleotide mixtures with a fluorescent derivative of ATP
(TNP-ATP) or a rhodamine-tagged cationic polymer (RITC-PAH). Samples of
doped PDDA/ATP droplets were prepared with a TNP-ATP: ATP or PAH: PDDA
monomer molar ratios of 1:1000, or 1:9, respectively. Enzyme reactions in acoustically trapped droplets. A mixture (1 ml) of PDDA
(25 mM monomer, 100–200 kDa) and RITC-HRP (0.2 mg ml 1) was added to
1 ml of ATP (2.5 mM) in the presence of two orthogonal acoustic standing waves
(6.76/6.78 MHz, 10 V). Discussion
l Our results indicate that structured acoustic radiation forces are a
powerful, versatile and inexpensive tool to manipulate the spatial
assembly of uniform-sized coacervate micro-droplets in aqueous
media to produce functional water-based molecularly crowded 7 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 sequestration of small molecules and macromolecules can be easily
prepared using a wide range of components and conditions. Acoustic patterning of such droplets could, therefore, provide steps
towards new types of aqueous-based arrays for use in the storage
and spatially ordered release of drugs such as antimicrobials from
2D platforms, as ordered substrates for the patterning of micro-
reactors based on DNA/enzyme sensing, and as organized
platforms for biomolecule purification and protein crystallization. In each case, the high sequestration potential and relatively low
dielectric constant of the molecularly crowded coacervate droplets
specifically enable the selective uptake, storage and potential
communication of a wide range of functional components
capable of operating dynamically in a continuous aqueous media. pH 7), CM-D (1 ml, 45 mM monomer, pH 8), 4/1 (mol/mol) CM-D/FITC-CM-D
mixtures (1 ml, 45 mM total monomer, pH 8), dsDNA (1 ml, 5 mg ml 1, Tris
buffer (10 mM, pH 8)) or PAA (100 ml, 200 mM monomer, pH 8) were placed in
the chamber of the acoustic device operating with two orthogonal acoustic standing
waves (6.76/6.78 MHz, 10 V), and the following amounts of PDDA with a
molecular weight of 8.5 kDa added: BSA (62 ml, 50 mM monomer, pH 7), CM-D
(75 ml, 100 mM monomer, pH 8), 4/1 (mol/mol) CM-D/FITC-CM-D mixtures
(75 ml, 100 mM monomer, pH 8), dsDNA (100 mM, 150 ml, 8.5 kDa, monomer, Tris
buffer (10 mM, pH ¼ 8)) or PAA (1 ml, 20 mM monomer, pH 8). Typically, a
PDDA: BSA weight ratio of 1: 10, and PDDA: CM-D, PDDA: DNA base, and
PDDA: PAA monomer molar ratios of approximately 1: 6, 1: 1 and 1: 1,
respectively, were used. PEI/CM-D coacervate droplets were prepared by injecting
an aqueous solution of PEI (50 ml, 300 mM monomer) into a CM-D solution
(1 ml, 15 mM monomer) housed in the chamber of the acoustic device operating
with two orthogonal acoustic standing waves (6.76/6.78 MHz, 10 V) to give a final
monomer molar ratio of 1: 1 and pH 8. In each case, the mixtures were stirred to
ensure a homogeneous formation of coacervate droplets in the square chamber. Discussion
l Finally, we describe a rudimentary demonstration of using
chemically encoded droplet arrays for the enzyme-mediated
sensing of substrate molecules flowing through the sample
chamber, suggesting that it should be possible to develop devices
capable of sustaining chemical signals between the droplets as well
as enabling spatial and temporal responses to changing conditions
in the external environment. While this is a challenging prospect,
the ability to spatially position multiple populations of functionally
correlated droplets under water within the same device, such as
three members of an enzyme cascade reaction as shown in Fig. 5a,
control their surface attachment, and acoustically regulate their
inter-droplet edge distance to control the diffusion length of
signalling molecules could together provide the basis for increased
operational complexity. In this regard, we note that coacervate
micro-droplets have been recently exploited
as
models of
membrane-free protocells24–29, suggesting that the combination
of acoustic patterning and in situ coacervation could provide a
novel route towards the design and construction of protocell
communities with controllable spatial organization, programmable
signalling pathways and chemical circuitry, and higher order
collective behaviour. Uptake studies in PDDA/ATP droplet arrays. Acoustically patterned arrays of
PDDA/ATP droplets were prepared as above (6.76/6.78 MHz, 10 V) in the presence of
methylene blue (10 ml, 1 mM), nile red (10 ml, 1 mM), sulforhodamine B (10 ml, 1 mM)
or calcein (1 ml, 1 mM), and fluorescence images recorded after 15min to determine
the level of molecular uptake. Sequestration of polymer or inorganic particles into the
acoustically trapped droplets was undertaken by injecting 100ml of premixed
polystyrene nanoparticles (100 nm, 5 10 2 wt.%) or silica microparticles (2.5mm,
2.5 10 2 wt.%) and aqueous ATP (100ml, 50 mM) into a PDDA solution (1 ml,
5 mM monomer; PDDA monomer: ATP ¼ 1, pH ¼ 7) contained with the device and
subjected to two orthogonal acoustic standing waves (6.76/6.78 MHz, 10V). The mixtures were stirred to ensure homogeneous formation of the coacervate dro-
plets in the square chamber. Three-dimensional confocal microscopy construction of
h
ili
i
i l
i i
PDDA/ATP d
l
d
k
b
ddi Uptake studies in PDDA/ATP droplet arrays. Discussion
l A mixture (1 ml) of PDDA
(25 mM monomer) and RITC-HRP (0.2 mg ml 1) was then injected under the
same acoustic standing wave field at a different location in the ATP-filled chamber
so that two spatially separated arrays of PDDA/ATP droplets containing either
FITC-GOx or RITC-HRP were obtained. Repeating this procedure with a mixture
of PDDA (1 ml, 25 mM monomer) and Dylight 405-AGx (0.2 mg ml 1) produced a
third population of PDDA/ATP droplets within the device chamber. NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications References 30. Bruus, H. Acoustofluidics 7: the acoustic radiation force on small particles. Lab Chip 12, 1014–1021 (2012). 1. Huebner, A. et al. Microdroplets: a sea of applications? Lab Chip 8, 1244–1254
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phase controllable ultrasonic standing waves. Proc. R. Soc. A 468, 337–360
(2011). 16. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 different frequencies. The Cartesian axes are defined by x and y. Transducer pair-1
creates a standing wave in x whereas transducer pair-2 creates a standing wave in y. Gor’kov described the forces as resulting from a potential field, U. Using
this approach the acoustic radiation force, ~F, can be found from 19. de Kruif, C. G., Weinbreck, F. & de Vries, R. Complex coacervation of proteins
and anionic polysaccharides. Curr. Opin. Colloid Interface Sci. 9, 340–349
(2004). 20. Schmitt, C. & Turgeon, S. L. Protein/polysaccharide complexes and coacervates
in food systems. Adv. Colloid Interface Sci. 167, 63–70 (2011). ~F ¼ rU;
ð2Þ
U ¼ 4p
3 a3 f1
1
2r0c2
0
p
j j2
f2
3
4 r0 ~vj j
h
i2
ð3Þ
f1 ¼ 1 r0c2
0
rpc2
p
and f2 ¼
2 rp=r0 1
2rp=r0 þ 1 ;
ð4Þ ~F ¼ rU;
ð2Þ
U ¼ 4p
3 a3 f1
1
2r0c2
0
p
j j2
f2
3
4 r0 ~vj j
h
i2
ð3Þ
f1 ¼ 1 r0c2
0
rpc2
p
and f2 ¼
2 rp=r0 1
2rp=r0 þ 1 ;
ð4Þ ~F ¼ rU; ð2Þ 21. Johnson, N. R. & Wang, Y. D. Coacervate delivery systems for proteins and
small molecule drugs. Expert Opin. Drug Deliv. 11, 1829–1832 (2014). ð3Þ 22. MacEwan, S. R. & Chilkoti, A. Applications of elastin-like polypeptides in drug
delivery. J. Control. Release 190, 314–330 (2014). 23. Xu, Y. S., Mazzawi, M., Chen, K. M., Sun, L. H. & Dubin, P. L. 23. Xu, Y. S., Mazzawi, M., Chen, K. M., Sun, L. H. & Dubin, P. L. Protein purification by polyelectrolyte coacervation: influence of protein
charge anisotropy on selectivity. Biomacromolecules 12, 1512–1522
(2011). ð4Þ 24. Koga, S., Williams, D. S., Perriman, A. W. & Mann, S. Peptide-nucleotide
microdroplets as a step towards a membrane-free protocell model. Nat. Chem. 3, 720–724 (2011). where
p
j j2
and
~vj j2
are the mean squared pressure and particle velocity
respectively at the object, a is the radius of the spherical object, r is the density and
the subscripts denote the particle, ‘p’, or host, ‘o’ properties. Note also, for a
harmonic sound field, ~v ¼
1
ior0 rp. 25. Williams, D. S. et al. Polymer/nucleotide droplets as bio-inspired functional
micro-compartments. ARTICLE ARTICLE ARTICLE References Tavana, H. et al. Nanolitre liquid patterning in aqueous environments for
spatially defined reagent delivery to mammalian cells. Nat. Mater. 8, 736–741
(2009). 17. Kizilay, E., Kayitmazer, A. B. & Dubin, P. L. Complexation and coacervation of
polyelectrolytes with oppositely charged colloids. Adv. Colloid Interface Sci. 167, 24–37 (2011). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Soft Matter 8, 6004–6014 (2012). ior0
In devices where the transducers were operated at the same frequency, equation
(1) was applied directly to the resultant pressure field. In cases where each of the
transducer pairs were operated at different frequencies, equation (1) was applied to
the field from each pair separately and the results summed. This latter calculation
assumes that any interference between these two fields averages to zero, which is
the case for time periods significantly greater than the modulation time,
T
1
8 26. Aumiller, W. M. & Keating, C. D. Phosphorylation-mediated RNA/peptide
complex coacervation as a model for intracellular liquid organelles. Nat. Chem. 8, 129–137 (2016). 27. Crosby, J. et al. Stabilization and enhanced reactivity of actinorhodin polyketide
synthase minimal complex in polymer-nucleotide coacervate droplets. Chem. Commun. 48, 11832–11834 (2012). 28. Yin, Y. et al. Non-equilibrium behaviour in coacervate-based protocells under
electric-field-induced excitation. Nat. Commun. 7, 10658 (2016). Data availability. All underlying data are included in full within this paper and in
the supplementary information. Data availability. All underlying data are included in full within this paper and in
the supplementary information. 29. Tang, T.-Y. D., van Swaay, D., deMello, A., Anderson, J. L. R. & Mann, S. In vitro gene expression within membrane-free coacervate protocells. Chem. Commun. 51, 11429–11432 (2015). Methods
A
ti t After 45 min, the acoustic field was switched off and then
the supernatant was carefully removed and exchanged with Milli-Q water three
times without disturbing the array of coacervate micro-droplets. 20 ml of a
mixture of H2O2 (50 mM) and o-phenylenediamine (o-PD, 25 mM) was then
added at the bottom of the device, and left undisturbed. Fluorescence microscopy
(lex ¼ 355–425 nm, lem ¼ 455 nm) was used to detect the HRP-mediated
conversion of non-fluorescence o-PD to fluorescence cationic 2,3-DAP. Simulation methods. Each opposed transducer pair is excited with a sinusoidal
voltage and after an initial transient period an acoustic standing wave is established
in the chamber. If reflections are ignored, the standing wave can be thought of as
the sum of two counter-propagating plane waves according to a previous
approach45. The total acoustic pressure in the devices is then given by the sum of
the two standing waves created by the orthogonal pairs: p ¼ p1ðeik1x þ e ik1xÞeio1t þ p2ðeik2y þ e ik2yÞeio2t:
ð1Þ Similar procedures were used to self-assemble, trap and acoustically pattern
coacervate PDDA-containing coacervate micro-droplets prepared from a range of
components including proteins (BSA), polysaccharides (CM-D), polynucleotides
(dsDNA) and anionic polymers (PAA), as well as coacervates formed by
complexation of PEI and CM-D. In each case, solutions of BSA (1 ml, 5 mg ml 1, ð1Þ where k1 ¼ o1
c0 and o1 is the angular frequency in rad/s and c0 is the speed of sound
in the host fluid. The numerical subscript denotes the orthogonal pair under
consideration, and is required as the transducer pairs were often operated at where k1 ¼ o1
c0 and o1 is the angular frequency in rad/s and c0 is the speed of sound
in the host fluid. The numerical subscript denotes the orthogonal pair under
consideration, and is required as the transducer pairs were often operated at 8 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13068 Paul Dinham for assistance with the fabrication of acoustic trapping devices. P.G.B. is
supported by EPSRC through the Bristol Centre for Functional Nanomaterials. Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ How to cite this article: Tian, L. et al. Spontaneous assembly of chemically encoded
two-dimensional coacervate droplet arrays by acoustic wave patterning. Nat. Commun. 7, 13068 doi: 10.1038/ncomms13068 (2016). Author contributions L.T. and S.M. conceived the experiments; L.T. fabricated the acoustic trapping device
together with P.G.B., performed confocal microscopy together with N.M., and undertook
all other experiments; B.W.D. contributed to the simulation; L.T., N.M., A.J.P., M.L.,
A.B., B.W.D. and S.M. undertook the data analysis; N.M., A.J.P., M.L. and B.W.D
contributed to the preparation of the manuscript; L.T. and S.M. wrote the manuscript. This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Acknowledgements 18. van der Gucht, J., Spruijt, E., Lemmers, M. & Stuart, M. A. C. Polyelectrolyte
complexes: Bulk phases and colloidal systems. J. Colloid Interface Sci. 361,
407–422 (2011). We thank the Engineering and Physical Sciences Research Council (EPSRC, UK) for
financial support, Dr Pavan Kumar Bosukonda for fruitful discussions, Dr Hao Liu for
assistance with data processing, and Maddy Nichols, Paul Chappell, Peter J. Rowe and NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications 9 NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications ARTICLE ARTICLE r The Author(s) 2016 Additional information Supplementary Information accompanies this paper at http://www.nature.com/
naturecommunications Competing financial interests: The authors declare no competing financial interests. 10 NATURE COMMUNICATIONS | 7:13068 | DOI: 10.1038/ncomms13068 | www.nature.com/naturecommunications
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Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değerlendirilmesi
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International Journal of Social Sciences and Education Research
Online, http://dergipark.gov.tr/ijsser
Volume: 1(1), 2015 International Journal of Social Sciences and Education Research
Online, http://dergipark.gov.tr/ijsser
Volume: 1(1), 2015 ISSN: 2149-5939 Abstract Hotel animation services are important for both management and tourists. Tourist satisfaction with recreational
and animation services can contribute to increase food and beverage sales during show programs at hotels and
resorts in the coastal regions. Animation services include three types of animation programs such as, sports activ-
ities, evening entertainment/shows and entertainment programs for children. The purpose of this study is to eval-
uate hotel animation services from managers and tourist perspective. This paper which qualitative research method
was used in, firstly, a literature review that related to recreational and animation services at hotels were conducted
and then data were collected by researchers in face-to-face interviews with 10 managers and 22 tourists at hotels
and resorts in Antalya and Muğla. The results indicate that managers and tourists believe in hotel animation pro-
grams and people have a crucial role on customer satisfaction. Keywords: Animation services, Hotel, Managers, Tourists Received Date: 01 / 01 / 2015 Öz Otel animasyon hizmetleri hem yönetim hem de turistler açısından önemsenmektedir. Kıyı bölgelerindeki resort
otellerde rekreasyon ve animasyon hizmetlerinden turistlerin memnuniyeti yiyecek-içecek satışlarının artmasına
da katkı sağlayabilmektedir. Bu animasyonlar, spor aktiviteleri, akşam eğlence/gösterileri ve çocuklar için eğlence
programları olmak üzere üç animasyon hizmetlerini içerir. Bu çalışmanın amacı otel yöneticileri ve turistlerin
bakış açısıyla animasyon hizmetlerini değerlendirmektir. Nitel araştırma yöntemi kullanılan bu çalışmada önce-
likle otellerde rekreasyon ve animasyon hizmetleriyle ilgili alan yazın taraması gerçekleştirilmiştir. Sonra Antalya
ve Muğla Bölgelerindeki otellerde 10 yönetici ve 22 turist ile yüz yüze mülakatlar yapılarak veriler toplanmıştır. Sonuçlar otel yönetici ve turistlerin müşteri memnuniyetinde otel animasyonları ve personelinin önemli bir rolü
olduğuna inandıklarını göstermektedir. Anahtar sözcükler: Animasyon hizmetleri, Otel, Yöneticiler, Turistler Anahtar sözcükler: Animasyon hizmetleri, Otel, Yöneticiler, Turistler g
g ç
ş
g
ş
ş
2Sorumlu yazar: Doç. Dr., Süleyman Demirel Üniversitesi, Eğirdir Turizm ve Otelcilik Yüksekokulu, mde-
mir1@gmail.com.
3 1Bu çalışma 31 Ekim-3 Kasım 2013 tarihlerinde Kuşadası’nda gerçekleştirilen II. Rekreasyon Araştırmaları Ko
gresinde sunulan “Otel Animasyon Faaliyetlerinin Yönetici ve Turistlerin Bakış Açısıyla Değerlendirilmesi” isim
bildirinin gözden geçirilmiş ve genişletilmiş halidir.
2 The evaluation of hotel animation services from managers and tourists’ perspective Mahmut Demir2 Şirvan Şen Demir3 Received Date: 01 / 01 / 2015 Accepted Date: 01 / 02 / 2015 @g
3Doç. Dr., Süleyman Demirel Üniversitesi, İİBF, Turizm İşletmeciliği Bölümü, sirvansendemir@gmail.com. bildirinin gözden geçirilmiş ve genişletilmiş halidir.
2Sorumlu yazar: Doç. Dr., Süleyman Demirel Üniversitesi, Eğirdir Turizm ve Otelcilik Yüksekokulu, mde-
mir1@gmail.com.
3Doç. Dr., Süleyman Demirel Üniversitesi, İİBF, Turizm İşletmeciliği Bölümü, sirvansendemir@gmail.com. Copyright © 2015 by IJSSER
1Bu çalışma 31 Ekim-3 Kasım 2013 tarihlerinde Kuşadası’nda gerçekleştirilen II. Rekreasyon Araştırmaları Kon-
gresinde sunulan “Otel Animasyon Faaliyetlerinin Yönetici ve Turistlerin Bakış Açısıyla Değerlendirilmesi” isimli
bildirinin gözden geçirilmiş ve genişletilmiş halidir.
2Sorumlu yazar: Doç. Dr., Süleyman Demirel Üniversitesi, Eğirdir Turizm ve Otelcilik Yüksekokulu, mde-
mir1@gmail.com.
3Doç. Dr., Süleyman Demirel Üniversitesi, İİBF, Turizm İşletmeciliği Bölümü, sirvansendemir@gmail.com. 1. Giriş Dünya'da endüstri devrimiyle yaşanan değişim ve gelişmelere bağlı olarak çalışma saatlerinin
azaltılması ve ücretli tatil hakkı verilmesi sonucunda çalışanların serbest zamanlarının arttığı gö-
rülmektedir. Serbest zamanlarını çeşitli rekreatif etkinliklerle doldurma çabası içindeki insanların 1Bu çalışma 31 Ekim-3 Kasım 2013 tarihlerinde Kuşadası’nda gerçekleştirilen II. Rekreasyon Araştırmaları Kon-
gresinde sunulan “Otel Animasyon Faaliyetlerinin Yönetici ve Turistlerin Bakış Açısıyla Değerlendirilmesi” isimli
bildirinin gözden geçirilmiş ve genişletilmiş halidir. Copyright © 2015 by IJSSER
ISSN: 2149-5939 36 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. yöneldikleri etkinliklerden birisi de turizmdir. Turizm, genlikle dinlenme, eğlenme amacı taşıyan,
serbest zamanları değerlendirme gereksiniminden kaynaklanmaktadır (Borhan & Erkmen, 2009). Özellikle ikinci dünya savaşından sonra atıl kalan savaş uçaklarının turizm amacı ile kullanılması
çok uzak mesafelere insanların daha kısa sürede ulaşabilmelerini sağlamıştır. Daha sonraki tek-
nolojik gelişmelerle birlikte daha büyük uçakların yapılması, daha fazla sayıda insanın bu ulaşım
aracından daha ucuza yararlanmasını sağlamıştır. Artık daha fazla sayıda insan çok daha ucuza
tatil yapabilmektedir. Özellikle soğuk iklime sahip ülkede yaşayanların sıcak denizlere kolay
ulaşması beraberinde kitle turizmini getirmiştir. Kitle turizminin ortaya çıkardığı deniz/kum/güneş ve kar/kayak odaklı resort oteller misafir-
lerini tesis içinde daha fazla tutmak amacıyla farklı organizasyonlara yönelmektedir. Bu tür tesis-
lerde turistlerin konaklama dışındaki yeme-içme, alışveriş, spor gibi birçok gereksinimi de aynı
alan içerisinde karşılamaya başlamıştır. Ancak otel içerisinde bir kaç gün geçirdikten sonra sıkıl-
maya başlayan turistlerin eğlenme gereksinimlerini karşılayacak olan animasyon programları ilk
kez 1980'li yıllarda İspanya, İtalya ve Yunanistan'da başlamıştır (Glinia, Costa & Drakou, 2004). Türkiye'de ise, ilk kez Club Med ile başlayan animasyon hizmetinin müşteri memnuniyetine
olumlu etki etmesi ile birlikte, 1990'lı yıllarda diğer resort oteller ve tatil köyleri tarafından da
uygulanmaya başlanmıştır. Ancak o dönemde Türkiye'de animasyonu gerçekleştirebilecek yeterli
personel olmadığı için bu tür eğlence programları yabancı tur operatörlerinin turla birlikte getir-
dikleri kendi animatörleri tarafından yapılmaktadır (Koçak, 2001). Günümüzde, Türk animatör-
lerin yetişmesinde oldukça önemli bir yere sahip olan yabancı animatörlerin ilk yıllara göre oran-
larının daha düşük olduğu ifade edilebilir. 2. Otellerde animasyon hizmetleri Otel animasyonu canlı eğlence hizmetlerinin yanı sıra, serbest zaman, fitness ve spor faaliyet-
lerinin de yer aldığı rekreasyon hizmetlerini de içermektedir. Zaten "animate" sözcüğünden gelen
animasyon, aktif hale gelme, canlanma, aktif bir yaşam sunma anlamı yanında, canlandırma ve
yenileme anlamına gelen "recreating" kelimesini de içermektedir (Glinia, Costa & Drakou, 2004). Otelde turistlerin zamanlarını en iyi şekilde geçirmelerini sağlama sorumluluğu yüklenen animas-
yon hizmetleri resort otel ürün kalitesinde oldukça önemli bir rol oynamaktadır (Vogt & Fesen-
meier,1995). Animasyon hizmeti özellikle herşey dahil sistemi uygulayan işletmelerde turistlerin
tatil süresince otel içinde daha fazla kalmalarını sağlarken, onları eğlendirerek, canlandırarak,
spor yapmalarını sağlayarak keyifli bir tatil geçirmesine katkı sağlamaktadır. Otellerdeki animas-
yon hizmeti turistlerin diğer turistlerle sosyal ilişkiler kurmalarını kolaylaştırmanın yanı sıra yerel
kültür hakkında bilgi edinmelerini de sağlama gibi bir misyonu bulunmaktadır (Shportko, 2012). Ancak animatörlerin yeterli eğitimi almamış olmaları ve yeteri kadar Türk halk kültürü ile ilgili
bilgiye sahibi olmamaları nedeniyle çoğu kez gösteriler bu misyonu yerine getirememektedir. Otel animasyon hizmetleri spor faaliyetleri, gece gösterileri ve çocuk animasyonu (mini kulüp)
olarak sınıflandırılabilir (Mikulic & Prebezac, 2011). Spor faaliyetleri genellikle gündüz saatle-
rinde yapılan sabah jimnastiği, su topu, plaj voleybolu, dart, bocce gibi basit, grup halinde yapı-
labilecek oyunları ve yarışmaları kapsamaktadır. Spor faaliyetleri hem turistlerin spor yaparak
canlanmalarını, hem de birbirleri ile iletişim kurmalarını sağlamaktır. Spor faaliyetlerini turist-
lerle birlikte yapacak olan animatörlerin yeterli düzeyde bilgi sahibi olmasının yanı sıra onları Copyright © 2015 by IJSSER
ISSN: 2149-5939 37 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. zorlamadan bu oyunlara katılmaları sağlayacak ikna yeteneğine sahip olmaları da oldukça önem-
lidir. Animatör-turist ilişkisinin diğer insanları rahatsız edecek düzeyde ve şekilde olmaması ol-
dukça önemlidir. zorlamadan bu oyunlara katılmaları sağlayacak ikna yeteneğine sahip olmaları da oldukça önem-
lidir. Animatör-turist ilişkisinin diğer insanları rahatsız edecek düzeyde ve şekilde olmaması ol-
dukça önemlidir. Gece gösterileri, akşam yemeğinden sonraki zamanlarını nasıl değerlendireceğini bilmeyen
turistlere yardımcı olmak amacıyla yapılmaktadır. Bu gösteriler skeçler, playback showlar, kaba-
reler, müzikaller, dans gösterileri, çeşitli yarışmalar, değişik ülkelere ait geceleri (Türk gecesi,
Latin gecesi gibi) kapsamaktadır. Gösteriler genellikle turistlerin oteldeki kalış süreleri dikkate
alınarak belli aralıklarla, örneğin 7 veya 15 günde bir olmak üzere, tekrarlanmaktadır. Gece gös-
terilerinin gerek kostüm, gerekse dekor bakımından zengin olması, ayrıca herkesçe bilinen basit
gösteriler olmaması oldukça önemlidir. 2. Otellerde animasyon hizmetleri International Journal of Social Sciences and Education Research, 1 (1), 35-48. büyük çoğunluğunun otelin animasyon şefinden aldıkları birkaç haftalık eğitimlerle bu işe başla-
dıkları da bilinen bir gerçektir (Koçak, 2001). Alınan bu eğitimler genellikle sezon içinde yapıla-
cak gösterilere yönelik olmakta ve uzun süreli çalışma programlarını kapsamamaktadır. Animasyon hizmetlerini gerçekleştirecek personeli işe alırken dikkatli seçim yapılması, kali-
teli eğlence hizmeti açısından da oldukça önemlidir. Animatörler birçok beceriyi bir arada bulun-
duran kişiler olarak algılanmaktadır. İyi bir animatör cömert, neşeli, konuşkan, yaratıcı, ilgili,
dürüst, kültürlü ve enerjik olması yanı sıra pedagoji, spor, pazarlama, yönetim tecrübesi, gelişmiş
iletişim becerisi ve birden fazla yabancı dil bilgisine de sahip olan bir kişi olarak bilinmektedir
(Jakovlev, Koteski & Bardarova, 2013; Medlik, 2003; Thibal, 1985). Bir animatörün dans, şarkı
söyleme, resim yapma gibi konularda yetenekli olması işin kolaylaşmasını sağlar. Ayrıca kendi
ülkesinin kültürünü en iyi şekilde temsil ettiği gibi turistlerin geldikleri ülkelerin kültürleri hak-
kında da bilgi sahibi olması oldukça önemlidir. Turistler arasında yaş, meslek, eğitim, kişilik
özelliklerine bağlı olarak farklılıklar olduğunun bilincinde olma, animatörlere etkin iletişim kur-
mada önemli katkılar yaratabilmektedir (Ivkov ve Stamenkovic, 2008). Bu yetenekte ve bilinçte
olmayan animatörlerin yaptıkları hatalar turistlerin tatilden duydukları memnuniyetleri olumsuz
yönde etkileyerek bir daha aynı oteli tercih etmemelerine neden olabilmektedir (Demir, 2010). Yapılan araştırmalarda da animasyon hizmetlerinin turistlerin oteli tekrar tercih etmelerinde etkili
olduğu sonucu ortaya konulmuştur (Costa, Glinia, Goudas & Antoniou, 2004; Demir & Demir,
2014a,b; Shportko, Lehto & Ghiselli, 2013). Turizmin bir hizmet sektörü olması, turist ile üreticinin aynı anda üretim ve sunum yerinde
olmasını gerektirmektedir (Rowley, 1995). Doğal olarak bu durum çalışanlar ile tatil amaçlı ko-
naklayanlar arasında yüksek oranda etkileşime neden olmaktadır (Güler, 2009; Vallaster ve Cher-
natony, 2005). Özellikle animasyon hizmeti direk turistle iletişimi gerektirdiğinden animatörler
diğer çalışanlardan çok daha fazla müşteri-çalışan etkileşimi yaşamaktadır. Tüketicilerin anima-
törler ile yakın teması, onların olumlu veya olumsuz davranış ve performanslarının turistler tara-
fından anında değerlendirilmesinin (Tütüncü, 2009) yanı sıra işletme ile ilgili her türlü sorunlarını
onlarla paylaşmalarına ve çözümleri onlardan beklemelerine neden olmaktadır. Animatörlerin tu-
riste yönelik yaklaşımı, davranışları ve tutumu müşterilerin hizmetten memnuniyet duymalarını
sağlayabileceği gibi sadakatlerini de sağlayabilmektedir. Yapılan araştırmalar, genel olarak çalı-
şanların müşteri memnuniyetinin dolayısıyla da sadakatinin sağlanmasında etken bir faktör oldu-
ğunu doğrulamaktadır (Demir & Günaydın, 2013). Özellikle animasyon ekibinin diğer çalışanlara
göre daha fazla müşterilerle iletişim halinde olması, daha samimi ilişkilerin kurulmasına olanak
sağlamaktadır. 2. Otellerde animasyon hizmetleri Gece gösterilerinde görev alan animatörlerin dans ve ti-
yatro yeteneklerinin olması yanı sıra müşterilerin milliyetlerine göre birkaç dili konuşabiliyor ol-
ması önemlidir. Çünkü animatörler gösteri sırasında söyledikleri cümleleri bir kaç farklı dilde
tekrarlamak zorundadır. Çocuk animasyon hizmeti ise hem çocuklara hem de onların ailelerine hitap etmektedir. Bazı
aileler çocuklarına günlük yaşamlarında zaman ayıramadığı için tatilde onlarla birlikte değişik
etkinliklerde bulunarak hoş vakit geçirmek isterken bazıları da tatilde kendilerine zaman ayıra-
bilmek için çocukları ile ilgilenecek, onları eğlendirme hizmetini yapabilecek bir yer aramaktadır
(Mikulic & Prebezac, 2011). Çocuk animasyonunda gündüz değişik faaliyetler, yarışmalar yaptı-
rılmakta, onların birbiriyle kaynaşmaları ve oyun oynamaları sağlanmakta, akşam ise, gece gös-
terisinden önce çocuklar ve isteyen ailelerle birlikte mini club dansları yapılmaktadır. Özellikle
bu bölümde çocuk psikolojisinden anlayan, sabırlı, sorumluluk sahibi ve müşteri özelliklerine
bağlı olarak farklı yabancı dilleri bilen animatörlerin istihdam edilmesi oldukça önemlidir. Yapı-
lan araştırmalar çocukların tatil seçiminde ailelerin kararında oldukça önemli bir yere sahip oldu-
ğunu göstermektedir (Costa & Glinia, 2004; Mikulić & Prebežac, 2011; Pompl, 1983). Müşteri-
lerin tercihleri ve memnuniyetlerinde artış göz önüne alındığında işletmelerin çocuk animasyon
hizmetine önem vermeleri gerekliliği ortaya çıkmaktadır. Özellikle herşey dahil pansiyon türünü uygulayan otellerin animasyon ekipleri ve gösterileri-
nin kaliteli ve orjinal olması müşteri memnuniyeti açısından oldukça önemlidir (Demir & Demir,
2001). Günümüzde animasyonun otel tatil paketinin içinde öneminin giderek artmasına rağmen,
işletmelerin animasyon birimi ve faaliyetlerine yeterli bütçe ayırmadıkları da bilinmektedir. Bu
durum gösterilerin ve animatörlerin kalitesine, dolayısıyla da müşteri memnuniyetsizliğine yan-
sımaktadır. İşletmeler maliyetleri azaltmak için işe aldıkları animatörlerin deneyim ve yetenekle-
rini dikkate almamakta, daha önce hiç animatörlük yapmamış, bu konuda herhangi bir eğitim
almamış personeli istihdam edebilmekte ya da bir animasyon şirketi ile anlaşarak düşük maliyetli
eğlence faaliyetleri ile hizmet verebilmektedir. Özellikle deniz/kum/güneş odaklı tatillere yönelik hizmet veren büyük ve zincir resort otelle-
rin sayısındaki artış ile birlikte profesyonel animatörlere daha fazla gereksinim olmaktadır (Gli-
nia, Costa & Drakou, 2004). Ancak sadece Türkiye'de değil, diğer birçok turizm ülkesinde de
kalifiye animatör bulmak önemli bir sorundur. Costa ve arkadaşları (2004) Yunanistan'da profes-
yonel animatör eksikliğinden dolayı bu departmanın hizmet kalitesinin standartların altında kal-
dığını belirtmektedir. Yapılan bu çalışmada animasyon personelinin eğitiminin son derece yeter-
siz olduğu belirtilerek, animatörlerin sadece %57'sinin yüksek öğrenimli, bunlarında büyük ço-
ğunluğunun (%63) turizm dışındaki okullardan mezun olduğu belirtilmektedir. Animatörlerin Copyright © 2015 by IJSSER
ISSN: 2149-5939 38 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. 3.1. Araştırmanın amacı Otel işletmelerinin animasyon hizmetlerine ilişkin alan yazında ve uygulamada farklı değer-
lendirmeler yer almaktadır. Buradan hareketle gerçekleştirilen bu araştırmanın amacı, otellerde
sunulan animasyon hizmetlerinin yöneticiler ile turistler açısından değerlendirmesini yapmaktır. Bununla birlikte, her iki grupla yapılan görüşmelerden elde edilen bilgilerin karşılaştırılarak, ani-
masyon hizmetlerinin otel işletmeleri için olduğu kadar turistler için de önemini ortaya koymaktır. Copyright © 2015 by IJSSER
ISSN: 2149-5939 39 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. 3.2. Veri toplama Bu çalışmada nitel araştırma yöntemi seçilmiştir. Antalya ve Muğla Bölgesinde bulunan 4 ve
5 yıldızlı otellerde animasyon hizmetlerinden yararlanan turistlerle ve bu işletmelerin yöneticileri
ile derinlemesine mülakatlar yapılarak gerçekleştirilmiştir. İşletme genel müdürlerinden randevu
alınarak başlayan görüşmeler, bazı genel müdürlerin çeşitli nedenlerle görüşmeye katılmak iste-
memesi nedeniyle yönlendirmiş oldukları diğer yöneticilerle gerçekleştirilmiştir. Katılımcılara
önceden belirlenen yarı yapılandırılmış sorular yöneltilmiştir. Yarı-yapılandırılmış görüşme (mü-
lakat), yapılandırılmış görüşmelerle yapılandırılmamış görüşmeler arasında kalan ve en çok kul-
lanılan görüşme tekniğidir. Bu yöntem katılımcıların seçilen konulardaki genel ve teknik bilgi,
düşünce, yorum, tutum ve davranışları kadar bunların neden ve sonuçlarının öğrenilmesinde en
etkin yol olarak bilinmektedir. Bu araştırmada nicel yöntem yerine nitel bir yöntem seçilmiştir. Çünkü araştırma hem turist-
lere hem de otel yöneticilerine yönelik yapılmaktadır ve her iki gruba da aynı ölçeği uygulamanın
zorluğu nedeniyle derinlemesine mülakat yapılması tercih edilmiştir. İz sürme yöntemi kullanıla-
rak 10 otel yöneticisi ve 22 turist olmak üzere toplam 32 katılımcıya ulaşılmıştır. Bu katılımcıların
özellikleri tablo 1 ve tablo 2’de yer almaktadır. Her iki gruptan ilk katılımcı ile başlayarak yapılan
görüşmeden sonra elde edilen bilgiler ışığında, bir diğerine geçilerek görüşmeler gerçekleştiril-
miştir. Toplanan bilgilerin birbirini tekrar etmeye başlaması, araştırmada doyum noktasına ula-
şıldığını göstermekte olup bu aşamadan sonra görüşmelere son verilmiştir. Katılımcıların her biri
ile yaklaşık 20 dakika görüşülmüş olup toplam 10 soru yöneltilmiştir. Katılımcılardan alınan ce-
vaplar, araştırmacıların analiz ve sentezleriyle deneyim ve mantık süzgecinden geçirildikten sonra
alan yazındaki bilgilerle de bütünleştirilmiş ve yönetici ve turistlerin vermiş oldukları bazı cevap-
lar gruplandırılarak ortaya konulmuştur. 3.3. Araştırma sınırlılıkları Bu araştırma, belirlenen birtakım sınırlılıklar içerisinde yapılmıştır. Öncelikle araştırma An-
talya ve Muğla bölgesindeki 4 ve 5 yıldızlı otellerde gerçekleştirilmiştir. Otellerin seçiminde “ani-
masyon ekibi ve kalitesi” bakımından çok büyük farklılıklar olacağı düşüncesi ile çok lüks zincir
oteller yerine müşteri profili ve fiyat bakımından birbirine yakın olan oteller tercih edilmiştir. İkinci olarak, işletme genel müdürleri ya da müşterilerle daha yakın temasta olan departman yö-
neticileri ile görüşülmüştür. Üçüncüsü görüşme yapmak için seçilen turistlerin daha öncede Tür-
kiye’ye gelmiş ve birçok kez farklı otellerde animasyon hizmetlerinden yararlanmış kişiler olma-
sına dikkat edilmiştir. 4. Bulgular Araştırmada yönetici ve turistlerden elde edilen veriler bir arada karşılaştırılarak verilmiş ve
birlikte değerlendirilmiştir. Veriler, hem otel yöneticileri hem de aynı otellerde tatil yapan müş-
terilerden elde edilmiştir. Yöneticiler tablo 1’den de anlaşılacağı gibi, genel müdür, önbüro mü-
dürü, satış müdürü ve misafir ilişkileri müdürlerinden oluşurken, turistler Türk, İngiliz ve Alman-
lardan oluşmaktadır (tablo 2). Otel yöneticileri ve turistlerle yapılan görüşmelerde aynı soru for-
matı kullanılmıştır. Sorulara verilen cevaplarda, hizmeti sunan ile yararlananların algılamaların-
daki farklılıkların yarattığı bakış açısı açıkça görülmektedir. Aynı şekilde yerli turistler ile yabancı
turistlerin de farklı değerlendirmeleri olmuştur. Copyright © 2015 by IJSSER
ISSN: 2149-5939 40 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Tablo 1. Katılımcılar: Yöneticiler
Katılımcı
Görevi
Otel sınıfı
Şehir
GM-1
Genel Müdür
4*
Bodrum
GM-2
Genel Müdür
5*
Alanya
GM-3
Genel Müdür
5*
Side
GM-4
Genel Müdür
5*
Alanya
ÖM-1
Önbüro Müdürü
5*
Bodrum
ÖM-2
Önbüro Müdürü
4*
Fethiye
SM-1
Satış Müdürü
5*
Bodrum
SM-1
Satış Müdürü
5*
Bodrum
MİY-1
Müşteri İlişkileri Yöneticisi
4*
Alanya
MİY-2
Müşteri İlişkileri Yöneticisi
5*
Marmaris Tablo 1. Katılımcılar: Yöneticiler Bir otelde animasyon hizmetlerinin varlığı, hem müşteriler hem de yöneticiler açısından
olumlu etki ve sonuçlar ortaya koyabilmektedir. Yöneticilerin satış gücünü arttırabilme yönün-
deki çalışmalarına destek olarak görülebilecek animasyon hizmetleri, müşteriler açısından da bir
otelin tercih edilmesine olumlu etki edebilmektedir. Nitekim animasyon hizmetlerinin bir otel için
önemine ilişkin değerlendirmede, yöneticilerin tamamı “özellikle çocuklu aileler için önemli bir
satış avantajı yarattığını” belirtirken, hem yerli hem de yabancı turistler, “otelde iyi bir animas-
yon hizmetinin olmasının otel tercihlerinde etkili olacağını” ifade etmektedir. SM-1’in “otele
gelen bir misafir öncelikle animasyon olup olmadığını soruyor” şeklinde ifadesini destekleyen
bir başka görüşte GM-2’nin “müşteri otelde eğlence ister ve bu eğlence şeklide turistin milliyetine
göre değişir” ifadesidir. Görülüyor ki, animasyon hizmetleri otel için önemli olduğu kadar müş-
teriler içinde önemlidir. Tablo 2. 4. Bulgular Katılımcılar: Turistler
Katılımcı
Milliyet
Cinsiyet
Tatil süresi (Gün)
TR-1
Türk
Erkek
5
TR-2
Türk
Kadın
7
TR-3
Türk
Kadın
7
TR-4
Türk
Kadın
5
TR-5
Türk
Erkek
7
TR-6
Türk
Erkek
6
TR-7
Türk
Kadın
10
TR-8
Türk
Kadın
10
TR-9
Türk
Erkek
7
TR-10
Türk
Kadın
10
ALM-1
Alman
Erkek
14
ALM-2
Alman
Erkek
14
ALM-3
Alman
Kadın
7
ALM-4
Alman
Kadın
14
ALM-5
Alman
Kadın
7
ALM-6
Alman
Kadın
7
İNG-1
İngiliz
Kadın
7
İNG-2
İngiliz
Erkek
14
İNG-3
İngiliz
Erkek
14
İNG-4
İngiliz
Erkek
14
İNG-5
İngiliz
Kadın
14
İNG-6
İngiliz
Kadın
14 Copyright © 2015 by IJSSER
ISSN: 2149-5939 41 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Animasyon departmanı otel için önemli işlevlere sahip bir birimdir. Yönetim ile müşteriler
arasında bir köprü, otelin gülen yüzü, müşteriye en yakın otel personeli, hoş vakit geçirmenin
kaynağıdır. Animasyon departmanının otel içinde aynı zamanda müşterilerin birbiriyle olan ileti-
şimi ve ilişkisinin de sağlanmasında önemli bir rolü bulunmaktadır. Katılımcıların oteldeki ani-
masyon departmanı ile ilgili düşüncelerinin ortak noktası “animatörler turistler arasındaki ileti-
şimi, kaynaşmayı sağlar” ve “animasyon departmanı otel içinde önemli bir görev üstlenir” şek-
linde hem yerli ve yabancı turistler hem de yöneticilerce aynı şekilde algılanmasıdır. Otellerde animasyon departmanının verdiği hizmetler gece ve gündüz farklılık göstermektedir. Gündüz daha çok yarışmalar ve spor etkinlikleri olurken gece ağırlıklı olarak skeçler, dans gös-
terileri, müzikaller ve playbacklerden oluşan bir program turistlere sunulmaktadır. Ancak çoğu
kez özgünlükten uzak, yıllardır tekrar eden gösteri ve yarışmalar turistlere sunulmaktadır. Ani-
masyon departmanının sunmuş olduğu programların otellere göre farklılık gösterip göstermedi-
ğinin belirlenmesi amacıyla hem yöneticiler hem de turistlere aynı soru yöneltilmiştir. Yönetici-
lerin ve katılımcıların hali hazırda bulundukları otelden başka tesis deneyimine sahip olması, kar-
şılaştırma yapabilmesi açısından önemlidir. Çalışmaya katılan turistlerin büyük çoğunluğu (%
82) otel animasyon programlarının özgün olduğunu belirtmişlerdir. Yabancı turistlerin ilk kez
Türkiye’ye gelmiş olmaları (Türkiye dışında başka ülkelerdeki otel animasyon programlarını sey-
retmişlerdir) ve Türk turistlerin de otelde ilk kez farklı amaçla (bir kısmı çocukları nedeniyle ilk
kez çocuk animasyonlarına katılmışlar, bir kısmı da çocuklarının büyümesi nedeniyle yetişkin
programlarına katılmışlardır) animasyon programlarına katılmalarından kaynaklanabilir. Türki-
ye'ye üç yıldır geldiklerini belirten ALM-1, ALM-2 ve İNG-3 "diğer otellerde geçen yıllarda
izlediğim skeçlerin biraz daha farklılaştırılmış haliydi" diyerek gösterilerin yenilenmediğine dik-
kat çekmektedir. 4. Bulgular İNG-5 "daha önceki yıllarda Türkiye'de bulunduğumuzdan gece gösterilerini
daha önce bir kaç kez izlemiştik bu nedenle gece gösterilerine pek fazla katılmıyoruz” ALM-3
“gündüz tanıtımlarda özgün bir gösterinin olacağı bilgisini alırsak o zaman gösteriyi izlemeye
gidiyoruz" şeklinde görüşlerini bildirmiştir. Yöneticilerin tamamı animasyon hizmetlerinin lüks oteller dışında birbirinin aynı olduğunu
ifade etmişlerdir. SM-2 "Otelimizde sıradan bilinen programların yanında özgün yenilikçi prog-
ramlarda yer almaktadır. Sıradan bilinen programlarla başarılı olma şansınız çok azdır. Ne ka-
dar yenilik o kadar memnuniyet söz konusudur" şeklinde yeni programların olmasının gereklili-
ğini vurgulamıştır. GM-3 ise, "özgün gösteriler (revü showları, özel müzikaller, ünlü sanatçılar
gibi) çok yüksek maliyetlidir ve her otelin bu maliyeti karşılaması mümkün değildir. Ancak büyük
ve lüks oteller bu maliyeti karşılayabilir" diyerek konunun bir başka boyutuna dikkat çekmiştir. Turistlerin yöneticilere göre gösterilerin daha özgün olduğunu düşünmelerinde geçmiş yıllardaki
deneyimlerinin azlığı önemli bir rol oynamaktadır. Yöneticiler yıllardır bu sektörün içinde olduk-
larından hangi otelin nasıl bir animasyon hizmeti verdiği konusunda daha deneyimlidir. Tüketicinin bir ürün veya hizmetten beklentisi geçmiş yıllardaki deneyimlerinden, tanıdıkları
ve arkadaşlarının anlattıklarından, işletmelerin reklam ve tanıtımlarında vaat ettikleri hizmetler-
den oluşmaktadır. Turistlere; otel animasyon hizmeti beklentilerinizi karşıladı mı? sorusuna tu-
ristlerin büyük çoğunluğunun (%77) animasyon hizmetlerinin beklentilerini karşıladığını ifade
ederken yalnızca 5 kişi (%23) animasyonların genelde oteldeki müşterilerin çoğunlukta olduğu
millete göre hazırlandığını ifade etmiştir. Buna karşın, aynı soru, bir başka bakış açısıyla, yöneti-
cilere animasyon hizmetinizin müşteri beklentilerini karşıladığını düşünüyor musunuz? şeklinde Copyright © 2015 by IJSSER
ISSN: 2149-5939 42 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. yöneltilmiştir. Görüşmeye katılan yöneticilerin yarısı animasyon hizmetlerinin turistlerin beklen-
tilerini karşıladığı, yarısı da karşılamadığı görüşündedir. SM-2 "animasyon program açısından
%70 oranında turistlerin beklentilerini karşılamaktadır, ancak turistle animatörün karşılıklı di-
yaloglarında %100 oranında turistlerin beklentileri karşılanmaktadır", ÖBM-1 ise "beklentilerin
karşılanması animatöre bağlıdır, animatör mesleğinde iyi ise müşteri beklentileri karşılanır"
şeklindeki yorumlar aslında gösterilerden daha önemlisinin animatörlerin müşterilere karşı ilgisi
ve iletişim becerileri olduğunu göstermektedir. Bu ifadelerden anlaşıldığı üzere otellerde kalifiye
animatör istihdam edilmesi animasyon hizmetlerinin başarısında oldukça önemli bir rol oynamak-
tadır. Bir otelden memnun ayrılan turist iki tür davranış göstermektedir. Bunlardan birincisi, bir son-
raki tatil için yine aynı otele gelmek, ikincisi ise kendisi gelmese bile arkadaş ve tanıdıklarına
oteli tavsiye etmektir. Otellerin sadık müşterilerinin fazla olması, karlılığı arttırmada, risklerle
karşılamada, diğer otellerle rekabette oldukça avantajlı olmalarını sağlar. 4. Bulgular Turistlere animasyon
hizmetlerinden dolayı tekrar bu otele gelir misiniz? diye sorulduğunda yerli turistlerin ikisi (TR-
3 ve TR-5) dışındaki büyük çoğunluğu "evet tekrar gelmek isterim" diye cevaplandırırken, ya-
bancı turistler otel tercihinde animasyon hizmetlerini doğrudan önemli bir etken olarak görmeye-
rek büyük çoğunluk "hayır, animasyon için bir daha aynı otele gelmem" demişlerdir. Aynı soru
yöneticilere müşterilerinizin otelinizi yeniden tercih etmelerinde animasyon programları etkili
olur mu? ifadesi ile sorulmuş bir yönetici dışındaki diğer yöneticilerin ortak görüşü “eğer turist
otelin animasyon hizmetinden memnun kalmışsa bu onların tekrar işletmeyi tercih etmesinde di-
ğer unsurlar ile birlikte etkili olacaktır” şeklindedir. GM-3 "tahminen % 30 oranında etkili olur. Kimi turiste göre animasyon hizmeti otelin olmazsa olmazıdır, kimine göre ise olsa da olur ol-
masa da olur" şeklinde aşırı bir etkisinin olmayacağı yönünde görüş bildirmiştir. Animasyon hizmeti turistlerin oteldeki eğlence arayışlarından doğmuştur. Gündüz saatlerini
deniz veya havuzda geçiren turist için akşam saatlerinde yapacak çok fazla alternatif yoktur. Özel-
likle tatilleri boyunca çok fazla otel dışına çıkmayan turistler her tür eğlenceyi de otelden bekle-
mektedir. Animasyon hizmeti olmazsa otel sıkıcı olur mu? sorusuna yerli turistlerin tamamı ke-
sinlikle sıkıcı olur şeklinde cevap verirken, yabancı turistlerin bir kısmı sıkıcı olmayacağını, bir
kısmı ise kesinlikle sıkıcı olacağını belirtmiştir. Özellikle bu tür gösterileri gürültü olarak gören
ve tatilinde sakinlik arayan turistler için animasyon hizmetinin olmaması daha iyidir. Nitekim
İNG-6 "keşke hiç animasyon hizmeti olmasa da gürültü azalsa" diyerek animasyon hizmetini ge-
reksiz bir hizmet olarak görmektedir. TR-4 ise, "gündüz yarışmalarına katılmaktan büyük zevk
alıyorum. Özellikle yabancılarla rekabet edeceğimiz yarışmaları daha çok seviyorum. Eğer ani-
masyon hizmeti olmasa bütün gün havuza ve denize girmekten çok sıkılırdım" diyerek animasyon
hizmetinin gerekliliğine işaret etmiştir. Aynı soru yöneticilere sorulduğunda genel olarak bütün
yöneticiler animasyon olmazsa turistin otelde sıkılabileceğini belirtmiştir. SM-1 "otellerin birço-
ğunda relax diye tabir ettiğimiz kısımlar bulunur plaj ve relax havuz gibi zaten animasyon iste-
meyen misafirlerimiz oradan faydalanarak tatillerini geçirirler. Diğer misafirlerimiz içinse ani-
masyon olmazsa olmazlardandır" şeklinde yorumda bulunmuştur. GM-1 ise, "turistler akşam dı-
şarı çıkmadıkları için otel içinde eğlence istemektedir. Animasyon hizmeti olmazsa misafirlerimiz
sıkılabilir" diyerek animasyon hizmetinin bir otelde iyi veya kötü mutlaka bulunması gerektiği
vurgulanmıştır. Copyright © 2015 by IJSSER
ISSN: 2149-5939 43 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Bir oteldeki animasyon hizmetleri genel olarak gündüz programı, gece gösterileri ve mini ku-
lüpten oluşmaktadır. 4. Bulgular Animasyon programlarının çeşitliliği (mini kulüp, su sporları, gece ve gün-
düz showları) otel tercihinizde etkili oldu mu? şeklindeki bir soruya ALM-6 "otele gelmeden önce
sadece animasyon hizmetinin olup olmadığını sorduk, ancak ne tür animasyon hizmeti verileceği
ile ilgili ayrıntılı bilgi almadık, daha çok diğer faktörler (otelin yeri, yıldızı, pansiyon türü gibi)
otel tercihimizde etkili oluştur". ALM-5 "çocuğumuz olduğu için sadece mini kulübün olup olma-
dığını sorduk" diye belirtmiştir. Otel yöneticileri arasında animasyon hizmetlerinin çeşitliliğinin
kesinlikle turistlerin otel tercihinde etkisi olacağını özellikle çocuklu aileler için mini kulübün
olmasının önemli olduğunu belirtenlerde olmuştur. "Otel tercihlerinde animasyon hizmetleri et-
kili olur ama lokasyon kadar değil" diyen ya da "ne yazık ki genel anlamda misafirlerimiz ani-
masyon için değil de herşey dahil olsunda ne olursa olsun düşüncesi ile otel tercihlerini yapıyor. Bunun yanında animasyonun olması tatlısı şerbeti oluyor" diye görüş bildirenlerin de olması tu-
ristlerin tatil tercihlerinde farklı faktörlerin etkili olduğunu göstermektedir. Otelde animasyon hizmeti hiç olmaması sizi nasıl etkiler? sorusuna, görüşmeye katılan hem
yerli hem de yabancı turistler şaşırtıcı bir şekilde otelde animasyon hizmeti olmasa da önemli
olmadığını belirtmişlerdir. Diğer sorulara verilen cevaplarla çelişkili gibi görünen bu cevap as-
lında turistlerin iyi bir animasyon hizmeti istediklerini, eğer böyle olmayacaksa animasyon hiz-
meti olmasa da onlar için bunun çokta bir öneminin olmadığı anlamı çıkmaktadır. Yöneticilere
aynı soru oteli, acentayı ve müşterileri etkilemesi bakımından sorulmuştur. ÖBM-2 "animasyon
otelde farklı kültür ve milletlerden konaklayan misafirlerin kaynaşması, birbirlerini daha yakın-
dan tanıması ve iyi zaman geçirmelerini ayrıca otel yönetimi ile misafirler arasında bir köprü
oluşturmaktadır. Animasyon ekibinin olmaması bu köprü ve ilişkilerin sağlanamaması dolayı-
sıyla otel yönetiminin misafir istek ve ihtiyaçlarının sadece resepsiyon ve halkla ilişkiler depart-
manlarından alacağı bilgiler doğrultusunda hareket edeceği bunun sonucunda misafirlerin tam
anlamıyla istek ve ihtiyaçlarına karşılık verememesine neden olacaktır. Halkla ilişkiler ve resep-
siyon misafir ile formal iletişim kurmaktadır. Animasyon departmanı ise hem formal hem de in-
formal bir iletişim içerisindedir. Misafirler kendi istek ve ihtiyaçlarını bu departmana daha sa-
mimi bir şekilde ifade etmektedir. Animasyon departmanının olması konaklayan misafirlere tam
anlamıyla ulaşılmasını hedefleyen işletmelerin olmazsa olmazıdır" şeklinde otel için animasyon
hizmetinin olmasının önemini açıklamıştır. SM-1'de "bölgedeki otellerde olması animasyon hiz-
meti olmayan oteli satış ve kalite yönünden etkiler" şeklinde cevaplandırmıştır. Görüşmeye katılan turistlere, animasyon hizmetlerinden rahatsızlık duyduğunuz yönleri neler-
dir? diye sorulduğunda, istisnasız tüm katılımcılar animatörlerin etkinliklere katılım konusundaki
ısrarlarından rahatsız olduklarını belirtmişlerdir. Ayrıca Türk müşteriler gece gösterilerinin müs-
tehcen olmasını bu nedenle çocuklarına izletmek istemediklerinden dolayı rahatsızlıklarını bildir-
miştir. 4. Sonuç ve tartışma Araştırmada otel animasyon hizmetlerinin birbirine benzer olduğu ve genellikle aynı hizmet-
leri kapsadığı görülmektedir. Gündüz her otelde yapılan yarışmalar, spor faaliyetleri ve diğer et-
kinlikler hemen hemen aynıdır. Gece gösterileri de genellikle basit kostüm ve sahne dekoru ile
hazırlanmış bilinen skeçlerin tekrarı şeklindedir. Bunda tur operatörlerini paket turlarla birlikte
getirdikleri daha çok Tunuslu ve Faslı olan ilk animatörlerin etkisi çok fazla olmuştur. Bu anima-
törlerin yetiştirdiği bu günkü animatör şefleri o zaman öğrendikleri ve yaptıkları gösterilerin üze-
rine pek fazla yenilik katamamışlardır. Türk geceleri kapsamında yapılan gösteriler dışında ülke
kültürünü yansıtmamaktadır. Arap-Hint kültürüne özgü Fakir show veya Afrikalı dansçıların yap-
tığı gösterilerin Türk kültürüne özgü eğlenceler gibi turistlere sunulduğu görülmektedir. Özellikle
herşey dahil sistemi uygulayan otellerden hiç çıkmayan ve yerel halkla hiç temasa geçmemiş olan
turistler ülke kültürünü hiç tanımadan ülkeden ayrılmak zorunda kalmaktadır. Oysaki o ülke kül-
türünü yansıtan animasyon gösterileri ile turist sadece yerel ortama aşina olmakla kalmaz, hem
de aktif olarak sürecin içinde yer alır ve animatörlerin yardımıyla ziyaret edilen ülke ile ilgili
kendi deneyimlerini yaratabilirler. Araştırmada animasyon hizmetlerinin bir otelde olmasının en önemli yararlarının müşterilerin
birbirleri ile daha iyi iletişim kurabilmelerinin sağlanması yanında müşterilerin işletme ile ilgili
şikayet veya isteklerini animatörlere çok daha kolaylıkla iletebilmeleridir. Turistlere doğru yak-
laşan ve onlarla iyi diyaloglar kurabilen tecrübeli animatörler sayesinde işletmedeki bazı aksak-
lıklar müşteriler tarafından hoş görülebilecek ya da daha kolay bir şekilde müşteri şikayetleri gi-
derilebilecektir. Bu durum turistlerin otel memnuniyetlerine yansıyarak tekrar işletmeyi tercih
etmelerine ya da arkadaşlarına ve tanıdıklarına işletmeyi önermelerine neden olabilecektir. Ancak
animatörlerin özelliklede bu işe yeni başlamış olanların, turistleri rahatsız edici yaklaşımları, on-
ları etkinliklere katılmaya zorlamaları, müşteri memnuniyetinin azalmasına neden olabilmektedir. Diğer bir sonuç otellerin animasyon departmanlarına yeteri kadar önem vermediklerini gös-
termektedir. Bu departmanı diğer departmanlardan farklı görmemekte, otelde mutlaka olması ge-
rektiğini düşünmekte ancak verilen hizmetin kalitesine çok da önem vermemektedir. Otel yönetici
ve sahipleri için önemli olan maliyetlerin ne kadar düşürülebildiğidir. Bu nedenle animasyon de-
partmanı için yeterli bütçe ayrılmamaktadır. Animatöre çok yüksek maaşlar ödememek için bu
işin inceliklerini bilmeyen acemi personel veya stajyerlerle günü kurtarmaya çalışmaktadır. Sahne
dekoru, kostüm, spor malzemesi gibi animasyon departmanının kullandığı ekipmanlara da çok
para harcanmasını istememektedir. Ancak unutulmamalıdır ki personel ve malzeme yeterli ol-
mazsa en iyi animatör şefinin bile müşteri memnuniyetini sağlamak için yapabileceği bir şey kal-
mamaktadır. Müşteri istek ve beklentilerinin karşılanmasında, şikayetlerin değerlendirilmesinde
ve otel-müşteri ilişkilerinin kurulmasında animasyon departmanı önemi oldukça fazladır. 4. Bulgular TR-9 "animasyonun gece gösterileri kısmına çocuklar mini discoya katılsınlar diye gidi-
yoruz. Skeçler başladığında oldukça müstehcen olduğu için hemen odamıza dönüyoruz. Çocuklar
ısrarla kalmak istiyorlar ama biz seyretmelerini uygun bulmuyoruz. Keşke insanları güldürmek
ve eğlendirmek için belden aşağı espri yapılması gerekmese daha farklı yollarla da insanlar eğ-
lendirilebilir" diyerek animasyonun bu kadar kısır bir eğlence şekli olmaması gerektiğine vurgu
yapmaktadır. TR-7 "bizim kültürümüzde yer almayan bazı gösterilerin sanki bize aitmiş gibi gös-
terilmesinden rahatsızlık duydum" diyerek Türk kültürüne özgü gibi gösterilen, ancak Arap ve
Afrika kültürüne ait bazı gösterilerin yapılmasının Türk müşterileri rahatsız ettiğine işaret etmek- Copyright © 2015 by IJSSER
ISSN: 2149-5939 44 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. tedir. Yabancı turistler ise daha çok gece gösterilerinin ve sahne dekorunun basitliğinden rahat-
sızlık duyduklarını belirtmişlerdir. Özellikle daha önce daha lüks otellerde animasyon gösterisi
izlemiş olan bazı turistler animatörlerin gidip o otellerdeki gösterileri izlemelerini önermişlerdir. 4. Sonuç ve tartışma Otel
işletmelerinin Türk kültürünü yansıtabilecek özgün gösterilere yönelik çalışmaların yapılması,
kalifiye animatörlerin istihdamı ve yetiştirilmesi, kaliteli hizmet sunumu ve memnun müşteri ya-
ratılması için animasyon hizmetlerine ekip, araç-gereç malzeme, program, nitelik ve niceliksel
olarak önem vermeleri gerekmektedir. Copyright © 2015 by IJSSER
ISSN: 2149-5939 45 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Kaynakça Borhan, O. & Erkmen, N. (2010). Antalya’nın Kemer ilçesinde tatil yapan turistlerin rekreasyon ve ani-
masyon faaliyetleri hakkındaki görüşlerinin incelenmesi. Turkish Journal of Sport and Exercise, 11(3),
21-26. Costa, G., & Glinia, E. (2004). Sport tourism in Greece. Journal of Sport & Tourism, 9(3), 283-286. Costa, G., Glinia, E., Goudas, M. & Antoniou, P. (2004). Recreational services in resort hotels: Customer
satisfaction aspects. Journal of Sport & Tourism, 9(2), 117-126. Demir, M. & Demir, Ş.Ş. (2001). Herşey Dahil (All Inclusive) Pansiyon Türü Uygulamasının Konaklama
İşletmeleri, Personel, Müşteriler, Seyahat Acentaları ve Bölgedeki Diğer İşletmeler Açısından Olumlu
ve Olumsuz Yönlerinin Analizi. Maltepe Üniversitesi Turizm Araştırmaları Dergisi, 1 (1), 67-100. Demir, Ş.Ş. & Günaydın, Y. (2013). İşgörenlerin müşteri sadakati üzerindeki etkileri: Konaklama işletme-
leri örneği. The Journal of Academic Social Science Studies, 6(6), 1039-1059. Demir, Ş.Ş. (2010). Tatil satınalma sürecinde itici faktörler, bilgi arama ve memnuniyet ilişkisi: Yerli tu-
ristler üzerine bir araştırma. İşletme ve Ekonomi Araştırmaları Dergisi, 1 (4), 119-132. Demir, Ş.Ş. & Demir, M. (2014). Kamu Kesimindeki Yöneticilerin Serbest Zaman Etkinliklerini Algıla-
ması ve Değerlendirmesi. Manas Sosyal Araştırmalar Dergisi 3 (11), 61-76 Demir, Ş.Ş. & Demir, M. (2014). İşgörenlerin Serbest Zaman Gereksinimi ve Serbest Zaman Doyumunu
Etkileyen Faktörler. İşletme ve İktisat Çalışmaları Dergisi 2 (3), 74-84 Glinia, E., Costa, G. & Drakou, A. (2004). Hotel animation and professional perspectives in Greece. Tou-
rism Today Tourism Today. www.cothm.ac.cy Güler, E.G. (2009). Otel işletmelerinde değer yaratma ve müşteri değeri algılaması üzerine bir araştırma:
Edirne’deki oteller örneği. Anatolia: Turizm Araştırmaları Dergisi, 20 (1), 61-76. Hornby, P. ve Symon, G (1994). “Tracer studies”, (Eds: C. Casselland G. Symon). Qualitative methods in
Organisational Research: A Practical Guide. 167-186, London: Sage, Ivkov, A., & Stamenkovic, I. (2008). The implementation of the “Bologna Process” into the subject of
animation in tourism, as a significant part of the hotel industry products promotion. Tourism & Hospi-
tality Management, 14 (1), 129-140. Jakovlev, Z., Koteski, C., & Bardarova, S. (2013). Animator roles in enriching the content of tourist stay. In Collection of works of The Third International Scientific Congress-Biennale ICON BEST 2013. Karasar, N. (2002). Bilimsel Araştırma Yöntemi. Ankara: Nobel Yayınları. Koçak, N. (2001). Konaklama işletmelerinde animasyonun önemi ve animasyon personeline yönelik bir
araştırma. Dokuz Eylül Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 16(1), 61-79. Luborsky, M. R. (1994). Qualitative Research in Ageing Research. Thousand Oaks: Sage. Medlik, S. (2003). Dictionary of travel, tourism and hospitality. Routledge. Medlik, S. (2003). Extended abstract in English Animations at resort hotels include mini club, sports, evening entertainment/shows and enter-
tainment programs as different indoor and outdoor activities. This study evaluates the hotel ani-
mation activities from both managers and tourist perspective. Purpose and Significance: In tourism industry, hotel animation programs and activities are a
generally used term to describe entertainment and recreational services offered by resorts facilities
in tourist destinations. Because animation services include three types of animation programs
such as, sports activities, evening entertainment/shows and entertainment programs for children. And animation term also includes dance, shows, mini club activities, sports activities in swim-
ming pool and/or outdoor for tourists who desire active recreation, have fun and social interaction
with each other. It stated that hotel animations are important for both management and tourists. Tourist satisfaction with recreational and animation services can contribute to increase food and
beverage sales during show programs at hotels and resorts in the coastal regions. The resort hotels
offer different animation shows and programs as services free of charge, aiming at high sales of
food and beverages which increase their profits. This paper reviews the nature of animation ser-
vices. Therefore, the purpose of this study is to evaluate hotel animation services from managers
and tourist perspective. Literature: One of the attributes and attractiveness is animation activities which hotel present. It is stated that indoor and outdoor animation activities is a great opportunity to improve market-
ing public relations. Tourists have a better opinion of hotels which stayed with animation activi-
ties and they come back again in the future. It is explained that lots of reasons to be important at
a hotel; a) the effects on a positive image of the hotel, b) can provide to increase repeat guest to
the hotel in the future, c) cause to increase consumption in the restaurant, bar, swimming pool and
increase total profit of the hotel, d) take care of children, allowing parents to relax and e) other
positive impacts both tourist and hotel management. In effective animation shows, the ability, performance, communication skills and cultural
knowledge of animators are important and have crucial role on tourists’ expectations. Neverthe-
less, there have been contradictory findings regarding the qualification of animators and the vari-
ety of animation activities at resort hotels. According to tourists, the quality and variety of ani-
mation activities are not sufficient level. Kaynakça Dictionary of travel, tourism and hospitality. Routledge. Mikulić, J. & Prebežac, D. (2011). Evaluating hotel animation programs at Mediterranean sun-and-sea re-
sorts: An impact-asymmetry analysis. Tourism Management, 32(3), 688-696. Pompl, W. (1983). The concept of animation: Aspects of tourism services. Tourism Management, 4(1), 3-
11. Rowley, J.E. (1995). From storekeeper to salesman: Implementing the marketing concept in libraries. Lib-
rary Review, 44 (1), 24-35. Copyright © 2015 by IJSSER
ISSN: 2149-5939 46 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Shportko, A. (2012). The Effect of Animation Services on the Guests’ Perception of a Hotel and Intention
to Visit it (Doctoral dissertation, Purdue University). Shportko, A., Lehto, X., & Ghiselli, R. (2013). Investigating guest experience and satisfaction with hotel
animation. In The 18 th Annual Graduate Education and Graduate Student Research Conference in
Hospitality and Tourism. Thibal, S. (1985). A changing career in tourism. Espaces, (75), 31-34. Thibal, S. (1985). A changing career in tourism. Espaces, (75), 31-34. Tütüncü, Ö. (2009). Ağırlama Hizmetlerinde Kalite Sistemleri. Ankara: Detay Yayınevi. Vallaster, C. & De Chernatony, L. (2005). Internationalisation of service brands: The role of leadership
during internal brand building process. Journal of Marketing Management, 13, 181-203. Vogt, C. A., & Fesenmaier, D. R. (1995). Tourists and retailers' perceptions of services. Annals of Tourism
Research, 22(4), 763-780. Copyright © 2015 by IJSSER
ISSN: 2149-5939 47 Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Demir, M. & Demir, Ş.Ş. (2015). The evaluation of hotel animation services from managers and tourists’ per-
spective. International Journal of Social Sciences and Education Research, 1 (1), 35-48. Copyright © 2015 by IJSSER
ISSN: 2149-5939 Extended abstract in English Although the animation activities at hotels are important,
hotel managers do not allocate higher budget for animation team, equipment and other require-
ments. Due to cheaper, animation activities include only Indian, Arabic, Russian or African shows
and are presented by foreign animators as Turkish culture. Methodology: This paper which qualitative research method was used in, firstly, a literature
review that related to recreational and animation services at hotels were conducted and then data
were collected by researchers in face-to-face interviews with 10 managers (4-General Manager,
2-Front Office Manager, 2-Sales and Marketing Manager and 2-Customer Relation Manager) and
22 tourists (10-Turkish, 6-German and 6-English) at five stars hotels and resorts in Antalya region
(Alanya, Kemer and Manavgat) and Muğla region (Fethiye, Marmaris, Bodrum and Dalaman). Results and Conclusion: The results indicate that managers and tourists believe in hotel ani-
mation programs and people have a crucial role on customer satisfaction. Animation activities
provide the most satisfaction for the family with children. Because children’s expectation and
desire differs from their family and the “variety of activities” in animation is the most influential Copyright © 2015 by IJSSER
ISSN: 2149-5939 48 Demir, M. & Demir, Ş.Ş. (2015). Otel animasyon hizmetlerinin yöneticiler ve turistlerin bakış açısıyla değer-
lendirilmesi. International Journal of Social Sciences and Education Research, 1 (1), 35-48. attribute in explaining satisfaction of their holiday. The findings of the evaluation of hotel man-
agers about animation activities have a positive and significant effect on tourists’ holiday satis-
faction which creating their loyalty. Hotel managers stated that tourists purchase different good
and services at hotel if they stay longer and spend more time in facilities. Both hotel managers
and tourists agreed that the animation activities facilitate the sales efforts of hotel services. This study explored the evaluation of animation activities at resort hotels from managers and
tourists’ perspective. Hotel animation activities is the tool that can provide managers to increase the
sale of hotel gadgets and services in facilities and satisfy tourists' needs for social interaction, relax-
ation and having a good time during holiday. This study presented that tourists’ evaluation of hotel
animation activities are different from managers’ evaluation. The quality of animation programs
and animators can affect both hotel goals and tourist expectations. Animators who plays with kids,
organizes sports activities and presents evening shows for tourists are on a critical position at the
hotel. Copyright © 2015 by IJSSER
ISSN: 2149-5939
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https://openalex.org/W4391645014
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https://www.nature.com/articles/s41598-024-53214-w.pdf
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A novel strategy towards efficient and reliable electric vehicle charging for the realisation of a true sustainable transportation landscape
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Scientific reports
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www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports A novel strategy towards efficient
and reliable electric vehicle
charging for the realisation
of a true sustainable transportation
landscape
OPEN B. Anil Kumar 1, B. Jyothi 1, Arvind R. Singh 2, Mohit Bajaj 3,4,5,6*, Rajkumar Singh Rathore 7 &
Milkias Berhanu 8* This paper proposes an innovative approach for improving the charging efficiency of electric
vehicles (EVs) by combining photovoltaic (PV) systems with AC–DC Power Factor Correction (PFC). The proposed approach employs bi-directional power flow management within the PFC system,
allowing for enhanced resource utilization and EV battery capacity under a variety of environmental
circumstances. A modified Lyapunov-based robust model reference adaptive controller (M-LRMRAC)
is developed to provide real-time Maximum Power Point Tracking (MPPT) for the PV array. By quickly
recording the MPP, this controller skilfully adjusts to shifting radiation and temperature dynamics. A noteworthy accomplishment is that the M-LRMRAC outperforms traditional Perturb and Observe
(P&O) techniques by achieving quick MPP convergence (0.54 s). Additionally, the benefits of this
integrated system go beyond effective MPPT. The method achieves operating at unity power factor
and reduces total harmonic distortion, which results in improved power quality when charging EV
Batteries (EVB). The entire solution provided by this multifaceted architecture improves the quality
of electricity delivered to EV batteries while also increasing energy efficiency. This research helps to
the evolution of sustainable and dependable EV charging infrastructure by solving difficulties and
optimising performance. The combination of PV systems with AC–DC PFC, aided by the M-LRMRAC
technology, presents a viable route for attaining efficient, clean, and high-quality EV charging, hence
supporting the shift to a greener and more sustainable transportation landscape. List of symbols
is
Supply current
vs
Supply voltage
F′(D)
Connection between PV and D
δIL
Ripple current in the L
γ
Adaptation gain
d(s)
Small signal variation D
θ1, θ2, θ3
Controlled parameters of plant
am, km, bm
Reference model parameters
bp, ap, kp
Plant parameters 1Department of Electrical and Electronics Engineering, Koneru Lakshmaiah Education Foundation, Vijayawada,
India. 2Department of Electrical Engineering, School of Physics and Electronic Engineering, Hanjiang Normal
University, Hubei, Shiyan 442000, People’s Republic of China. 3Department of Electrical Engineering, Graphic Era
(Deemed to Be University), Dehradun 248002, India. 4Hourani Center for Applied Scientific Research, Al-Ahliyya
Amman University, Amman, Jordan. 5Graphic Era Hill University, Dehradun 248002, India. 6Applied Science
Research Center, Applied Science Private University, Amman 11937, Jordan. 7Cardiff School of Technologies,
Cardiff Metropolitan University, Llandaff Campus, Western Avenue, Cardiff CF5 2YB, UK. 8Department of
Electrical and Computer Engineering, Addis Ababa Science and Technology University, Adama, Ethiopia. www.nature.com/scientificreports/ The
goal is to create a robust and reliable charging infrastructure that can support the growing demand for electric
mobility while ensuring energy efficiency and stable power delivery to EVB18,19. Charging RV’s off-board without
using solar panels faces key issues that could hinder EV popularity. Limited charging stations can make it hard
to charge EVs without solar power, especially where charging infrastructure is lacking20,21. This also leads to
concerns about running out of power on longer trips or in remote areas. Off-board charging relies on the grid,
tying EVs to its capacity and energy sources22. If the grid uses fossil fuels, it reduces EVs’ environmental benefits
due to carbon emissions. The growing number of EVs might strain the grid, needing costly upgrades and time. Another issue lies in charging costs. Off-board charging, particularly in regions where electricity prices are
relatively high, might lead to increased operational expenses for EV owners, potentially impacting the overall
cost-effectiveness of EV compared to traditional ICEV23,24. Lastly, the absence of solar PV panels means a missed
opportunity to utilize renewable energy sources for charging EVs. Solar energy can be harnessed directly from
the sun, providing a clean and sustainable power supply for EVs25. Without this renewable energy aspect, the full
potential of EV’s in reducing greenhouse gas emissions and combating climate change might not be realized26. p
g g
g
g
g
g
Nevertheless, the frequent requirement of grid power for charging EVs presents several challenges that must
be addressed27. The neighborhood distribution system may suffer as a result of the extensive use of EV. When
many EV owners plug in their vehicles to charge simultaneously after returning home from work. The local power
grid has to supply significantly more electricity as a result28,29. Technical concerns caused by this increase in
demand may include fluctuations in frequency, harmonic disruption, and voltage regulation30,31. An unexpected
and excessive peak load at the distribution network may result from the increasing EV usage and the regulation
impact around their charging. Towards solve this problem, power utilities must upgrade the distribution grid to
handle the increased demand for EV charging effectively32,33. g
gf
y
Furthermore, the distribution grid is facing a growing presence of home PV systems. During periods of lower
household consumption, such as noon time and the feeder receives the extra energy produced by HPV systems34. Leading to voltage rise and potential line overload. www.nature.com/scientificreports/ ensuring high efficiency to meet battery-side requirements like battery current and SOC3,4. Among the various
DC/DC converter topologies investigated, researchers have explored different options such as DAB, DAB SRC5,
QAB, and AQAB6 converters. While these converters offer galvanic isolation to achieve ZVS for all switches at
the load side. The issues arise when multiple EVs are connected to a DAB converter. Balancing voltage on a dc
link becomes challenging, leading to increased system size and complexity during the design process7. To tackle
this problem, a QAB converter was suggested, comprising three bridges alongside one bridge on the MV and
LV sides, offering an effective solution for multiple EV battery connections. However, relying solely on DC/DC
converters presents other challenges, such as voltage flicker, increased THD, and low PF8,9. The varying current
consumption of EV charging, particularly at initial connection and maximum charge, might result in voltage
fluctuations. The electrical system may be momentarily affected by this sudden rise in current if there is a tran-
sient voltage drop at the charging station. Factors like power system impedance and battery size determine the
extent and duration of this voltage drop. Significant decreases can result in voltage flicker, which is the term for
flickering lights or electronic faults. If EV charging stations have poor power factor, they may incur penalties
and higher losses if they are not corrected10,11. Additionally, the absence of harmonic filtering may lead to voltage
fluctuations and potential difficulties like transformer overheating. For the wider electrical grid and the charging
infrastructure to continue operating efficiently, these issues must be resolved12. To mitigate these issues, a novel
AC/DC converter has been introduced, which not only provides PFC but also achieves a high PF13. There have
been studies on a number of AC/DC PFC converter configurations, including buck14, boost15, and buck-boost16. Among them, the Ferdowsi PFC converter stands out as a suitable option for EV charging applications due to its
low semiconductor count and bidirectional power flow capability17. The Ferdowsi PFC converter is integrated
buck boost converter, can handle variations in input voltage conditions, maintain a stable DC link voltage, and
achieve high efficiency while minimizing THD. Considering all these parameters related to AC/DC PFC and DC/
DC converters are both, researchers go on designing off-board charging systems to efficiently charge EVB. A novel strategy towards efficient
and reliable electric vehicle
charging for the realisation
of a true sustainable transportation
landscape
OPEN *email:
thebestbajaj@gmail.com; mil_ber2000@astu.edu.et | https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 www.nature.com/scientificreports/ fs
Switching frequency
ibB
Battery current
ibchar
Charge current of the battery
ib
Battery current
iLp, iLn
Inductor currents of PFC converter
Isc
Short circuit current
km
Positive gain
Npe
Number of parallel strings
Nse
Number of series strings
Pmax
Maximum power
Ri, Cin
Input resistance and input capacitor of so lar boost converter
Vbchar
Charge voltage of the battery
vb
Battery voltage
Voc
Open circuit voltage
vpv, ipv
PV array voltage and current
vref
Reference voltage
AGMVC
Adaptive generalized maximum versoria criterion
ANFIS
Adaptive neuro-fuzzy inference system
AQAB
Asymmetrical quadruple active bridge
BES
Battery energy storage
BLDC
Brushless DC
CCM
Continuous conduction mode
D
Duty cycle
DAB
Dual active bridge
DAB SRC
Dual active bridge series resonant converter
DG
Diesel generator
DSP
Digital signal processing
ESS
Energy storage system
ESU
Energy storage unit
EV
Electric vehicle
EVB
Electric vehicle battery
FLC
Fuzzy logic control
ICEV
Internal combustion electric vehicle
INC
Incremental conductance
L
Input inductor in boost converter
LV, MV
Low voltage, medium voltage
M-LRMRAC
Model Lyapunov predicated robust model reference adaptive controller
MPP
Maximum power point
MRAC
Model reference adaptive control
MPPT
Maximum power point tracking
P&O
Perturb and observe
PCC
Point of common coupling
PEI
Power electronic interface
PEV
Pug in electric vehicle
PF
Power factor
PFC
Power factor correction
PHEV
Pug in hybrid electric vehicle
PID
Proportional-integral-derivative
PQ
Power quality
PRN
Propulsion
PV
Photovoltaic
PWM
Pulse width modulation
QAB
Quadruple active bridge
r(t)
Input to the entire M-LRMRAC controller
RBG
Regenerative braking
RV
Road vehicles
SMG
Smart micro grid
SOC
State of charge
TF
Transfer function
THD
Total Harmonic distortion
UVT
Unit vector template
Vdc
Dc link voltage
VSC
Voltage source converter
ZVS
Zero voltage switching
Researchers in the area of EV charging have concentrated on creating effective and efficient
combine on and off-board charging1,2. Commonly, AC/DC and DC/DC converters are use
ing. DC/DC converters which play a crucial role in voltage regulation, adapting renewabl Researchers in the area of EV charging have concentrated on creating effective and efficient charging systems that
combine on and off-board charging1,2. Commonly, AC/DC and DC/DC converters are used for off-board charg-
ing. DC/DC converters which play a crucial role in voltage regulation, adapting renewable energy sources, and https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ AC
AC – DC + PFC
Converter stage
Boost converter
is
vs
HV DC
Bus
LV DC
Bus
PV Panel
Battery
DC – DC Converter
stage
Figure 1. Off-board charging station with integrated PV. HV DC
Bus HV DC
Bus AC – DC + PFC
Converter stage Boost converter PV Panel Figure 1. Off-board charging station with integrated PV. An integrated converter for EV’s that combines utility grid and solar PV charging uses a single converter for
both sources, reducing component count, and employs an approach for PFC using inductor voltage detection
without the need for a current sensor. The system operates seamlessly in all EV modes: charging, PRN, and
RBG, functioning as a SEPIC converter for charging and as boost and buck converters for PRN and RBG modes,
respectively46,47. Dual-source EV chargers combine grid power with solar electricity to overcome the drawbacks
of solar PV-based chargers. Regardless of the solar variability or time of day, these hybrid systems guarantee
dependability. In order to optimize energy use and save operating expenses, advanced energy management con-
trols balance power sources, monitor solar generation, and integrate with the grid. This cost-effective and envi-
ronmentally friendly method increases allure of electric cars by offering reliable, continuous charging services48. f
In49 presents a multipurpose PEI for PEV, capable of utilizing dual charging sources encompass solar PV
panels and the conventional grid supply for charging without additional components. Proposed PEI, derived
from a conventional SEPIC converter, achieves MPPT during solar charging. It operates efficiently across all
modes of transportation (charging, PRN, and RBG) with isolation in each mode, ensuring improved safety for
batteries and vehicle users. The single converter design enhances charger compactness, making it an ideal solu-
tion to power applications that charge on board batteries. In50 presents the creation of an EV charging station with solar energy. It places a strong emphasis on quiet,
optimal transit using EVs and PHEVs compared to ICEVs. The study focuses on integrating renewable solar
energy with the charging system. A charging circuit is included with PEV that maintains a near-unity PF through
PFC and low current ripple through a PWM boost rectifier and DC/DC buck converter. By taking into account
steady-state, transient, and configurable EV charging capacity responses relying upon battery SOC, a DSP con-
troller board ensures optimal circuit operation. www.nature.com/scientificreports/ To address this issue, ESU are commonly used to mitigate the
impacts of high HPV system integration. In recent years, the concept of utilizing EVB as an ESS addresses the
intermittency of PV systems35. EVBs can function as ESS, allowing them to be charged with excess solar when
necessary, pv power can be used to replace the grid. By absorbing power from widespread adoption of HPV in the
distribution network are made possible by EVBs’ ability to reduce afternoon voltage surge concerns36,37. Addition-
ally, the idea of using EVBs to support the high grid usage has been experienced also garnered increasing interest.f y
g
pp
g g
g
p
g
g
So the integration of PV into the off-board charging system includes converters for both ac and dc pro vides
an adequate solution as shown in Fig. 1. Moreover, integrating PV into the off-board charging system enhances
energy efficiency. Traditional charging methods rely solely on the electrical grid, which may involve energy losses
during transmission and conversion processes. However, with PV panels directly generating electricity on-site,
there are fewer energy losses, resulting in a more efficient charging process38,39. This efficiency not only benefits
the environment but also contributes to cost savings and optimized resource utilization. Moreover, PV integration
enhances the overall energy efficiency of the charging system40. Traditional electricity generation and distribution
involve energy losses along the way, from power plants to charging stations. By tapping into solar energy directly
at the charging location, these energy losses are minimized, resulting in a more efficient charging process41. This
increased efficiency not only benefits the environment but also optimizes the use of avail- able resources, making
EV charging more sustainable in the long run. Additionally, integrating PV into off-board charging can lead to
cost savings for EV owners42. Solar energy is essentially free once the PV infrastructure is installed, making the
cost of electricity for charging significantly lower compared to relying solely on grid power. While there may
be an initial investment in setting up the PV panels and related equipment, the long-term savings on energy
costs can make EV ownership more economically viable and appealing to a broader range of consumers43,44. Furthermore, in some regions, there may be incentives or government support programs that further reduce the
financial burden of PV installation, making it even more attractive for EV users45. www.nature.com/scientificreports/ of a mechanical speed limiter, the frequency and voltage of the generator are controlled by the charging station
ensures unity PF during nonlinear loading, and synchronizes PCC voltage with the grid/generator for cease-
less charging. It also facilitates active/reactive power transfer and power exchange between EVs for enhanced
efficiency. In both grid-connected and islanded environments, the Charging Station solves the problems asso-
ciated with single-mode operation. In islanded mode, a storage battery provides steady power despite solar
variability, while in grid mode, it guarantees solar PV use even in the absence of the grid. A DG set is integrated
to ensure continuity, particularly in remote places, while EV charging harmonics impact its performance. To
ensure efficient functioning, the CS uses a voltage source converter to deliver reactive current and harmonics,
mitigating this. g
g
In54 discusses the growing utilization of EV’s worldwide and the need for self-sustainable charging stations
to minimize fossil fuel consumption. It highlights the potential negative impact of fossil fuel-powered charging
infrastructures on the distribution system and the environment, proposing PV energy as an efficient solution. To
ensure effective grid planning and load management with a large number of EVs, centralized and decentralized
control strategies should be employed, and EV load characteristics should be considered in substation planning
and capacity design.h p
y
g
The normal operation of smart houses in an SMG is improved using an intelligent strategy that uses a broad
dragonfly algorithm and logical hierarchy approach55. The technique reduces the peak to average consumption
of smart houses while simultaneously optimizing energy sources, which is accomplished by employing solar
panels and PHEVs. A system that controls the bidirectional flow of power for a solar water pumping system that
is connected to the grid. To run the water pump continuously regardless of weather, it uses a without current-
phase indicators, BLDC motor-drive. The system enables the utility grid to receive any extra electricity that is
generated. In order to reduce switching losses, a single-phase VSC with a UVT generation approach is employed
for bidirectional power flow management. UPF and reduce THD of the grid is done by the PV array at MPP56. The recently installed PV-based pumping system with a BLDC motor drive enhances flexibility and efficiency,
addressing shortcomings of previous systems with bidirectional power flow. www.nature.com/scientificreports/ This invention maximizes the use
of solar energy by allowing power to move from the PV array to the utility grid when water pumping is not
required. On the other hand, the system permits power to flow from the grid to the BLDC motor-pump when
there is insufficient PV power or at night. By ensuring continuous functioning, its bidirectional capacity over-
comes the drawbacks of unidirectional systems. It provides a more adaptable and durable solution that permits
the best possible energy use under a range of operating conditions, hence enhancing the PV-based pumping
system’s overall performance.h y
p
The synchronizing of EV charging and power allocation optimizing procedures is carried out by the two-stage
system. Which involves the distribution of power based on their respective preferences, and the attainment of
a balanced allocation is derived from game theory in relation to the Nash equilibrium. Moving into the subse-
quent phase, the confirmed overall charging capacity is presented as a fused constraint, addressing the challenge
of coordinating EV charging in a distributed manner, considering individual charging requirements showing
improved battery SOC, smoother grid power profile with lower peak-to-average ratio, and peak power, confirm-
ing its effectiveness57. In order to address power shortages at charging stations with PV and battery systems, a
two-stage energy management technique is proposed. It intelligently distributes power between the grid, batteries,
and solar PV in the initial stage. The second stage then makes sure that each EV receives an equitable share of
the available electricity. This methodology takes into account the restricted capacity of the charging station, the
constantly fluctuating demands of electric vehicles, and the sporadic nature of renewable energy sources such
as solar power. By utilizing game theory, it maximizes decision-making and offers an adaptable and competitive
framework to deal with power outages and improve charging operations’ overall efficiency. p
g
p
g
g pfi
y
Atmospheric conditions, dust, temperature, cloud cover, and geographic location are just a few of the variables
that might affect how much solar energy can be harvested. Due to shifting azimuth angles, the amount of solar
radiation varies during the day. Even under cloudy skies, electricity production from PV panels varies depend-
ing even in the presence of constant irradiance and temperatures, generation is impacted by the panel’s resistive
load. Due to day-to-day fluctuations in temperature and irradiance, determining the MPP and computing it at
any given load becomes challenging. www.nature.com/scientificreports/ When it comes to connecting EVs to power sources, the CCS is
essential. The vehicle’s connection to the grid, which includes solar PV or home power installations, is supported
by the system. In order to provide effective communication for safe and efficient charging, the CCS functions as
a smart connector, facilitating a complex “handshake” between the vehicle and the power source. In order for
the EV to draw electricity and for intelligent communication to optimize the charging process and guarantee
that safety rules are followed, a smooth connection must be established. y
In51 Simple integration of PQ compensating characteristics into solar panels connected to a three-phase grid. It utilizes a three-phase VSC to convert generated DC power to AC. The control approach based on an AGMVC
enables effective active power transfer and PQ compensation. With the help of the P&O based MPPT algorithm,
the solar PV array is used effectively. The effectiveness of the AGMVC control technique among asymmetrical
load conditions is demonstrated by the fact that the grid current maintains its balance and sinusoidal shape. In52 the incorporation of PV systems, traction batteries, and the AC grid is encompassed by the PEV battery
charging, a centralized simultaneous multiport DC–DC converter is proposed. This converter allows both PV
panels and the grid to deliver power to high-voltage batteries simultaneously or separately, making it more reli-
able than conventional topologies. It uses a half-bridge CLLC converter with fewer switches for bidirectional
power transfer between batteries and the AC grid. The unified controller, combined with an optimum MPPT
algorithm, effectively regulates the converter’s operation. f
In53 presents a charging station utilizing solar PV, BES, DG, and grid to provide continuous charging in
various modes (islanded, connected to the grid, and connected to a DG set). This facility prioritizes solar PV
and BES charging for EV batteries but intelligently switches either a DG set or the grid can be connected when
necessary. For achieving optimal fuel efficiency, the DG set is operated at 80–85% of its capacity. In the absence Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ www.nature.com/scientificreports/ great accuracy, ranging from 99.5 to 99.9%, and under a variety of radiation and temperature circumstances, an
improved MPPT method based on FLC is achieved. Despite being easy to use and producing excellent results, classic MPPT techniques have undesirable oscil-
lations close to the MPP, according to the scant literature review. Despite their effectiveness in MPPT, soft-
computing techniques are characterized by intricacy, high costs, and significant computational demands. The
conventional MRAC is also not totally appropriate for some plants, such as PV systems with boost converters,
which exhibit second-order system characteristics, due to its primary design for first-order systems.i i
A new M-LRMRAC is designed that extends the control from first order to second order and is implemented
to reach MPPT in PV systems. The primary objective is to minimize system control complexity while effectively
managing uncertainties and environmental disruptions. The uniqueness of this research lies in the development
of an M-LRMRAC control law customized explicitly for second-order PV MPPT systems. Notable advantages of
this M-LRMRAC technique include its simplicity, enhanced active adaptability, minimal Swings in close proxim-
ity to the MPP, and rapid observation rate, particularly under dynamic weather conditions. y
p
p
y
y
In addition, the M-LRMRAC controller has outstanding tracking ability, capturing the MPP in variable
environmental variables like temperature and sun radiation changes with an average convergence time of 0.54 s. • A new M-LRMRAC controller is released for solar PV systems with improved MPPT.h The simplicity, quick convergence time, quick dynamic response, and low oscillations close to the MPP define
this M-LRMRAC controller.h • The MRAC controller exhibits robustness against variations in temperature and solar radiation because of
its adaptive nature. • The MRAC controller exhibits robustness against variations in temperature and solar radiation because of
its adaptive nature. • For MPP tracking, the suggested controller performs better in terms of convergence time when compared
to traditional algorithms like P&Oh For MPP tracking, the suggested controller performs better in terms of convergence time when compared
to traditional algorithms like P&Oh to traditional algorithms like P&Oh • The suggested controller has a convergence speed that is ten times quicker than that of conventional P&O
techniques, which is noteworthy. • The suggested controller has a convergence speed that is ten times quicker than that of conventional P&O
techniques, which is noteworthy. www.nature.com/scientificreports/ The organization of the remaining portion of this article is as follows: “Boost converter model” section. Boost
Converter Model, “Proposed MPPT Methodology” section. Proposed MPPT methodology, “System design” sec-
tion. System design, “Procedure for M-LRMRAC” section. Procedure for M-LRMRAC, “Results and discussion”
section. Results and Discussion. www.nature.com/scientificreports/ A significant MPPT topology for solar cells is the use of buck-boost, boost,
and buck converters to solve this problem. Due to its benefits of reduced switching losses and inductivity, which
reduce current ripples, the boost converter is especially ideal for PV applications. Furthermore, a stable current
with reduced stress compared to other topologies during operation is upheld by this converter. For the purpose
of performance enhancement, a control algorithm is necessitated by MPPT devices. Nevertheless, suboptimal
performance in MPPT applications is brought about by the PID controller’s simple structure58. Under steady
weather conditions the MPP is done by using the traditional approaches like INC59 and P&O60.hh y
g
pp
The simplicity of common MPPT methods like INC and P&O makes them widely employed. There are
drawbacks to these conventional methods, though. Although their simplicity of construction makes them less
weather-adaptive, they are nonetheless effective at tracking MPP in conditions of consistent weather. Because
they frequently show oscillations close to the MPP traditional MPPT algorithms—like INC and P&O—are less
effective for solar power plants of a larger size. When trying to maximize solar panel power extraction under
dynamic weather circumstances, where these traditional approaches might not be able to provide stable and
accurate tracking, this disadvantage becomes very important. g
g
y
p
A novel approach combined to quickly get the MPP regarding fluctuating radiation and temperature, the
modified MRAC using the Lyapunov and INC technique is designed. Simulations using PSIM demonstrate the
robustness of the proposed control law, showcasing its superior MPP tracking capability compared to the INC-PI
controller61. Another MPPT controller utilizing an ANFIS is presented, offering effective MPP tracking under
varying environmental conditions, outperforming traditional methods like P&O and FLC. Furthermore, with Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ Boost converter modelh The boost converter, which plays a crucial role in contemporary Optimizing the system’s parts and reducing
energy waste are necessary to achieve this is demonstrated in Fig. 2. Depending on specific needs, other convert-
ers might potentially be used. In the boost converter approach depicted in Fig. 3, the duty cycle (d(t)) provided to
the switch S is controlled as a consequence of MPPT controller, which also continually monitors the solar array
voltage and current levels is modified as necessary. This modification is achieved using Eq. 1, which establishes
the connection between both the array’s voltage and d(t). 6
4) 14:3261 |
https://doi.org/10.1038/s41598-024-53214-w
Cin
Co
L
+
-
MPPT Control
Law(P&O)
^d(s)
D
vref
ipv
vpv
S
L
o
a
d
+
-
Figure 2. PV with Boost converter and MPPT control. D MPPT Control
Law(P&O) Figure 2. PV with Boost converter and MPPT control. Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ ipv
PWM
Switch
Cin
BT1
vpv
Ri
Co
L
+
-
+
-
F’(D) d
Figure 3. Small signal equivalent circuit of Boost converter. PWM
Switch Figure 3. Small signal equivalent circuit of Boost converter. Figure 3. Small signal equivalent circuit of Boost converter. (1)
vpv = ipvR0(1 −d)2 (1) ipv and vpv are commonly used notations to represent the PV array voltage and current. Every vpv, ipv and DC vpv,
ipv components, which signify the load resistance R0. Equation (1) provides the foundation for the traditional
MPPT method’s calculation of the steady-state duty cycle. Maximum transient response and suppression of
oscillation with duty cycle across the connection are controlled by MPPT. Performance under a variety of various
environmental situations is poor due to this lack of adaptation.h ipv and vpv are commonly used notations to represent the PV array voltage and current. Every vpv, ipv and DC vpv,
ipv components, which signify the load resistance R0. Equation (1) provides the foundation for the traditional
MPPT method’s calculation of the steady-state duty cycle. Maximum transient response and suppression of
oscillation with duty cycle across the connection are controlled by MPPT. Performance under a variety of various
environmental situations is poor due to this lack of adaptation.h The presentation and discussion of a detailed boost converter transient analysis are carried out. Toward
improve every comprehensibility about transient response study, it is believed that a small-signal equivalent
circuit can represent the system, as discussed in62. Boost converter modelh Figure 3 illustrates the linearized PV model which utilizes resis-
tor Ri and small-signal representations of the vpv and ipv across its terminals to effectively model the solar array. Currently, the control signal (d(t)) actively regulates beyond the array voltage through the TF relationship at
the supplied operating point. This TF represents dynamic of the system. A dynamic model showing a typical PV
system battery load is shown in Fig. 3. Here, ignoring battery dynamics in the process manner in which fluctua-
tions are the duty cycle of a system are brought about by variations in voltage across the array is revealed by the
transfer function. Following correlation63 is obtained from this analysis of Fig. 3 and presented in Eqs. 2 and 3. (2)
ˆvpv(s)
Ri
+ sˆvpv(s)Cin = (F′(D)ˆd(s) −ˆvpv(s)
sL (2) The derivative of F′(D) with respect to D is given in the following Eq. 3 The derivative of F′(D) with respect to D is given in the following Eq. 3 (3)
ˆvpv(s)
ˆds
=
F′(D)
s2LCin + L
Ri is + 1 ˆvpv(s)
ˆds
=
F′(D)
s2LCin + L
Ri is + 1 (3) knows that F(d) in below Eq. 4 knows that F(d) in below Eq. 4 (4)
F(D) = VPV = (1 −D)V (4) From Eq. 4 F′(D) presented in Eq. 5 q
(5)
ˆvpv(s)
ˆds
=
−Vo
LCin
s2LCin +
1
RiCin is +
1
LCin (5) Proposed MPPT methodology Proposed MPPT methodology p
gy
In the framework of a second-order type PV MPPT system, the proposed study’s goal is to develop an M-LMRAC
control rule that makes use of the Lyapunov stability theorem. Improving the efficiency of the MPPT algorithm
for a second-order PV system is the primary goal of the proposed study. The main goals are to overcome the
shortcomings of traditional methods and to increase overall efficiency, tracking speed, accuracy, and complexity
in the face of changing environmental conditions. The second-order extension of the suggested adaptive MRAC
architecture seeks to reduce system complexity and efficiently handle environmental and PV system uncertain-
ties and disturbances. By developing an M-LMRAC control method using the Lyapunov stability theorem, the
paper presents a novel strategy for improving MPPT in second-order PV systems. p p
p
gy
p
g
y
Figure 4 comprising of an initial MPPT control block succeeded by a subsequent M-LRMRAC module, show-
casing a novel configuration represented consecutive two-tier hybrid strategy is encompassed by the proposed
MPPT approach. In the first level, a vref for each MPPT is generated using the conventional P&O approach. Subsequently, this MPP voltage is updated continuously and compared to the varying vpv resulting from fluctua-
tions in thermal conditions, electric demand, irradiation. The M-LRMRAC controller’s input is created by the
difference between vpv and the adjusted vref and key challenge lies in determining suitable controller parameters
for achieving effective performance. The suggested system parameters are refined throughout the adaptation
process by exploiting the difference between the referring to both the controller and the system models. Using
appropriate adaptive principles. Closed-loop stability is ensured, and the adaptive rules have the capability
directed toward forecasting the undisclosed parameters of the controller. Using M-LRMRAC to serve as an Scientific Reports | (2024) 14:3261 https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ C
Co
L
+
-
MPPT Control
Law(P&O)
M-LRMRAC
Controller
^d(s)
D
vref
ipv
vpv
S
L
o
a
d
+
-
Figure 4. M-LRMRAC controller with Solar Boost converter. M-LRMRAC
Controller vref Figure 4. M-LRMRAC controller with Solar Boost converter. initial signal for PWM duty cycle modification within the boost converter configuration, the Lyapunov stability
theorem is implemented to actively maintain the PV panel at its MPP. initial signal for PWM duty cycle modification within the boost converter configuration, the Lyapunov stability
theorem is implemented to actively maintain the PV panel at its MPP. y
Using the formulation supplied in Eq. Proposed MPPT methodology 6, a tailored vref variation is determined for the controller, allowing the
MPPT regulation law to effectively pinpoint the precise operational junction for best power extraction, where
∆v represents a small threshold voltage, and vpv. MPPT control block (P&O) (
)
Equation 6 depicts the connection that governs the variance of vref that corresponds with the P&O MPPT
approach, ensuring optimal tracking of the MPP of the solar panel. (6)
vref =
vpv, dp
dpv
= 0,
vpv, dp
dpv
< 0,
vpv, dp
dpv
> 0 (6) Proposed M‑LRMRAC approach
A
l
h For desired second order reference model along with plant, presented in the Eq. 9 Proposed M‑LRMRAC approach
l
h A responsive control mechanism is required, which can quickly adapt the duty cycle to be aligned with rapidly
changing environmental factors, ensuring the optimal operation of the PV panel at its MPP, even when there are
abrupt fluctuations in solar insolation, for instance shifting sunlight intensities or impacts caused by shading. A
substantial preference for second-order dynamics is noted in the field of plant features, which includes a variety of
systems including PV installations with boost converters. Despite their widespread adoption, traditional MRAC
approaches fall short of offering sufficient tracking performance for second-order systems. ffi
As a result, this study seeks to get around these limitations by developing a novel control law that is delib-
erately designed to solve second-order system complexities. This breakthrough results in the development of a
M-LRMRAC strategy that bridges the gap between first and second-order dynamics. Figure 5 depicts a visual
representation of the suggested M-LRMRAC idea, with the signal r(t) playing a critical role. Equation 5’s transfer
function precisely matches the plant model depicted in Fig. 5. p
y
p
p
g
Here, the plant’s output and input are represented by yp(t) and up(t), respectively. (7)
d2yp(t)
dt2
= −ap
dyp(t)
dt
−bp
dyp(t)
dt
+ kpup(t)
(8)
Gp(s) =
yp(s)
up(s) =
kp
s2 + aps + bp (7)
d2yp(t)
dt2
= −ap
dyp(t)
dt
−bp
dyp(t)
dt
+ kpup(t) (7) (8)
Gp(s) =
yp(s)
up(s) =
kp
s2 + aps + bp (8) For desired second order reference model along with plant, presented in the Eq. 9 For desired second order reference model along with plant, presented in the Eq. 9 https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ Figure 5. Design of M-LRMRAC controller. Figure 5. Design of M-LRMRAC controller. (11)
up = θ1r −θ2yp −θ3 · yp = θT (11) Substitute Eq. 11 into the Eq. 7 will get the Eq. 12. Substitute Eq. 11 into the Eq. 7 will get the Eq. 12. (12)
d2yp(t)
dt2
= −(ap + kpθ3)
dyp(t)
dt
−(bp + kpθ2)yp(t) + kpθ1r(t) (12) Compare the Eqs. 12 and 9 will get the controlled parameters of plant in terms θ1, θ2, θ3 Compare the Eqs. Number of panels p
Number of panels is established by a total power rating of 4500 W, will use the specifications of the Risen-335-WH
solar panel, which has a power rating of 335 W, a voltage at MPP of 37.65 V, and a current at MPP of 8.90 A. Considering standard irradiation and temperature conditions of 1000 W/m2 and 25 °C, will design a PV array
to meet the required capacity. q
p
y
Number of panels needed = Total required power/Power rating of each panel. 4500 q
p
y
Number of panels needed = Total required power/Power rating of each panel. 4500 p
q
p
Number of panels needed = 4500w
335w = 13.43 = 14 Number of panels needed = 4500w
335w = 13.43 = 14 335w
But for suitable panels selection based on the series and parallel configuration will choose 15 panels. In which
each row, 5 panels are connected in series. This will increase the voltage while keeping the current the same. Then,
these three rows are connected in parallel. This will maintain the voltage at the level achieved by connecting 5
panels in series while increasing the total current by combining the currents of the three parallel rows. Design of boost converter Step 2: Consider the efficiency of the charging process. Assume a typical efficiency of around 80% for the entire
charging system. Step 3: Calculate the power rating of the PV panels: Calculate the power rating of the PV panels:fi p
g
p
Power Rating of PV Panels (W) = Total Charge Power/Charging Efficiency. Power Rating of PV Panels (W) = 3600W/0.8 ≈ 4500W. Proposed M‑LRMRAC approach
l
h 12 and 9 will get the controlled parameters of plant in terms θ1, θ2, θ3 (13)
θ1 = km
kp
(14)
θ2 = bm −bp
kp (13)
θ1 = km
kp
θ
bm −bp (13) (14)
θ2 = bm −bp
kp (14) https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ (15)
θ2 = am −ap
kp (15) The eror from the plant controller and Vref will be the The eror from the plant controller and Vref will be the The eror from the plant controller and Vref will be the (16)
e = yp −ym e = yp −ym (16)
e = yp −ym (16) Double derivative of Eq. 16 with respect to t will give the Eq. 17 Double derivative of Eq. 16 with respect to t will give the Eq. 17 (17)
d2e(t)
dt2
= −(ap + kpθ3)
dyp(t)
dt
−(bp + kpθ2)yp(t) + kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t) Design of boost converter g
As part of the design procedure, the sizing of the L in the boost converter is chosen in order to sustain CCM
functioning under a broad range of weather scenarios along duty ratio D1. (18)
D = Vdc −Vpv
Vdc
= 300 −188.25
300
= 0.3725 (18) Vpv is selected as 5 times of voltage at MPP. The input inductor estimated as (19)
L = D1Vpv
fswδIL
=
0.3725 ∗188.25
50000 ∗0.2 ∗8.90 = 788 µH (19) Procedure for M‑LRMRACh System design y
g
Estimation of PV power rating p
g
In the research process, the PV array parameters, including the number of panels required, MPPT mechanism,
and Boost converter specifications, will be designed based on the EVB specifications. The power rating of the
PV array can be identified using three EVBs, each with an operational voltage and current of 48 V and 25 A,
respectively. y
Step 1: Determine total charge power required for the three batteries:
Total Charge Power (W) = Total Voltage (V) x Charge Current (A). Total Voltage = 3 × Maximum Vb = 3 × 48 V = 144 V. Charge Current = 25 A. Determine total charge power required for the three batteries:
Total Charge Power (W) = Total Voltage (V) x Charge Current (A). Total Voltage = 3 × Maximum Vb = 3 × 48 V = 144 V. Charge Current = 25 A. Determine total charge power required for the three batteries:
Total Charge Power (W) = Total Voltage (V) x Charge Current (A)
Total Voltage = 3 × Maximum Vb = 3 × 48 V = 144 V. Charge Current = 25 A. Total Charge Power (W) = 144 V × 25A = 3600 W. g
Total Charge Power (W) = 144 V × 25A = 3600 W. Procedure for M‑LRMRACh The Lyapunov stability theorem is a fundamental concept in control theory used to analyze the stability of
dynamical systems. When the framework is classified to exhibit asymptotic stability by the existence of a continu-
ously differentiable real scalar function V(t) and its time derivative V(t) is consistently negative definite (V(t)
0) for all values of t larger than zero. Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w www.nature.com/scientificreports/ www.nature.com/scientificreports/ Based on the idea of utilizing a Lyapunov function to assess the stability of a dynamical system, the Lyapunov
stability theorem is presented in the study. An statement in mathematics that aids in evaluating the behavior of
a system over time is called a Lyapunov function. A system must have a continuously decreasing derivative of a
potential energy-like variable to be deemed “asymptotically stable,” which can be achieved by using a Lyapunov
function. A system is said to be “asymptotically stable” if it naturally tends to approach a stable equilibrium point
over time, which is identified by a minimum or zero value of the Lyapunov function.ii i
y
y p
As for the Lyapunov function V(t) in this specific case, it is defined as follows steps:
Step 1: i
y
y p
As for the Lyapunov function V(t) in this specific case, it is defined as follows steps:
Step-1: (20)
V(t) = 0.5e2(t) Step-2:
(20)
V(t) = 0.5e2(t)
(21)
V·(t) = d
dt
0.5e2(t) Step-2:
Step-3:
Step 4:
(20)
V(t) = 0.5e2(t)
(21)
V·(t) = d
dt
0.5e2(t)
(22)
V·(t) = e(t) ∗e·(t) (20) V(t) = 0.5e2(t) Step-2: Step-2: (21)
V·(t) = d
dt
0.5e2(t) (21) Step-3: V·(t) = e(t) ∗e·(t) (22) Step-4:
From Eq. 16 calculate e˙(t) Step-4:
From Eq. 16 calculate e˙(t) (23)
e·(t) = y·
p(t) −y·
m(t) e·(t) = y·
p(t) −y·
m(t) (23) Step-5: p
Substitute Eqs. 23 in 22 will gives the (24)
V·(t) = e(t) ∗y·
p(t) −y·m(t) (24) Step-6: Step-6:
Determine e(t)’s second order type derivative in relation to time “t” from Eq. 23 (25)
d2e(t)
dt2
= y··p(t) −y··m(t) d2e(t)
dt2
= y··p(t) −y··m(t) (25) Step-7:
From Eqs. 25 and 24 the Step-7: p
From Eqs. 25 and 24 the (26
V·(t) = y·
p(t) −y·m(t) ∗(−ap −kpθ3)
dyp(t)
dt
−(bp + kpθ2)yp(t) + kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t) h
(26) Assuming kp γ > 0, let’s define the Lyapunov function V based on the given Eq. Procedure for M‑LRMRACh 26 will set to V’(t) = − γ. The
Lyapunov function V is typically for any t > 0, the system is consistent because V(t) is negative definite (V(t) 0). If V(t) equals 0 for every t > 0 in addition system is equilibrium state and any errors or disturbances will converge
towards zero over time. By carefully designing the parameters kp, γ, and the function V(t), the control system
can be made robust and stable. The Lyapunov function V is an essential tool in control theory to prove stability
properties of a system and design suitable controllers for desired performance. Based on Eq. 26 1. yp(t) −ym(t)
(−ap −kpθ3)
dyp(t)
dt To make this term negative, present a yp(t) < ym(t) and both ap and
to be positive. 1. yp(t) −ym(t)
(−ap −kpθ3)
dyp(t)
dt To make this term negative, present a yp(t) < ym(t) and both ap and kpθ3
to be positive. 2. yp(t) −ym(t)
(−bp −kpθ2)yp(t) To make this term negative, present a yp(t) < ym(t) and both bp and kpθ2 1. yp(t) −ym(t)
(−ap −kpθ3)
dyp(t)
dt To make this term negative, present a yp(t) < ym(t) and both ap and kpθ3
to be positive. 2. yp(t) −ym(t)
(−bp −kpθ2)yp(t) To make this term negative, present a yp(t) < ym(t) and both bp and kpθ2
to be positive. p
2. yp(t) −ym(t)
(−bp −kpθ2)yp(t) To make this term negative, present a yp(t) < ym(t) and both bp and kpθ2
to be positive. 3. yp(t) −ym(t)
kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t)
To make this term negative, present a
yp(t) < ym(t) and the coefficients am, bm, km, kpθ1, to be such that the entire expression in the brackets
becomes negative. 3. yp(t) −ym(t)
kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t)
To make this term negative, present a
yp(t) < ym(t) and the coefficients am, bm, km, kpθ1, to be such that the entire expression in the brackets
becomes negative. The derivatives of the controller parameters with respect to time dθ1
dt , dθ2
dt , dθ3
dt can be found by setting the coef-
ficients of each term to − γ. 1. For the term
yp(t) −ym(t)
(−ap −kpθ3)
dyp(t)
dt : −γ = −
ap + kpθ3
. Therefore dθ3
dt = γ−ap
kp Therefore dθ3
dt = γ−ap
kp 2. Results and discussion Following the integration of solar PV into AC–DC PFC and DC–DC converter fed into an EVB, Fig. 1 displays
a detailed Fig. 6.hih The remaining data parameters are presented in Table 1 and are based on the design specifications. T
research focuses on solar PV arrays with M-LRMRAC (Fig. 7). y
Two type of analysis are performed. yp
y
p
1.PV + AC–DC + PFC + DC–DC fed to EVB. 2.PV + PFC + DC–DC fed to EVB. Procedure for M‑LRMRACh For the term
yp(t) −ym(t)
(−bp −kpθ2)yp(t) : −γ = −
bp + kpθ2
. 2. For the term
yp(t) −ym(t)
(−bp −kpθ2)yp(t) : −γ = −
bp + kpθ2
. Therefore dθ2
dt = γ−bp
kp 3. For the term,
yp(t) −ym(t)
kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t)
:= −γ 3. For the term,
yp(t) −ym(t)
kpθ1r(t) + am
dym(t)
dt
+ bm
dym(t)
dt
−kmr(t)
:= −γ https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Therefore dθ1
dt = −γ
kp
Th
d
d
ll Therefore dt = kp
The updated controlled parameters are defined in below and presented in Fig. 5: dt
kp
The updated controlled parameters are defined in below and presented in Fig. 5: (27)
dθ1
dt = −γ
kp
(28)
dθ2
dt = γ −bp
kp
(29)
dθ3
dt = γ −ap
kp (27) (28) (29) PV + AC–DC + PFC + DC–DC fed to EVBl Figure 8 shows the overall flowchart of PV + AC–DC + PFC + DC–DC fed to EV Battery. It is to be operated based
on the vs, 220 V, and the AC–DC PFC Converter performance, demonstrating that the converter is functioning
at UPF when the is peak is in phase with vs peak as depicted in Fig. 7. Figure 7c,d indicate converter’s operation
in DCM due to transition, yet the inductor currents iLp and iLn remain continuous. This continuity results from
the discharge of energy stored in inductors Lp and Ln, effectively transferred to output capacitor Cf.h g
gy
pf
y
f
The inductor LP releases stored energy when the switch SP is open during the DCM transition, ensuring
continuous current flow to the load through established inductor currents (iLp and iLn). The diode DP, which is
forward-biased, stops current backflow. Concurrently, the capacitor CP maintains system stability by offering a
steady voltage supply when the system is turned off. By coordinating their efforts, the load and output capacitor
Co. will always receive power, and the converter will remain stable during the input voltage’s negative half-cycle. Additionally, the PV will be connected to the PFC converter’s DC connection and will be able to run MPPTs
of 1000 w/m2 and PV panel outputs, as indicated in Figs. 9 and 10. Depending on how the panel circuit is con-
figured, the ipv and vpv are reduced and increased until they reach the final steady state value shown in Table 1
as indicated in Fig. 10, can generate a maximum power of 4.5 kW. An essential part of EV charging stations that
facilitates effective power transfer between the EVB and the grid is a bidirectional DC–DC converter. It functions
as a connection point for various DC voltage sources and loads, enabling power to flow in both ways. f
The inductor LP releases stored energy when the switch SP is open during the DCM transition, ensuring
continuous current flow to the load through established inductor currents (iLp and iLn). The diode DP, which is
forward-biased, stops current backflow. Concurrently, the capacitor CP maintains system stability by offering a
steady voltage supply when the system is turned off. By coordinating their efforts, the load and output capacitor
Co. will always receive power, and the converter will remain stable during the input voltage’s negative half-cycle. PV + AC–DC + PFC + DC–DC fed to EVBl Parameter
Value
Pmax
335w
vpv at Pmax
37.65 V
ipv at Pmax
8.90 A
voc
45.90 V
Isc
9.40 A
vs
220 V
fs
50 kHz
vb
48 V
ib
25A
Cin
2.364 μF
L
788 μH
ap =
1
RiCin
100 × 103 rad/s
am
8.17 × 103 (rad/s)2
bp =
1
LCin
5.368 × 108 (rad/s)2
bm
1.67 × 107 (rad/s)2
kp =
vo
LCin
257.664 × 108 (rad/s)2
km
5.75 × 108 V(rad/s)2
Nse, Npe
5 & 8
Ŵ
0.08 Table 1. Simulation results. Parameter
Value
Pmax
335w
vpv at Pmax
37.65 V
ipv at Pmax
8.90 A
voc
45.90 V
Isc
9.40 A
vs
220 V
fs
50 kHz
vb
48 V
ib
25A
Cin
2.364 μF
L
788 μH
ap =
1
RiCin
100 × 103 rad/s
am
8.17 × 103 (rad/s)2
bp =
1
LCin
5.368 × 108 (rad/s)2
bm
1.67 × 107 (rad/s)2
kp =
vo
LCin
257.664 × 108 (rad/s)2
km
5.75 × 108 V(rad/s)2
Nse, Npe
5 & 8
Ŵ
0.08 Table 1. Simulation results. Parameter
Value
Pmax
335w
vpv at Pmax
37.65 V
ipv at Pmax
8.90 A
voc
45.90 V
Isc
9.40 A
vs
220 V
fs
50 kHz
vb
48 V
ib
25A
Cin
2.364 μF
L
788 μH
ap =
1
RiCin
100 × 103 rad/s
am
8.17 × 103 (rad/s)2
bp =
1
LCin
5.368 × 108 (rad/s)2
bm
1.67 × 107 (rad/s)2
kp =
vo
LCin
257.664 × 108 (rad/s)2
km
5.75 × 108 V(rad/s)2
Nse, Npe
5 & 8
Ŵ
0.08 Table 1. Simulation results. Figure 7. Performance of PFC: (a,b) vs and is. (c,d) Inductor currents iLp, iLn. Figure 7. Performance of PFC: (a,b) vs and is. (c,d) Inductor currents iLp, iLn. For a number of applications in the EV ecosystem and the charging infrastructure, this bidirectional func-
tionality is crucial. Circulating currents develop when a DC–DC converter operates outside of its nominal volt-
age conversion ratio. As a result of applying a ZVS for DC–DC converter to mitigate circulating currents, the
trapezoidal current seen in Fig. 11. Figure 12a,b depict total system fed to the 48 V/100 Ah Battery. Figure 12a
shows that the Vbchar is 51.93 V, suggesting that the vb will be raised to 51.93 V while charging. PV + AC–DC + PFC + DC–DC fed to EVBl Additionally, the PV will be connected to the PFC converter’s DC connection and will be able to run MPPTs
of 1000 w/m2 and PV panel outputs, as indicated in Figs. 9 and 10. Depending on how the panel circuit is con-
figured, the ipv and vpv are reduced and increased until they reach the final steady state value shown in Table 1
as indicated in Fig. 10, can generate a maximum power of 4.5 kW. An essential part of EV charging stations that
facilitates effective power transfer between the EVB and the grid is a bidirectional DC–DC converter. It functions
as a connection point for various DC voltage sources and loads, enabling power to flow in both ways. AC
AC – DC + PFC
Converter stage
DC – DC Converter
+ M-LRMRAC
technique
T/F
iLLV
iLMV
is
vs
HV DC
Bus
LV DC
Bus
DC-DC Converter
PV Panel
Battery
Figure 6. Detailed description of PV with PFC fed to EVB. LV DC
Bus HV DC
Bus AC – DC + PFC
Converter stage PV Panel Figure 6. Detailed description of PV with PFC fed to EVB. Figure 6. Detailed description of PV with PFC fed to EVB. https://doi.org/10.1038/s41598-024-53214-w https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | scientificreports/
For a number of applications in the EV ecosystem and the charging infrastructure, this bidirectional func-
tionality is crucial. Circulating currents develop when a DC–DC converter operates outside of its nominal volt-
i
i
A
l
f
l i
ZVS f
DC DC
i i
i
l i
h
Table 1. Simulation results. Parameter
Value
Pmax
335w
vpv at Pmax
37.65 V
ipv at Pmax
8.90 A
voc
45.90 V
Isc
9.40 A
vs
220 V
fs
50 kHz
vb
48 V
ib
25A
Cin
2.364 μF
L
788 μH
ap =
1
RiCin
100 × 103 rad/s
am
8.17 × 103 (rad/s)2
bp =
1
LCin
5.368 × 108 (rad/s)2
bm
1.67 × 107 (rad/s)2
kp =
vo
LCin
257.664 × 108 (rad/s)2
km
5.75 × 108 V(rad/s)2
Nse, Npe
5 & 8
Ŵ
0.08
Figure 7. Performance of PFC: (a,b) vs and is. (c,d) Inductor currents iLp, iLn. www.nature.com/scientificreports/ Table 1. Simulation results. PV + AC–DC + PFC + DC–DC fed to EVBl EVB is capable
of being charged at a maximum of 25.06 A, in accordance with an Ibchar value of -25.06A, verifying the expected
inward current flow through this phase as indicated by the negative sign before the current measurement. https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ PV + DC–DC fed to EVB
The EVB is charged by the combination of PV and DC–DC converter contribute 1.12 kW for charging. This
process involves monitoring vpv, ipv and Ppv as depicted in Fig. 13a–c. Meanwhile, the EVB’s operating parameters,
vbchar and ibchar, are maintained at 51.86 V and − 32.88A, respectively, indicating a maximum charging current of
32.88A. The negative sign denotes that current entered EVB, aligning with expectations illustrated in Fig. 14a,b. Figures 15 and 16 shows the variation in irradaince and temperature Figure 17 illustrates four alternative
Start
Vdc, Vdccap, SOC,
EVB
Vdccap <
Vdc
Ferdowsi PFC converter
LV DC
Bus
25% < SOC < 90%
EVB Present
EVB Charging Mode
SOC < 60%
Constant Voltage
Mode
SOC > 80%
EVB Charged
Constant
Current Mode
No
Yes
Yes
No
No
No
Yes
Yes
Yes
n=NMV/NLV
ilLV < iMV
QAB DC-DC Converter
No
Yes
Solar PV panel
Define the Nse and Npe
Vload = Nse* Vpv
Iload = Npe* Ipv
Yes
No
Yes
HV DC
Bus
25% < SOC < 90%
EVB Present
EVB Charging Mode
SOC < 60%
Constant Voltage
Mode
SOC > 80%
EVB Charged
Constant
Current Mode
No
No
No
Yes
Yes
Yes
25% < SOC < 90%
EVB Present
EVB Charging Mode
SOC < 60%
Constant Voltage
Mode
SOC > 80%
EVB Charged
Constant
Current Mode
No
No
No
Yes
Yes
Yes
No
Yes
AC-DC PFC + PV + DC-DC + EVB
PV + DC-DC + EVB
Figure 8. Flowchart of PV + AC/DC PFC + DC − DC + EVB. Vdccap <
Vdc n=NMV/NL No ilLV < iMV Yes 25% < SOC < 90% Constant
Current Mode SOC < 60% Constant
Current Mode SOC < 60% SOC < 60% Constant Voltage
Mode SOC > 80% SOC > 80% SOC > 80% EVB Charged EVB Charged EVB Charged Figure 8. Flowchart of PV + AC/DC PFC + DC − DC + EVB. PV + DC–DC fed to EVBh PV + DC–DC fed to EVB
The EVB is charged by the combination of PV and DC–DC converter contribute 1.12 kW for charging. This
process involves monitoring vpv, ipv and Ppv as depicted in Fig. 13a–c. Meanwhile, the EVB’s operating parameters,
vbchar and ibchar, are maintained at 51.86 V and − 32.88A, respectively, indicating a maximum charging current of
32.88A. The negative sign denotes that current entered EVB, aligning with expectations illustrated in Fig. 14a,b. Figures 15 and 16 shows the variation in irradaince and temperature. Figure 17 illustrates four alternative
states in which the intensity varies with 400/m2, 600/m2, 800/m2, and 1000/m2. The temperature varies with 25
degrees and the PV outputs are vpv, ipv, and ppv. 25 °C, 35 °C, 45 °C, 55 °C. All of these were fed to three EVB. Regardless of variances, each battery displays ibchar of -32.88A and vbchar of 51.86 V. The negative sign before the
current measurement means that the current is flowing into the battery. PV DC DC fed to EVB
The EVB is charged by the combination of PV and DC–DC converter contribute 1.12 kW for charging. This
process involves monitoring vpv, ipv and Ppv as depicted in Fig. 13a–c. Meanwhile, the EVB’s operating parameters,
vbchar and ibchar, are maintained at 51.86 V and − 32.88A, respectively, indicating a maximum charging current of
32.88A. The negative sign denotes that current entered EVB, aligning with expectations illustrated in Fig. 14a,b. Figures 15 and 16 shows the variation in irradaince and temperature. Figure 17 illustrates four alternative
states in which the intensity varies with 400/m2, 600/m2, 800/m2, and 1000/m2. The temperature varies with 25
degrees and the PV outputs are vpv, ipv, and ppv. 25 °C, 35 °C, 45 °C, 55 °C. All of these were fed to three EVB. Regardless of variances, each battery displays ibchar of -32.88A and vbchar of 51.86 V. The negative sign before the
current measurement means that the current is flowing into the battery. https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ Utilizing the M-LRMRAC technique for second-order solar PV systems yields remarkably MPP attainment
across varying irradiance and temperature conditions, often within fractions of a second. The convergence time
for these specific parameters is detailed in Table 2. PV + DC–DC fed to EVBh T bl 2
l th t f
i t
t MPP t 37 65 V
d 8 9A
i ldi
335W th M LRMRAC
th d
t
Figure 9. MPPT at 1000 w/m2. Figure 10. PV panel outputs. Figure 9. MPPT at 1000 w/m2. Figure 9. MPPT at 1000 w/m2. Figure 10. PV panel outputs. Utilizing the M-LRMRAC technique for second-order solar PV systems yields remarkably MPP attainment
across varying irradiance and temperature conditions, often within fractions of a second. The convergence time
for these specific parameters is detailed in Table 2. Table 2 reveals that for a consistent MPP at 37.65 V and 8.9A, yielding 335W, the M-LRMRAC method out-
performs the P&O technique in achieving rapid MPP. For instance, under specific conditions such as 1000 w/
m2, irradiation and 25 °C temperature, the M-LRMRAC technique attains MPP within just 0.54 s, while the P&O
method takes 10.1 s. A detailed comparison for the proposed system along with existing topologies present in
Table3. Utilizing the M-LRMRAC technique for second-order solar PV systems yields remarkably MPP attainment
across varying irradiance and temperature conditions, often within fractions of a second. The convergence time
for these specific parameters is detailed in Table 2. Table 2 reveals that for a consistent MPP at 37.65 V and 8.9A, yielding 335W, the M-LRMRAC method out-
performs the P&O technique in achieving rapid MPP. For instance, under specific conditions such as 1000 w/
m2, irradiation and 25 °C temperature, the M-LRMRAC technique attains MPP within just 0.54 s, while the P&O
method takes 10.1 s. A detailed comparison for the proposed system along with existing topologies present in
Table3. Utilizing the M-LRMRAC technique for second-order solar PV systems yields remarkably MPP attainment
across varying irradiance and temperature conditions, often within fractions of a second. The convergence time
for these specific parameters is detailed in Table 2. Table 2 reveals that for a consistent MPP at 37.65 V and 8.9A, yielding 335W, the M-LRMRAC method out- Table 2 reveals that for a consistent MPP at 37.65 V and 8.9A, yielding 335W, the M-LRMRAC method out-
performs the P&O technique in achieving rapid MPP. For instance, under specific conditions such as 1000 w/
m2, irradiation and 25 °C temperature, the M-LRMRAC technique attains MPP within just 0.54 s, while the P&O
method takes 10.1 s. PV + DC–DC fed to EVBh A detailed comparison for the proposed system along with existing topologies present in
Table3. Scientific Reports | (2024) 14:3261 | https://doi.org/10.1038/s41598-024-53214-w entificreports/
Figure 11. DC–DC converter triangular currents. Figure 12. Battery outputs (a) vbchar (b) ibchar. www.nature.com/scientificreports/ Figure 11. DC–DC converter triangular currents. Figure 11. DC–DC converter triangular currents. Figure 11. DC–DC converter triangular currents. Figure 12. Battery outputs (a) vbchar (b) ibchar. Figure 12. Battery outputs (a) vbchar (b) ibchar. Conclusion
ll
h
d Finally, this study presents a novel strategy for integrating photovoltaic systems with AC–DC Power Factor Cor-
rection for efficient and reliable electric vehicle charging. The PFC system’s bi-directional power flow regulation
optimizes resource utilization and increases EV battery capacity under variable environmental circumstances. The Modified Lyapunov-Based Robust Model Reference Adaptive Controller (M-LRMRAC) implementation
for real-time Maximum Power Point Tracking (MPPT) improves MPP convergence speed, exceeding traditional
methods such as Perturb and Observe (P&O). Furthermore, the benefits of the suggested approach go beyond
efficient MPPT. The EV charging process shows a significant improvement in power quality with Unity Power
Factor (UPF) operating and reduced Total Harmonic Distortion (THD). This holistic strategy is in line with the
goals of efficient energy use and sustainable transportation networks. PV system integration with AC–DC PFC,
combined with the M-LRMRAC method, represents an appealing possibility for expanding clean and efficient EV
charging technology. This study contributes to the realization of a cleaner and more sustainable transportation
landscape, so assisting the global shift towards lower carbon emissions and better energy efficiency. https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | ientificreports/
Since a result of this study’s solid foundation for effective EV charging various options for future research
Figure 13. PV Outputs (a) vpv (b) ipv (c) Ppv. Figure 14. Battery outputs (a) vbchar (b) ibchar. www.nature.com/scientificreports/ Figure 13. PV Outputs (a) vpv (b) ipv (c) Ppv. Figure 14. Battery outputs (a) vbchar (b) ibchar. Figure 14. Battery outputs (a) vbchar (b) ibchar. Since a result of this study’s solid foundation for effective EV charging, various options for future research
arise. Additional studies into advanced control techniques, such as AI-based controllers, could improve MPPT
precision and system efficiency as a whole. Explore strategies for smoothly integrating the EV charging infra-
structure with the grid, taking into account load management, smart grid technology, and bidirectional energy
flow. Investigate the use of energy storage devices when combined with the proposed system to handle energy
fluctuations, improve charging flexibility, and improve grid interaction. Real-world testing and validation should
be carried out to evaluate the efficacy and efficacy of the proposed integrated EV charging system in practical cir-
cumstances. Conduct thorough economic evaluations to determine the economic value of the suggested method
in contrast to traditional EV charging alternatives. Table 2. Convergence time for different techniques with M-LRMRAC and P&O. Conclusion
ll
h
d Look into the incorporation of Vehicle-to-Grid (V2G) features, https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ which let EVs send energy back to the grid during times of high demand. To calculate the decrease in carbon
emissions brought on by the integrated PV-based EV charging strategy, do an environmental impact assessment. By exploring these topics, future research can help to improve and enhance the integration of renewable energy
sources, cutting-edge control techniques, and grid interconnections within the context of EV charging, eventually
leading to the development of more sustainable and effective transportation systems. Figure 15. Irradiance variation. Figure 16. Temperature Variation. Figure 15. Irradiance variation. Figure 16. Temperature Variation. which let EVs send energy back to the grid during times of high demand. To calculate the decrease in carbon
emissions brought on by the integrated PV-based EV charging strategy, do an environmental impact assessment. By exploring these topics, future research can help to improve and enhance the integration of renewable energy
sources, cutting-edge control techniques, and grid interconnections within the context of EV charging, eventually
leading to the development of more sustainable and effective transportation systems. https://doi.org/10.1038/s41598-024-53214-w Scientific Reports | (2024) 14:3261 | www.nature.com/scientificreports/ Figure 17. PV outputs with Variation of irradiance and temperature. Figure 17. PV outputs with Variation of irradiance and temperature. Table 2. Convergence time for different techniques with M-LR
Irradiance (W/m2)
Temperature (°C)
M-LRMRAC (s)
P&O (s)
1000
25
0.54
10.1
1000
30
0.54
10.2
1000
35
0.54
10.3
1000
40
0.54
10.4
1000
45
0.54
10.5
800
25
0.47
11.9
800
30
0.47
11.8
800
35
0.47
11.7
800
40
0.47
11.6
800
45
0.47
11.5
600
25
0.39
13.9
600
30
0.39
13.8
600
35
0.39
13.7
600
40
0.39
13.6
600
45
0.39
13.5
500
25
0.29
14.9
500
30
0.29
14.8
500
35
0.29
14.7
500
40
0.29
14.6
500
45
0.29
14.5
400
25
0.09
15.9
400
30
0.09
15.8
400
35
0.09
15.7
400
40
0.09
15.6
400
45
0.09
15.5 Table 2. Convergence time for different techniques with M-LRMRAC and P&O. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Table 3. Comparison of different topologies with the proposed system. References
12
50
53
Proposed
System Integration
EV integrated converter
EV charging station with solar
assistance at level 2
DG, grid-based CS, solar PV, and
battery storage
MPPT PV system with PFC and
DC–DC for EV charging
Power Sources
Utility grid and solar PV
Solar PV
Solar PV, Battery, Diesel Genera-
tor, Grid
Utility grid and solar PV
Converter Types
Isolated SEPIC for charging, Boost,
Buck
Buck Converter for charging
SEPIC, Boost, Buck
Boost Converter for MPPT with
PFC and DC–DC for EV charging
MPPT Technique
P & O
P & O
P & O
M-LRMRAC
Tracking Speed (MPP Capture
Time)
Not specified
Not specified
Not specified
0.54 s
MPPT under dynamic condition
of PV
Oscillation present at MPP
Oscillation present at MPP
Oscillation present at MPP
Oscillation is absent at MPP Table 3. Comparison of different topologies with the proposed system. Table 3. Comparison of different topologies with the proposed system. Data availability
Th d
d
d/ y
The datasets used and/or analysed during the current study available from the corresponding author on reason-
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d Irradiance (W/m2)
Temperature (°C)
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P&O (s)
1000
25
0.54
10.1
1000
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0.54
10.2
1000
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10.3
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10.4
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10.5
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11.9
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English
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Correct diagnosis of early zoeal stages of Athanas nitescens (Leach, 1814) (Decapoda, Caridea, Alpheidae) using laboratory-raised larvae
|
Journal of plankton research
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Correct diagnosis of early zoeal stages
of Athanas nitescens (Leach, 1814)
(Decapoda, Caridea, Alpheidae)
using laboratory-raised larvae Correct diagnosis of early zoeal stages
of Athanas nitescens (Leach, 1814)
(Decapoda, Caridea, Alpheidae)
using laboratory-raised larvae Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 CA´ TIA BARTILOTTI1*, RICARDO CALADO2 AND ANTONINA DOS SANTOS1
1INSTITUTO NACIONAL DE INVESTIGAC¸ A˜ O AGRA´ RIA E PESCAS, IPIMAR, AVENIDA DE BRASI´LIA, S/N 1449-006 LISBOA, PORTUGAL AND 2CCMAR,
UNIVERSIDADE DO ALGARVE, CAMPUS GAMBELAS, 8005-139 FARO, PORTUGAL
*CORRESPONDING AUTHOR: cbartilotti@ipimar pt CA´ TIA BARTILOTTI1*, RICARDO CALADO2 AND ANTONINA DOS SANTOS1
1INSTITUTO NACIONAL DE INVESTIGAC¸ A˜ O AGRA´ RIA E PESCAS, IPIMAR, AVENIDA DE BRASI´LIA, S/N 1449-006 LISBOA, PORTUGAL AND 2CCMAR,
UNIVERSIDADE DO ALGARVE, CAMPUS GAMBELAS, 8005-139 FARO, PORTUGAL
*CORRESPONDING AUTHOR: cbartilotti@ipimar.pt CA´ TIA BARTILOTTI1*, RICARDO CALADO2 AND ANTONINA DOS SANTOS1
1INSTITUTO NACIONAL DE INVESTIGAC¸ A˜ O AGRA´ RIA E PESCAS, IPIMAR, AVENIDA DE BRASI´LIA, S/N 1449-006 LISBOA, PORTUGAL AND 2CCMAR,
UNIVERSIDADE DO ALGARVE, CAMPUS GAMBELAS, 8005-139 FARO, PORTUGAL Received April 27, 2005; accepted in principle August 30, 2005; accepted for publication September 14, 2005; published online September 27, 2005 Communicating editor: K.J. Flynn The morphology of the first two larval stages of Athanas nitescens (Leach, 1814), reared under
laboratory conditions, is redescribed. The present data are compared with previous works, since a
clarification of the morphological characters of the first two larval stages of A. nitescens is needed, in
order to avoid misidentification of these stages in the future. doi:10.1093/plankt/fbi073, available online at www.plankt.oxfordjournals.org
The Author 2005. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oxfordjournals.org. SHORT COMMUNICATION
Correct diagnosis of early zoeal stages
of Athanas nitescens (Leach, 1814)
(Decapoda, Caridea, Alpheidae)
using laboratory-raised larvae
CA´ TIA BARTILOTTI1*, RICARDO CALADO2 AND ANTONINA DOS SANTOS1
1INSTITUTO NACIONAL DE INVESTIGAC¸ A˜ O AGRA´ RIA E PESCAS, IPIMAR, AVENIDA DE BRASI´LIA, S/N 1449-006 LISBOA, PORTUGAL AND 2CCMAR,
UNIVERSIDADE DO ALGARVE, CAMPUS GAMBELAS, 8005-139 FARO, PORTUGAL
*CORRESPONDING AUTHOR: cbartilotti@ipimar.pt
Received April 27, 2005; accepted in principle August 30, 2005; accepted for publication September 14, 2005; published online September 27, 2005
Communicating editor: K.J. Flynn
The morphology of the first two larval stages of Athanas nitescens (Leach, 1814), reared under
laboratory conditions, is redescribed. The present data are compared with previous works, since a
clarification of the morphological characters of the first two larval stages of A. nitescens is needed, in
order to avoid misidentification of these stages in the future.
INTRODUCTION
Athanas nitescens (Leach, 1814) is a widely distributed
species,
occurring
from
southern
Scandinavia
to
Congo, Madeira, Canaries and Cape Verde Islands
and the Mediterranean Sea (d’Udekem d’Acoz, 1999).
Although several authors have pointed to the existence
of morphological variations between Atlantic and Medi-
terranean specimens (e.g. Nouvel, 1941; Holthuis, 1951;
Holthuis and Gottlieb, 1958), a study analysing morpho-
logical and genetic differences is still missing (d’Udekem
d’Acoz, 1999).
S
l l
l t
f A
it
(L
h 1814) h
A. nitescens stating that the larval stage figured by Sars
as the first therefore corresponds to the third one (Webb,
1921). Unfortunately, Webb provided no illustrations of
these early larval stages (Webb, 1921). Later, Lebour
hatched the larvae of A. nitescens in the laboratory and
noticed that the newly hatched larvae had some unex-
pected larval characters, namely a short rostrum and
stalked eyes, and that the next larval stage was consid-
ered as a ‘typical third stage’ (Lebour, 1932). Taking into
account Webb’s (Webb, 1921) previous work, Lebour
considered that the ‘normal second stage had been
ki
d’ (L b
1932) B id
A
it
l
l t di
JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 A. nitescens hatched under laboratory conditions and to
compare them with previous works, since the clarifica-
tion of the morphological characters of these larval
stages will avoid misidentification of these stages in the
future. A. nitescens hatched under laboratory conditions and to
compare them with previous works, since the clarifica-
tion of the morphological characters of these larval
stages will avoid misidentification of these stages in the
future. Maxilla (Fig. 1F): Coxal endite unilobed, with three
setae; basial endite unilobed, with three setae; endopod
unsegmented with four marginal setae and minute spines
sparsely distributed; exopod with four marginal plumose
setae. First maxilliped (Fig. 1G): Coxa and basis without
setae; endopod five segmented with one apical seta on
distal segment; exopod three segmented with 1,1,4
plumose distal setae. Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 RESULTS AND DISCUSSION Five A. nitescens ovigerous females were collected dur-
ing September 2001 using baited traps at Cape Raso
(38420 N; 09290 W), 30 km west of Lisbon, Portugal. The females were kept in the laboratory individually
in 2000 mL beakers provided with aeration, at 20C
and in darkness until hatching. Thirty larvae from
each female were reared individually in small plastic
containers (20 mL each) and were fed with the
microalgae Nannochloropsis minuta, supplied at a final
density of 50 106 cellL–1. Ten larvae, from each
female, at the first and second zoeal stage were ran-
domly sampled, fixed with 4% formalin and preserved
in 70% ethanol. Second maxilliped (Fig. 1H): Basis without setae;
endopod four segmented with 0,0,1,2+1 setae; exopod
two segmented, with 1,4 distal plumose setae. Third maxilliped (Fig. 1I): Basis without setae; endo-
pod four segmented, with 0,0,2,3 setae; exopod three
segmented, with 1,1,4 plumose terminal setae. First pereiopod (Fig. 1J): Biramous bud. Second to fourth pereiopods (Fig. 1A): Absent. Second to fourth pereiopods (Fig. 1A): Absent. Fifth pereiopod (Fig. 1K): Uniramous long bud
reaching the first maxilliped. Abdomen (Fig. 1A): Six abdominal somites without
any spines; the sixth longer and fused with telson; anal
spine absent. Drawings and measurements were made with the aid
of a camera lucida on a binocular Wild M8. Setal
observations and drawings were made using a Zeiss
microscope with camera lucida. Setal counts and other
morphological features are described according to Clark
et al. (Clark et al., 1998). The spent females and larval
stages have been deposited in the Instituto Nacional de
Investigac¸a˜o Agra´ria e Pescas (IPIMAR) in Lisbon, Por-
tugal (number IPIMAR/A/An/11. 2001). Pleopods (Fig. 1A): Absent. Pleopods (Fig. 1A): Absent. Uropods (Fig. 1A): Absent. Uropods (Fig. 1A): Absent. Telson (Fig. 1L): Narrow, with very small median cleft
and 7 + 7 processes posteriorly, being the innermost pair
very small. Telson (Fig. 1L): Narrow, with very small median cleft
and 7 + 7 processes posteriorly, being the innermost pair
very small. Zoea II Measurements: TL = 1.87–1.94 mm; CL = 0.55–0.60 mm. Carapace (Fig. 2A): Unchanged. The general morphological features of A. nitescens first
and second larval stage are as follows: Antennule (Fig. 2B): Peduncle two segmented, with
one small plumose seta on inner margin and two plu-
mose setae distally; second segment with two distal long
setae on ventral side, and a lobe with four small setae on
dorsal side; otherwise unchanged. INTRODUCTION A. nitescens stating that the larval stage figured by Sars
as the first therefore corresponds to the third one (Webb,
1921). Unfortunately, Webb provided no illustrations of
these early larval stages (Webb, 1921). Later, Lebour
hatched the larvae of A. nitescens in the laboratory and
noticed that the newly hatched larvae had some unex-
pected larval characters, namely a short rostrum and
stalked eyes, and that the next larval stage was consid-
ered as a ‘typical third stage’ (Lebour, 1932). Taking into
account Webb’s (Webb, 1921) previous work, Lebour
considered that the ‘normal second stage had been
skipped’ (Lebour, 1932). Besides A. nitescens larval studies,
and although the genus Athanas is spread over the world,
only the early larval stages of four other species are
known: Athanas djiboutensis by Gurney (Gurney, 1927),
Athanas dimorphus by Gurney and Bhuti et al. (Gurney,
1927; Bhuti et al., 1977), and Athanas japonicus and Athanas
parvus by Yang (Yang, 2003a,b). Athanas nitescens (Leach, 1814) is a widely distributed
species,
occurring
from
southern
Scandinavia
to
Congo, Madeira, Canaries and Cape Verde Islands
and the Mediterranean Sea (d’Udekem d’Acoz, 1999). Although several authors have pointed to the existence
of morphological variations between Atlantic and Medi-
terranean specimens (e.g. Nouvel, 1941; Holthuis, 1951;
Holthuis and Gottlieb, 1958), a study analysing morpho-
logical and genetic differences is still missing (d’Udekem
d’Acoz, 1999). Several larval stages of A. nitescens (Leach, 1814) have
been first described in some detail, from plankton sam-
ples, by Sars (Sars, 1906). Sars noted that the first larval
stage of this species presented morphological characters
generally attributed to a more advanced caridean larval
stage (e.g. telson separated from the sixth abdominal
somite and the presence of uropods) (Sars, 1906). In
1921, Webb described, from plankton samples, what
she considered to be the first two zoeal stages of The purposes of the present work are to present a
standardized description of the two first zoeal stages of JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 Zoea I Measurements: TL = 1.73–1.82 mm; CL = 0.55–0.58 mm. Carapace (Fig. 1A): Smooth, with anterior region
broad, displaying a spine at anterior angle; pointed ros-
trum, not reaching the end of the antennule peduncle;
eyes large and stalked. Antenna (Fig. 2C): Protopod without setae; exopod
with one distal segment, with one plumose setae on
outer side and 10 plumose setae on inner side, plus a
simple small seta on apex; otherwise unchanged. Antennule (Fig. 1B): Peduncle two segmented, with
2,2 distal setae; exopod with two thick aesthetascs and
two small setae terminally; endopod smaller, with one
long plumose terminal seta. Mandibles (Fig. 2D): Incisor process smaller than
molar process; palp absent; right mandible with a strong
tooth in median part. Antenna (Fig. 1C): Protopod with a small spine on the
inner posterior side; endopod with one apical seta; exopod
with three distal segments, with nine plumose setae on
inner side and two plumose setae on outer side, plus a
simple small seta on apex. Maxillule (Fig. 2E): Coxal endite with five setae;
otherwise unchanged. Maxilla (Fig. 2F): Coxal endite unilobed, with two
setae; basial endite unilobed, with three setae; unseg-
mented bilobed endopod with six marginal setae
arranged as figured; exopod with five marginal plumose
setae. Mandibles (Fig. 1D): Incisor process smaller than
molar process; palp absent. Maxillule (Fig. 1E): Coxal endite with four setae;
basial endite with four setae; endopod unsegmented
with two distal setae; exopod absent. First maxilliped (Fig. 2G): Basis without setae; endo-
pod four segmented with one sub-apical seta and one 1190 C. BARTILOTTI ETAL. j EARLY ZOEAL STAGES OF ATHANAS NITESCENS irst zoeal stage of Athanas nitescens (Leach, 1814). A, lateral view; B, antennule; C, antenna; D, mandibles; E, maxillule; F, maxilla; G, first
H, second maxilliped; I, third maxilliped; J, first pereiopod; K, fifth pereiopod; L, telson. Scale bars: A–D and G–L, 100 mm; E–F, 10 mm. Downloaded from https://academic.oup.com/plankt/article abstract/27/11/1189/1576264 by B On Consortium Portugal user on 04 Jun Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 cle-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 Fig. 1. First zoeal stage of Athanas nitescens (Leach, 1814). A, lateral view; B, antennule; C, antenna; D, mandibles; E, maxillule; F, maxilla; G, first
maxilliped; H, second maxilliped; I, third maxilliped; J, first pereiopod; K, fifth pereiopod; L, telson. C. BARTILOTTI ETAL. j EARLY ZOEAL STAGES OF ATHANAS NITESCENS A. nitescens described by Sars (Sars, 1906) corresponds
to the second zoeal stage of the present work. We
agree with Sars (Sars, 1906) when he suggests that he
may have skipped the first stage (saying that he has not
witnessed its escape from the ova). Lebour (Lebour,
1932) considered Sars’s (Sars, 1906) first larva as the
third due to its resemblance with the stage she consid-
ered as the third, believing that she skipped the typical
second stage in her study. displayed are not commonly found in the first zoeal stage
of this genus. The first zoea of A. nitescens already pre-
sents a short rostrum and stalked eyes rather than the
usual sessile eyes of other Athanas species first larval stage
(Gurney, 1927, 1938; Bhuti et al., 1977; Yang, 2003a,b). Another uncommon feature of the first zoeal stage is the
antennular peduncle segmented when in all other Atha-
nas larvae it is still unsegmented. The second larval stage
of this species also presents some more advanced mor-
phological characters, namely the telson already sepa-
rated from the sixth abdominal somite and the presence
of uropods, which are only found in the third zoeal stage
of other Athanas species. Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 The thought that the larvae described by Webb
(Webb, 1921) actually belongs to the species A. nitescens,
and Lebour’s (Lebour, 1932) assumption on the validity
of Webb’s laboratory study on A. nitescens larvae, could
have led researchers working with plankton samples to
consider the first and second zoeal stages of this species
as the second and third stages, respectively. This mis-
identification of larval stages is probably the reason of
the absence of the first larval stage of this species from
plankton samples in European waters (e.g. see Barnich,
1996). Although the present larvae were not reared until
metamorphosis to megalopa, it is reasonable to assume
that the larval development of A. nitescens could pass
through eight stages instead of nine zoeal stages as gen-
erally considered (e.g. Gonza´lez-Gordillo et al., 2001). Therefore Sars (Sars, 1906) Fig. 6, Plate 1 probably
represents stage 3, Fig. 7 represents stage 7, and Fig. 5
is probably illustrating the eighth and last larval stage
changing to a young form. These uncommon characters were also pointed out by
Lebour’s description of the first zoeal stages of A. nitescens
(Lebour, 1932). ACKNOWLEDGEMENTS The authors thank Fundac¸a˜o para Cieˆncia e Tecnologia
(scholarship SFRH/BD/16695/2004). The authors thank Fundac¸a˜o para Cieˆncia e Tecnologia
(scholarship SFRH/BD/16695/2004). C. BARTILOTTI ETAL. j EARLY ZOEAL STAGES OF ATHANAS NITESCENS Her description agrees with the present
one, even in the presence of stalked eyes, only differing
in the shape of the telson (figured as more triangular). Nevertheless, as previously mentioned, Lebour (Lebour,
1932) considered that her laboratory results did not
correspond to the correct larval series of this species in
the plankton. According to Lebour (Lebour, 1932), this
might be due to laboratory artefacts, while in Sars
description (Sars, 1906) it could be a possible abbrevia-
tion in the development of A. nitescens in the Christiania
Fjord where his specimens were collected. These conclu-
sions were made based on Webb’s (Webb, 1921) work. Webb’s (Webb, 1921) larval description refers to the
two earliest larval stages that should appear before the
first larval stage figured by Sars (Webb, 1921). Since
Webb was referring to a ‘normal’ caridean first larval
stage (Webb, 1921), it was assumed by Lebour that the
eyes described were sessile and not stalked (Lebour,
1932). Besides this feature, we also noticed that the
antennule protopod described by Webb (Webb, 1921)
is a simple unjointed process, which in the present
description is two segmented. In our larvae, the telson
is narrow and presents a very small median cleft, while
the one described by Webb (Webb, 1921) has the shape
of a flattened triangular swimming plate. The mandible
palp is absent in our description and all maxillipeds
present four long plumose setae on the exopod, rather
than two or three setae. All these differences lead us to
conclude that the larvae described by Webb (Webb,
1921) are not A. nitescens larvae but probably another
caridean larvae common in Plymouth area. Webb’s
(Webb, 1921) larvae were collected from the plankton
and the actual parental species of those larvae remains
unknown, since no larvae were reared to the postlarval
stage. Zoea I Scale bars: A–D and G–L, 100 mm; E–F, 10 mm. apical seta on distal segment; exopod three segmented
with 1,1,4 plumose distal setae. exopod
three
segmented,
with
1,1,4
plumose
terminal setae. Second maxilliped (Fig. 2H): Basis with two simple setae;
exopod three segmented, with 1,1,4 distal plumose setae;
otherwise unchanged. First pereiopod (Fig. 2J): Basis with one simple seta;
endopod four segmented, with 0,0,2,2 (one subterminal
and one terminal) setae; exopod two segmented, with 1,4
plumose terminal setae. Third maxilliped (Fig. 2I): Basis with one seta;
endopod
four
segmented,
with
0,0,2,3
setae; Second to fourth pereiopods (Fig. 2A): Absent. 1191 JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 2. Second zoeal stage of Athanas nitescens (Leach, 1814). A, lateral view; B, antennule; C, antenna; D, mandibles; E, maxillule; F, maxilla;
rst maxilliped; H, second maxilliped; I, third maxilliped; J, first pereiopod; K, fifth pereiopod; L, telson and uropods. Scale bars: A–L,
mm. Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 J Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 kt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 Fig. 2. Second zoeal stage of Athanas nitescens (Leach, 1814). A, lateral view; B, antennule; C, antenna; D, mandibles; E, maxillule; F, maxilla;
G, first maxilliped; H, second maxilliped; I, third maxilliped; J, first pereiopod; K, fifth pereiopod; L, telson and uropods. Scale bars: A–L,
100 mm. Telson (Fig. 2L): More rectangular, with an almost
imperceptible median cleft. Fifth pereiopod (Fig. 2K): Five segmented, with the last
segment shaped as a long and slender stylet, displaying a
serrated extremity (as figured). Telson (Fig. 2L): More rectangular, with an almost
imperceptible median cleft. Athanas nitescens first larval stage presents the typical
form of the genus, namely rounded eyes, telson rather
narrow, slightly indented, and body double bent with
dorsal connection between the carapace and the abdo-
men making a 90 angle. However, some of the features Pleopods (Fig. 2A): Absent. Uropods (Fig. 2L): Biramous; exopods well developed
not reaching the end of telson, with six plumose setae;
endopod small without any setae. 1192 REFERENCES Barnich, R. (1996) The larvae of the Crustacea Decapoda (Excl. Brachyura) in the plankton of the French Mediterranean coast
(Identification Keys and Systematic Review). PhD Dissertation. Cuvillier Verlag, Go¨ttingen, Germany, 189 pp. Bhuti, G. S., Shenoy, S. and Sankolli, K. N. (1977) Laboratory reared
alpheid larvae of the genera Automate, Athanas and Synalpheus (Crus-
tacea Decapoda, Alpheidae). In Proceedings of the Symposium on Warm
Water Zooplankton. Spec. Natl. Inst. Oceanogr., Goa, India, pp. 588–600. Clark, P. F., Calazans, D. and Pohle, W. (1998) Accuracy and stan-
dardization of brachyuran larval descriptions. Invertebr. Reprod. Dev.,
33, 127–144. Gonza´lez-Gordillo, J. I., dos Santos, A. and Rodrı´guez, A. (2001)
Checklist and annotated bibliography of decapod crustacean larvae
from the southwestern European coast (Gibraltar Strait area). Sci. Mar., 65, 275–305. From the present description, we conclude that
Lebour (Lebour, 1932) has described the first larval
stage of A. nitescens, while the first larval stage of Gurney, R. (1927) Cambridge expedition to the Suez Canal, 1924. XV. Report on the larvae of Crustacea Decapoda. Trans. Zool. Soc. Lond., 22, 231–286. 1193 JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 JOURNAL OF PLANKTON RESEARCH j VOLUME 27 j NUMBER 11 j PAGES 1189–1194 j 2005 Gurney, R. (1938) The larvae of the decapod Crustacea Palaemoni-
dae and Alpheidae. Sci. Rep. Gt. Barrier Reef Exp. (1928–1929), 6, 1–
60. Sars, G. (1906) Postembryonal development of Athanas nitescens, Leach. Arch. Math. Nat., 27, 1–29. d’Udekem d’Acoz, C. (1999) Inventaire et distribution des crustace´s
de´capodes de l’Atlantique nord-oriental, de la Me´diterrane´e et des
eaux continentales adjacentes au nord de 25N. Collection Patrimoines
Naturels (M.N.H.N./S.P.N.), 40, 1–383. Holthuis, L. B. (1951) The caridean Crustacea of tropical West Africa. Atlantide Report, 2, 7–187. Holthuis, L. B. and Gottlieb, E. (1958) An annotated list of the
Decapod Crustacea of the Mediterranean coast of Israel, with an
appendix listing the Decapoda of the eastern Mediterranean. Bull. Res. Counc. Isr., 7B, 1–126. Webb, G. (1921) The larvae of the Decapoda Macrura and Anomura
of Plymouth. J. Mar. Biol. Ass. U. K., 12, 385–425. Downloaded from https://academic.oup.com/plankt/article-abstract/27/11/1189/1576264 by B-On Consortium Portugal user on 04 June 2019 Yang, H. J. (2003a) Early zoeas of Athanas japonicus Kubo, 1936 (Dec-
apoda, Caridea, Alpheidae) reared in the laboratory. Crustaceana, 76,
443–452. Lebour, M. V. (1932) The larval stages of the Plymouth Caridea. IV. The Alpheidae. Proc. Zool. Soc. Lond., 1932, 463–469. Nouvel, L. (1941) Contribution a` l’e´tude syste´matique des Athanas
(Crustace´s de´capodes nageurs) des coˆtes de France. Bull. Inst. Oce´a-
nogr. Monaco, 806, 1–15. Yang, H. J. (2003b) Early zoeas of Athanas parvus De Man, 1910
(Decapoda: Caridea: Alpheidae) reared in the laboratory. Proc. Biol. Soc. Wash., 116, 710–718. 1194 1194
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English
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The male and female complete mitochondrial genomes of the threatened freshwater pearl mussel <i>Margaritifera margaritifera</i> (Linnaeus, 1758) (Bivalvia: Margaritiferidae)
|
Mitochondrial DNA. Part B. Resources
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Mitochondrial DNA Part B Resources ISSN: (Print) 2380-2359 (Online) Journal homepage: https://www.tandfonline.com/loi/tmdn20 Mitochondrial DNA Part B CONTACT Andre Gomes-dos-Santos
andrepousa64@gmail.com
CIIMAR/CIMAR – Interdisciplinary Centre of Marine and Environmental Research, University
of Porto, Terminal de Cruzeiros de Leix~oes. Av. General Norton De Matos s/n, 4450-208 Matosinhos, Portugal
2019 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 male and female complete mitochondrial genomes of the threatened
freshwater pearl mussel Margaritifera margaritifera (Linnaeus, 1758) (Bivalvia:
Margaritiferidae) Andre Gomes-dos-Santosa,n
, Elsa Froufea
, Rafaela Amarob, Paz Ondinab, Sophie Bretonc, Davide Guerrac,
David C. Aldridged, Ivan N. Bolotove
, Ilya V. Vikhreve
, Han Ming Ganf, Duarte V. Gonc¸alvesa, Arthur E. Bogang
, Ronaldo Sousah
, Donald Stewarti
, Amılcar Teixeiraj, Simone Varandask
, David Zanattal and
Manuel Lopes-Limaa,m aCIIMAR/CIMAR – Interdisciplinary Centre of Marine and Environmental Research, University of Porto, Matosinhos, Portugal; bDepartment of
Zoology, Genetics, and Physical Anthropology, Faculty of Veterinary Science, University of Santiago de Compostela, Lugo, Spain;
cDepartement de Sciences Biologiques, Universite de Montreal, Montreal, Canada; dDepartment of Zoology, University of Cambridge,
Cambridge, United Kingdom; eFederal Center for Integrated Arctic Research of the Russian Academy of Sciences; fDeakin Genomics Centre
School of Life and Environmental Sciences, Deakin University, Geelong, Australia; gResearch Laboratory, North Carolina Museum of Natural
Sciences, Raleigh, NC, USA; hCBMA – Centre of Molecular and Environmental Biology, Department of Biology, University of Minho, Braga,
Portugal; iDepartment of Biology, Acadia University, Wolfville, Canada; jCentro de Investigac¸~ao de Montanha (CIMO), Instituto Politecnico de
Braganc¸a, Braganc¸a, Portugal; kCITAB-UTAD – Centre for Research and Technology of Agro-Environment and Biological Sciences, University
of Tras-os-Montes and Alto Douro, Vila Real, Portugal; lBiology Department, Institute for Great Lakes Research, Central Michigan University,
Mount Pleasant, MI, USA; mCIBIO – Centro de Investigac¸~ao em Biodiversidade e Recursos Geneticos, InBio Laboratorio Associado,
Universidade do Porto, Agrario de Vair~ao, Portugal; nDepartment of Biology, Faculty of Sciences, University of Porto, Rua do Campo Alegre
1021/1055, Porto, Portugal The male and female complete mitochondrial
genomes of the threatened freshwater pearl
mussel Margaritifera margaritifera (Linnaeus, 1758)
(Bivalvia: Margaritiferidae) André Gomes-dos-Santos, Elsa Froufe, Rafaela Amaro, Paz Ondina, Sophie
Breton, Davide Guerra, David C. Aldridge, Ivan N. Bolotov, Ilya V. Vikhrev,
Han Ming Gan, Duarte V. Gonçalves, Arthur E. Bogan, Ronaldo Sousa, Donald
Stewart, Amílcar Teixeira, Simone Varandas, David Zanatta & Manuel Lopes-
Lima To cite this article: André Gomes-dos-Santos, Elsa Froufe, Rafaela Amaro, Paz Ondina,
Sophie Breton, Davide Guerra, David C. Aldridge, Ivan N. Bolotov, Ilya V. Vikhrev, Han Ming
Gan, Duarte V. Gonçalves, Arthur E. Bogan, Ronaldo Sousa, Donald Stewart, Amílcar Teixeira,
Simone Varandas, David Zanatta & Manuel Lopes-Lima (2019) The male and female complete
mitochondrial genomes of the threatened freshwater pearl mussel Margaritiferamargaritifera
(Linnaeus, 1758) (Bivalvia: Margaritiferidae), Mitochondrial DNA Part B, 4:1, 1417-1420, DOI:
10.1080/23802359.2019.1598794 p
g
© 2019 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group. Published online: 08 Apr 2019. Submit your article to this journal
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Citing articles: 1 View citing articles MITOCHONDRIAL DNA PART B
2019, VOL. 4, NO. 1, 1417–1420
https://doi.org/10.1080/23802359.2019.1598794 ABSTRACT ARTICLE HISTORY
Received 25 January 2019
Accepted 13 March 2019 ABSTRACT
The complete mitogenomes of one (M-)ale (North America), one Hermaphroditic (Europe), and two
(F-)emale (North America and Europe) individuals of the freshwater pearl mussel Margaritifera margariti-
fera were sequenced. The M-type and F-type (Female and Hermaphroditic) mitogenomes have 17,421
and 16,122 nucleotides, respectively. All with the same content: 13 protein-coding genes, 22 transfer
RNA, two ribosomal RNA genes, and one sex-related ORF. The M-type is highly divergent (37.6% uncor-
rected p-distance) from the F-type mitogenomes. North American and European F-type mitogenomes
exhibit low genetic divergence (68 nt substitutions), and the Female and Hermaphroditic European
mitogenomes are almost identical, and matching sex-related ORFs. KEYWORDS
Doubly uniparental
inheritance; mitoge-
nome; Unionida gonad
tissue
(Hoeh
et
al. 1996;
Amaro
et
al. 2017). Furthermore, many hermaphroditic species of freshwater
mussels seem to have lost DUI and do not possess the M-
type mitochondrial genome in their gonad tissues (Breton
et al. 2011). he Margaritiferidae (Bivalvia: Unionida), comprising 16 extant
pecies, represents the most threatened freshwater mussel
mily (Lopes-Lima et al. 2018). Within this family, the fresh-
ater
pearl
mussel
Margaritifera
margaritifera
(Linnaeus,
758) is one of the most threatened species; it is subject to
umerous conservation projects and is listed as Endangered
obally (Geist 2010; Moorkens et al. 2018). Margaritifera mar-
aritifera is a long lived species (reaching over 100 years)
hat generally inhabits cool oligotrophic running waters
hroughout freshwater systems of northwest Europe and
ortheast North America (Geist 2010; Lopes-Lima, Sousa,
t al. 2017). As noted for other margaritiferid bivalves, M. argaritifera shows an unusual mitochondrial inheritance
rocess called doubly uniparental inheritance (DUI). Under
UI, both males and females inherit F-type mitochondrial
NA from their mothers, while males also inherit M-type
itochondrial DNA from their fathers, which predominates in
gonad
tissue
(Hoeh
et
al. 1996;
Amaro
et
al. 2017). Furthermore, many hermaphroditic species of freshwater
mussels seem to have lost DUI and do not possess the M-
type mitochondrial genome in their gonad tissues (Breton
et al. 2011). The M-type and F-type mitochondrial lineages show high
levels of divergence within species of Unionida freshwater
mussels and even distinct gene order arrangements (Fonseca
et al. 2016; Froufe et al. 2016; Guerra et al. 2017). The
Margaritiferidae also exhibit a unique M-type and F-type
gene order (Lopes-Lima, Fonseca, et al. 2017). ARTICLE HISTORY
Received 25 January 2019
Accepted 13 March 2019 ABSTRACT Figure 1. Margaritiferidae and Unionidae Bayesian phylogenetic tree of Male and Female mitogenomes sequences based on concatenated nucleotide sequences of
13 mitochondrial protein-coding genes and the two rRNA genes. GenBank accession numbers are behind species names, numbers at the nodes indicate the per-
centage posterior probabilities and bootstrap support values. The above the branches indicate posterior probabilities and bootstrap support values > 95%. et al. 2017). The larger size of the M-type genomes is
expected given the larger cox2 gene and the presence
of M-specific coding regions (Breton et al. 2009). Both haplo-
types have the same gene content: 13 protein-coding genes
(PCGs), 22 transfer RNA (trn) and two ribosomal RNA (rrn)
genes. ORFs specific to each type of mtDNA, F-orf in the F
mitogenome
and
M-orfs
in
the
M,
are
also
present. Regarding the gene orientation, again, both have the same
genes (four PCGs, 20 tRNAs, and two rRNAs) encoded on the
heavy strand and the remaining (nine PCGs and two tRNAs)
encoded on the complementary strand. The exception is the
sex related ORFs, with the M-orf on the complementary
strand and the F-orf on the heavy strand, located at different
positions. A
nucleotide
alignment
of
the
mitochondrial
genomes shows that the M-type mitogenome is highly diver-
gent (37.6% uncorrected p-distance) from the F-type mitoge-
nomes. The F-type mitogenomes from North America and
Europe exhibit a low genetic divergence (68 nt substitutions
¼ 0.04% uncorrected p-distance), with the European mitoge-
nomes of the female and hermaphroditic individuals being
almost identical with only 5 nt substitutions. This pattern may
reflect a recent (Pleistocene) dispersal event of freshwater
pearl mussels from Europe to North America or slow mtDNA
substitution rates in this species (Lopes-Lima et al. 2018;
Zanatta et al. 2018). The F-orfs of the European hermaphro-
ditic and female individuals are identical. Secondarily herm-
aphroditic species generally contain a distinct and longer F-
like ORF (Breton et al. 2011). Therefore, these results seem to
indicate that hermaphroditic individuals of typically dioecious
species may maintain their F-type ORFs unchanged. and Europe; (2) determine and compare the gene order and
content of those mitogenomes; and (3) produce phylogenetic
analyses using all available F-types and M-type mitogenomes
of the Margaritiferidae family. Four complete mitogenomes of M. ABSTRACT Available
phylogenetic studies within the family are based on only a
few
markers
still
lacking
a
more
robust
multi-marker
approach (Lopes-Lima et al. 2018). Given this background, the aims of this study are to (1)
obtain the whole mitogenomes of male, female, and herm-
aphroditic specimens of M. margaritifera from North America
ONTACT A d G
d
S
t
d
64@
il
CIIMAR/CIMAR
I t di i li
C
t
f M i
d E
i
t l R
h U i
it The Margaritiferidae (Bivalvia: Unionida), comprising 16 extant
species, represents the most threatened freshwater mussel
family (Lopes-Lima et al. 2018). Within this family, the fresh-
water
pearl
mussel
Margaritifera
margaritifera
(Linnaeus,
1758) is one of the most threatened species; it is subject to
numerous conservation projects and is listed as Endangered
globally (Geist 2010; Moorkens et al. 2018). Margaritifera mar-
garitifera is a long lived species (reaching over 100 years)
that generally inhabits cool oligotrophic running waters
throughout freshwater systems of northwest Europe and
northeast North America (Geist 2010; Lopes-Lima, Sousa,
et al. 2017). As noted for other margaritiferid bivalves, M. margaritifera shows an unusual mitochondrial inheritance
process called doubly uniparental inheritance (DUI). Under
DUI, both males and females inherit F-type mitochondrial
DNA from their mothers, while males also inherit M-type
mitochondrial DNA from their fathers, which predominates in The M-type and F-type mitochondrial lineages show high
levels of divergence within species of Unionida freshwater
mussels and even distinct gene order arrangements (Fonseca
et al. 2016; Froufe et al. 2016; Guerra et al. 2017). The
Margaritiferidae also exhibit a unique M-type and F-type
gene order (Lopes-Lima, Fonseca, et al. 2017). Available
phylogenetic studies within the family are based on only a
few
markers
still
lacking
a
more
robust
multi-marker
approach (Lopes-Lima et al. 2018). Given this background, the aims of this study are to (1)
obtain the whole mitogenomes of male, female, and herm-
aphroditic specimens of M. margaritifera from North America 1418
A. GOMES-DOS-SANTOS ET AL. 1418 A. GOMES-DOS-SANTOS ET AL. Figure 1. Margaritiferidae and Unionidae Bayesian phylogenetic tree of Male and Female mitogenomes sequences based on concatenated nucleotide sequences of
13 mitochondrial protein-coding genes and the two rRNA genes. GenBank accession numbers are behind species names, numbers at the nodes indicate the per-
centage posterior probabilities and bootstrap support values. The above the branches indicate posterior probabilities and bootstrap support values > 95%. References Reproductive cycle and strategy of
Anodonta anatina (L., 1758): Notes on hermaphroditism. J Exp Zool A
Ecol Genet Physiol. 319:378–390. Guerra D, Plazzi F, Stewart DT, Bogan AE, Hoeh WR, Breton S. 2017. Evolution of sex-dependent mtDNA transmission in freshwater mus-
sels (Bivalvia: Unionida). Sci Rep. 7:1551. (
)
p
Hinzmann M, Lopes -lima M, Teixeira A, Varandas S, Sousa R, Lopes A,
Froufe E, Machado J. 2013. Reproductive cycle and strategy of
Anodonta anatina (L., 1758): Notes on hermaphroditism. J Exp Zool A
Ecol Genet Physiol. 319:378–390. ORCID Andre Gomes-dos-Santos
http://orcid.org/0000-0001-9973-486
Elsa Froufe
http://orcid.org/0000-0003-0262-0791
Ivan N. Bolotov
http://orcid.org/0000-0002-3878-4192
Ilya V. Vikhrev
http://orcid.org/0000-0002-8612-7736
Arthur E. Bogan
http://orcid.org/0000-0003-4042-7706
Ronaldo Sousa
http://orcid.org/0000-0002-5961-5515
Donald Stewart
http://orcid.org/0000-0002-4402-1757
Simone Varandas
http://orcid.org/0000-0001-5038-6085
Manuel Lopes-Lima
http://orcid.org/0000-0002-2761-7962 The best obtained phylogenetic BI and ML trees revealed an
identical topology (Figure 1). Both the F and M clades are div-
ided into the two Unionida families, Margaritiferidae, and
Unionidae. Maximum support values were obtained for all
nodes with two exceptions for the relationships of Pseudunio
marocanus both in the female and in the male clades (Figure 1). The phylogenies are consistent with the systematic divisions of
the Margaritiferidae in four genera (Margaritifera, Cumberlandia,
Pseudunio, and Gibbosula) and two subfamilies (Margaritiferinae
(Margaritifera þ Cumberlandia þ Pseudunio) and Gibbosulinae
(Gibbosula)) (Lopes-Lima et al. 2018). The newly sequenced M. margaritifera genomes cluster inside the Margaritifera genus in
the F-type clade, being the M-type mitogenome sequence the
first available for this genus, following the most recent system-
atics for the family (Lopes-Lima et al. 2018). MITOCHONDRIAL DNA PART B
1419 Each chain started with a ran-
domly generated tree and ran for 1 106 generations with a
sampling frequency of 1 tree for every 100 generations. The
resultant trees, after discarding the first 25% as burn-in, were
combined in a 50% majority rule consensus tree. The final
trees were rooted at the split between Male and Female hap-
lotypes (based on previous studies, e.g. Huang et al. 2013). Funding This work was supported by Portuguese Foundation for Science and
Technology (FCT) [grant number SFRH/BD/115728/2016 (MLL), grant
number SFRH/BD/137935/2018 (AGS)]; Russian Foundation for Basic
Research [grant number 18-34-20033 (IVV)]; Dawson Fellowship at St. Catharine’s College, Cambridge (DCA); Life Margal Ulla [number LIFE09
NAT/ES/000514 (RA and PO)]; COMPETE 2020, Portugal 2020 and the
European Union through the ERDF, and by Portuguese Foundation for
Science and Technology (FCT) through national funds [UID/Multi/04423/
2019]
under
project
ConBiomics:
the
missing
approach
for
the
Conservation of freshwater Bivalves Project, and [project number NORTE-
01-0145-FEDER-030286];
Federal
Agency
for
Scientific
Organizations
under Grants [grant number 0409-2015-0143 (INB and IVV)] MITOCHONDRIAL DNA PART B
1419 single gene alignments the following GUIDANCE parameters
were used: score algorithm: GUIDANCE; bootstraps replicates:
100; Sequence cut-off score: 0.0 (no sequences removed);
Column cut-off score: below 0.8. The final concatenated data
set included the 13 mitochondrial PCG and the 2 rrn genes
for each mitogenome reaching a total length of 13,505 nt. Phylogenetic relationships were estimated by Bayesian infer-
ence using MrBayes v. 3.2.6 (Ronquist et al. 2012) and
Maximum Likelihood using RAxML v. 8.2.10 (Stamatakis 2014)
HPC Black Box with 100 rapid bootstrap replicates and 20 ML
searches at the San Diego Supercomputer Center through
the CIPRES Science Gateway (https://www.phylo.org). The
final alignment was partitioned in 11 subsets according to
the best scheme determined using PartitionFinder v.2.1.1
(Lanfear et al. 2016). For the ML a unique GTR model was
applied for each partition with corrections for gamma distri-
bution. For
the
BI,
the
GTR þ G,
GTR þ IþG,
HKY þ G,
HKY þ IþG models were used. Each chain started with a ran-
domly generated tree and ran for 1 106 generations with a
sampling frequency of 1 tree for every 100 generations. The
resultant trees, after discarding the first 25% as burn-in, were
combined in a 50% majority rule consensus tree. The final
trees were rooted at the split between Male and Female hap-
lotypes (based on previous studies, e.g. Huang et al. 2013). single gene alignments the following GUIDANCE parameters
were used: score algorithm: GUIDANCE; bootstraps replicates:
100; Sequence cut-off score: 0.0 (no sequences removed);
Column cut-off score: below 0.8. The final concatenated data
set included the 13 mitochondrial PCG and the 2 rrn genes
for each mitogenome reaching a total length of 13,505 nt. Phylogenetic relationships were estimated by Bayesian infer-
ence using MrBayes v. 3.2.6 (Ronquist et al. 2012) and
Maximum Likelihood using RAxML v. 8.2.10 (Stamatakis 2014)
HPC Black Box with 100 rapid bootstrap replicates and 20 ML
searches at the San Diego Supercomputer Center through
the CIPRES Science Gateway (https://www.phylo.org). The
final alignment was partitioned in 11 subsets according to
the best scheme determined using PartitionFinder v.2.1.1
(Lanfear et al. 2016). For the ML a unique GTR model was
applied for each partition with corrections for gamma distri-
bution. For
the
BI,
the
GTR þ G,
GTR þ IþG,
HKY þ G,
HKY þ IþG models were used. ABSTRACT margaritifera were
sequenced: one M-type and
one
F-type from
a North
American male specimen (River Annapolis near Auburn,
Canada:
45.014999,
-64.856344)
and
two
F-type
from
European specimens, one from a female (River Ulla near
Barazon, Galicia, Spain: approximate coordinates 42.846676,
-8.025244) and another from a hermaphrodite (River Tuela
near Vinhais, northeast Portugal: approximate coordinates
41.862414, -6.931596). DNA samples are stored at the CIIMAR
Institute Unionoid DNA and Tissue Databank (Voucher num-
bers P2, MM63, 155G, and 165G). Sex was determined for all
specimens
under
a
microscope
following
Hinzmann
et al. (2013). DNA was sheared to 500 bp using an M220 Covaris
Ultrasonicator (Covaris, Woburn, MA, USA) and processed
with the NEBultra Illumina library preparation kit (NEB,
Ipswich, MA, USA). Sequencing was performed on the MiSeq
(Illumina, San Diego, CA, USA) located at Monash University
Malaysia
using
a
run
configuration
of
2 250 bp. Mitogenomes were assembled from the paired-end reads
and annotated using an established pipeline (Gan et al. 2014). The four mitogenomes have been deposited in the
GenBank database under the accession numbers (MK421959
and MK421956; M-type and F-type, respectively for the North
American specimens), and (MK421957 and MK421958; for the
Spanish
and
Portuguese
F-type
European
specimens). Sequence divergence (uncorrected p-distance) was assessed
using MEGA7 software (Kumar et al. 2016). The length of
both
mitogenome
types
(M-type:
17,421 nt;
and
F-type:
16,122 nt) of M. margaritifera sequenced in this study is
within the expected range for each gender-specific haplo-
types within Margaritiferidae (Guerra et al. 2017; Lopes-Lima For the phylogenies, additional mitogenome sequences
(M-type and F-type) available from all Margaritiferidae and
three Unionidae species were downloaded from GenBank. Each gene sequence was aligned using GUIDANCE v. 1.5
(Penn et al. 2010) with the MAFFT v. 7.304 multiple sequence
alignment algorithm (Katoh and Standley 2013). To build References Amaro R, Bouza C, Pardo BG, Castro J, San Miguel E, Villalba A, Lois S,
Outeiro A, Ondina P. 2017. Identification of novel gender-associated
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(Linnaeus,
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Blier PU, Hoeh WR. 2009. Comparative mitochondrial genomics of
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Ruminas AJ, Piontkivska H, Hoeh WR. 2011. Novel protein genes in
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nomes gene arrangements as diagnostic character for the
Margaritiferidae and provide additional confirmation for the sys-
tematics of the family as recently proposed by Lopes-Lima et al. (2018). These results also highlight the low intraspecific genetic
divergence of M. margaritifera even between specimens from
the edges of distribution. Furthermore, the current study pro-
vides novel information about mtDNA structure and sequence
of hermaphroditic individuals of typical dioecious species pro-
viding opportunities for further studies on the sex determin-
ation mechanism and mtDNA evolution of freshwater bivalves. Froufe E, Gan HM, Lee YP, Carneiro J, Varandas S, Teixeira A, Zieritz A,
Sousa R, Lopes-Lima M. 2016. The male and female complete mito-
chondrial genome sequences of the Endangered freshwater mussel
Potomida littoralis (Cuvier, 1798) (Bivalvia: Unionidae). Mitochondrial
DNA A. 27:3571–3572. Gan HM, Schultz MB, Austin CM. 2014. Integrated shotgun sequencing
and bioinformatics pipeline allows ultra-fast mitogenome recovery
and confirms substantial gene rearrangements in Australian fresh-
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pearl mussels (Margaritifera margaritifera L.): a synthesis of conserva-
tion genetics and ecology. Hydrobiologia. 644:69–88. tion genetics and ecology. Hydrobiologia. 644:69–88. Guerra D, Plazzi F, Stewart DT, Bogan AE, Hoeh WR, Breton S. 2017. Evolution of sex-dependent mtDNA transmission in freshwater mus-
sels (Bivalvia: Unionida). Sci Rep. 7:1551. Hinzmann M, Lopes -lima M, Teixeira A, Varandas S, Sousa R, Lopes A,
Froufe E, Machado J. 2013. Disclosure statement The authors report that they have no conflicts of interest. The authors
alone are responsible for the content and writing of the paper. A. GOMES-DOS-SANTOS ET AL. 1420 freshwater mussels in Europe: state of the art and future challenges. Biol Rev. 92:572–607. Hoeh WR, Stewart DT, Sutherland GW, Zouros E. 1996. Multiple origins of
gender-associated mitochondrial DNA lineages in bivalves (Mollusca:
Bivalvia). Evol. 50:2276–2286. Lopes-Lima M, Fonseca MM, Aldridge DC, Bogan AE, Gan HM, Ghamizi
M, Sousa R, Teixeira A, Varandas S, Zanatta D, et al. 2017. The first
Margaritiferidae male (M-type) mitogenome: mitochondrial gene order
as a potential character for determining higher-order phylogeny
within Unionida (Bivalvia). J Molluscan Stud. 83:249–252. Huang XC, Rong J, Liu Y, Zhang MH, Wan Y, Ouyang S, Zhou CH, Wu XP. 2013. The complete maternally and paternally inherited mitochondrial
genomes of the endangered freshwater mussel Solenaia carinatus
(Bivalvia: Unionidae) and implications for Unionidae taxonomy. PLoS
One. 8:e84352 Moorkens E, Cordeiro J, Seddon MB, von Proschwitz T, Woolnough D. 2018. Margaritifera margaritifera (errata version published in 2018). The IUCN Red List of Threatened Species 2018: e.T12799A128686456. Katoh K, Standley DM. 2013. MAFFT multiple sequence alignment soft-
ware version 7: improvements in performance and usability. Mol Biol
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analysis and post-analysis of large phylogenies. Bioinformatics. 30:
1312–1313. Lopes-Lima M, Bolotov IN, Do VT, Aldridge DC, Fonseca MM, Gan HM,
Gofarov MY, Kondakov AV, Prie V, Sousa R, et al. 2018. Expansion and
systematics redefinition of the most threatened freshwater mussel
family, the Margaritiferidae. Mol Phylogenetics Evol. 127:98–118. Zanatta DT, Stoeckle BC, Inoue K, Paquet A, Martel AL, Kuehn R, Geist J. 2018. Disclosure statement High genetic diversity and low differentiation in North American
Margaritifera margaritifera (Bivalvia: Unionida: Margaritiferidae). Biol J
Linn Soc. 123:850–863. Lopes-Lima M, Sousa R, Geist J, Aldridge DC, Araujo R, Bergengren J,
Bespalaya Y, Bodis E, Burlakova L, et al. 2017. Conservation status of
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https://cadmus.eui.eu/bitstream/1814/74741/1/Manufacturing_Statelessness_2022.pdf
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Manufacturing Statelessness
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American journal of international law
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* Associate professor of law, University of Minnesota Law School, United States; Professor of Public
International Law and Co-Director of the Academy of European Law, European University Institute in Italy.
For illuminating comments and discussions, I am grateful to Jessica Clarke, Martijn Hesselink, Sarah Nouwen,
Maarten Vink, and participants in workshops at Northwestern Pritzker School of Law, European University
Institute, O.P. Jindal Global University, Hebrew University, and Edinburgh Law School.
1 ABSTRACT Having recently emerged from its unenviable status as the runt of international law, the
phenomenon of statelessness nonetheless eludes traditional international legal instruments. Confronted with questions of nationality that typically fall within the domain of sovereignty,
international and regional human rights bodies struggle to rein in the increasingly creative
measures that states adopt to obscure the production and persistence of statelessness. This
Article uncovers and dissects the different ways in which states manufacture statelessness not
through explicitly discriminatory laws and unequal treatment, but through manipulating
ostensibly neutral criteria for nationality. The Article identifies three such criteria that are
not traditionally considered “suspect” categories for the grant or denial of nationality: time,
territory, and administrative practice. It also suggests doctrinal, policy, and strategic tools
for identifying and responding to the types of statelessness that are not a collateral consequence
of state failure or incompetence, but the outcome of state intentionality. Copyright © The Author(s), 2022. Published by Cambridge University Press for The American Society of International Law
doi:10.1017/ajil.2022.2 Copyright © The Author(s), 2022. Published by Cambridge University Press for The American Society of International Law
doi:10.1017/ajil.2022.2 1 B. TRAVEN, THE DEATH SHIP (1934). B. TRAVEN, THE DEATH SHIP (1934). INTRODUCTION The time is the 1920s, after the “Great War of Freedom.” Gerard Gales, an American sea-
man and the fictional protagonist of B. Traven’s sensational novel The Death Ship, is stranded
in Antwerp, penniless and paperless. To be paperless is to officially not exist. Unable to prove
either citizenship or alien-ness, Gales is churned and spat out by one faceless bureaucracy after
another, shunted between prisons, consulates, and police stations as he is repeatedly arrested
and deported. Without a seaman’s pass or any other form of identification, and with no means
of securing legal residence or employment in any state, Gales eventually finds refuge on the
only entity that will accept him, no questions asked––the “death ship” Yorikke––an arms
smuggling vessel manned by a crew consisting almost entirely of stateless, homeless, or undoc-
umented individuals like Gales, trapped in horrifically brutal slave-like conditions on a living
hell ship that is bound for destruction.1 Described as an arresting allegory of the “horrible
things that can happen to a man in the cockeyed postwar world of Europe . . . a world 237 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 238 Vol. 116:2 gone mad,”2 the narrative is no less applicable to the cockeyed world of today where a reported
3.9 million people are currently stateless.3 Unlike the statelessness on the Death Ship, which unfolds against the backdrop of war-
time and post-war nationalism and scatters the dispossessed in far flung territories––or
even on the no-man’s land of the high seas––statelessness today is not merely, or even mostly,
a product of state conflict.4 Nor does it involve displacement beyond the territory of the
state.5 And, most importantly, statelessness is not a random act of misfortune that could
have just as easily have befallen some other hapless victim. Nevertheless, the long shadow
of the post-war discourse on statelessness continues to inform international legal responses
to the plight of the stateless. This Article argues that the post-war topography of statelessness
has been reshaped in significant ways by statelessness as statecraft.6 This terrain calls for
sophisticated litigation and policy tools to successfully navigate and challenge statelessness
that is not a collateral consequence of state failure or incompetence, but the outcome of
state intentionality. 2 See John Anthony West, Traven’s “Death Ship” –– Authentic, Hypnotic, and Maybe Alchemical, N.Y. TIMES
(Nov. 10, 1985) (quoting Bruce Catton).
3 5 See UNHCR, HANDBOOK ON PROTECTION OF STATELESS PERSONS UNDER THE 1954 CONVENTION RELATING TO
THE STATUS OF STATELESS PERSONS, para. 1 (2014) (“Most stateless persons, however, have never crossed borders
and find themselves in their ‘own country.’”).
6 4 See, e.g., UNHCR, Ending Statelessness, at https://www.unhcr.org/ending-statelessness.html (identifying var-
ious causes for statelessness, including gaps in nationality laws, movement of people outside the country of their
birth, state creation and border changes, and citizenship loss or deprivation). As I will argue, these only scratch the
surface of the processes through which states manufacture statelessness.
5 6 There is sophisticated scholarship focusing on specific countries and the ways in which they have deliberately
sought to exclude individuals who would be entitled to citizenship status, or indeed may already possess that status
and be subsequently stripped of it. This Article draws from this scholarship in the various examples it puts forward
to illustrate its thesis. However, most of this scholarship takes the form of in-depth historical or rich ethnographic
accounts and it does not typically zoom out from individual case studies to speak to the broader phenomenon of
statelessness as manufactured by impartial, neutral criteria that are considered universal prerequisites for citizen-
ship. The bulk of this scholarship is also not written by legal scholars, leaving the international legal dimensions of
the phenomena somewhat unexplored. For a notable recent exception, see Michelle Foster & Jade Roberts,
Manufacturing Foreigners: The Law and Politics of Transforming Citizens into Migrants, in RESEARCH HANDBOOK
ON THE LAW AND POLITICS OF MIGRATION 218 (Catherine Dauvergne ed., 2021) (analyzing the practice of states
turning minority populations into foreigners, thus forcibly rendering them stateless, through case studies of the
Dominican Republic and India). INTRODUCTION Drawing on a wide range of both familiar and more obscure country-specific cases of state-
lessness, this Article uncovers and highlights how states deliberately produce statelessness not
through explicitly discriminatory laws or unequal treatment, but through tampering with
facially impartial criteria for access to citizenship. The Article identifies three such criteria
that are not traditionally considered as “suspect” classifications for the grant or denial of polit-
ical membership: time, territory, and administrative practice. For example, instead of enact-
ing citizenship laws that exclude individuals on the basis of ethnic origin, states achieve the
same result by “zero option” rules that award citizenship based on physical presence on the
territory of the state on a certain date. Members of marginalized groups who cannot furnish
documentary proof of this residence may be excluded from citizenship altogether, or may be
subjected to protracted administrative procedures whereby the acquisition of nationality is 2 See John Anthony West, Traven’s “Death Ship” –– Authentic, Hypnotic, and Maybe Alchemical, N.Y. TIMES
(Nov. 10, 1985) (quoting Bruce Catton). 3 3 Lily Chen, Petra Nahmias & Sebastian Steinmueller, UNHCR Statistical Reporting on Statelessness, UNHCR
Statistics Technical Series 2019/1 (Oct. 2019), at https://www.unhcr.org/statistics/unhcrstats/5d9e182e7/unhcr-
statistical-reporting-statelessness.html. 4 See, e.g., UNHCR, Ending Statelessness, at https://www.unhcr.org/ending-statelessness.html (identifying var-
ious causes for statelessness, including gaps in nationality laws, movement of people outside the country of their
birth, state creation and border changes, and citizenship loss or deprivation). As I will argue, these only scratch the
surface of the processes through which states manufacture statelessness. 5 See UNHCR, HANDBOOK ON PROTECTION OF STATELESS PERSONS UNDER THE 1954 CONVENTION RELATING TO
THE STATUS OF STATELESS PERSONS, para. 1 (2014) (“Most stateless persons, however, have never crossed borders
and find themselves in their ‘own country.’”). 6 6 There is sophisticated scholarship focusing on specific countries and the ways in which they have deliberately
sought to exclude individuals who would be entitled to citizenship status, or indeed may already possess that status
and be subsequently stripped of it. This Article draws from this scholarship in the various examples it puts forward
to illustrate its thesis. However, most of this scholarship takes the form of in-depth historical or rich ethnographic
accounts and it does not typically zoom out from individual case studies to speak to the broader phenomenon of
statelessness as manufactured by impartial, neutral criteria that are considered universal prerequisites for citizen-
ship. 3 Lily Chen, Petra Nahmias & Sebastian Steinmueller, UNHCR Statistical Reporting on Statelessness, UNHCR
Statistics Technical Series 2019/1 (Oct. 2019), at https://www.unhcr.org/statistics/unhcrstats/5d9e182e7/unhcr-
statistical-reporting-statelessness.html. g
g
p
g
g
(
y g
ious causes for statelessness, including gaps in nationality laws, movement of people outside the country of their
birth, state creation and border changes, and citizenship loss or deprivation). As I will argue, these only scratch the
surface of the processes through which states manufacture statelessness.
5 See UNHCR, HANDBOOK ON PROTECTION OF STATELESS PERSONS UNDER THE 1954 CONVENTION RELATING TO
THE STATUS OF STATELESS PERSONS, para. 1 (2014) (“Most stateless persons, however, have never crossed borders
and find themselves in their ‘own country.’”).
6 There is sophisticated scholarship focusing on specific countries and the ways in which they have deliberately
sought to exclude individuals who would be entitled to citizenship status, or indeed may already possess that status
and be subsequently stripped of it. This Article draws from this scholarship in the various examples it puts forward
to illustrate its thesis. However, most of this scholarship takes the form of in-depth historical or rich ethnographic
accounts and it does not typically zoom out from individual case studies to speak to the broader phenomenon of
statelessness as manufactured by impartial, neutral criteria that are considered universal prerequisites for citizen-
ship. The bulk of this scholarship is also not written by legal scholars, leaving the international legal dimensions of
the phenomena somewhat unexplored. For a notable recent exception, see Michelle Foster & Jade Roberts,
Manufacturing Foreigners: The Law and Politics of Transforming Citizens into Migrants, in RESEARCH HANDBOOK
ON THE LAW AND POLITICS OF MIGRATION 218 (Catherine Dauvergne ed., 2021) (analyzing the practice of states
turning minority populations into foreigners, thus forcibly rendering them stateless, through case studies of the 2 See John Anthony West, Traven’s “Death Ship” –– Authentic, Hypnotic, and Maybe Alchemical, N.Y. TIMES
(Nov. 10, 1985) (quoting Bruce Catton).
3 Lily Chen, Petra Nahmias & Sebastian Steinmueller, UNHCR Statistical Reporting on Statelessness, UNHCR
Statistics Technical Series 2019/1 (Oct. 2019), at https://www.unhcr.org/statistics/unhcrstats/5d9e182e7/unhcr-
statistical-reporting-statelessness.html.
4 See, e.g., UNHCR, Ending Statelessness, at https://www.unhcr.org/ending-statelessness.html (identifying var-
ious causes for statelessness, including gaps in nationality laws, movement of people outside the country of their
birth, state creation and border changes, and citizenship loss or deprivation). As I will argue, these only scratch the
surface of the processes through which states manufacture statelessness.
5 See UNHCR, HANDBOOK ON PROTECTION OF STATELESS PERSONS UNDER THE 1954 CONVENTION RELATING TO
THE STATUS OF STATELESS PERSONS, para. 1 (2014) (“Most stateless persons, however, have never crossed borders
and find themselves in their ‘own country.’”).
6 There is sophisticated scholarship focusing on specific countries and the ways in which they have deliberately
sought to exclude individuals who would be entitled to citizenship status, or indeed may already possess that status
and be subsequently stripped of it. This Article draws from this scholarship in the various examples it puts forward
to illustrate its thesis. However, most of this scholarship takes the form of in-depth historical or rich ethnographic
accounts and it does not typically zoom out from individual case studies to speak to the broader phenomenon of
statelessness as manufactured by impartial, neutral criteria that are considered universal prerequisites for citizen-
ship. The bulk of this scholarship is also not written by legal scholars, leaving the international legal dimensions of
the phenomena somewhat unexplored. For a notable recent exception, see Michelle Foster & Jade Roberts,
Manufacturing Foreigners: The Law and Politics of Transforming Citizens into Migrants, in RESEARCH HANDBOOK
ON THE LAW AND POLITICS OF MIGRATION 218 (Catherine Dauvergne ed., 2021) (analyzing the practice of states
turning minority populations into foreigners, thus forcibly rendering them stateless, through case studies of the
Dominican Republic and India). INTRODUCTION The bulk of this scholarship is also not written by legal scholars, leaving the international legal dimensions of
the phenomena somewhat unexplored. For a notable recent exception, see Michelle Foster & Jade Roberts,
Manufacturing Foreigners: The Law and Politics of Transforming Citizens into Migrants, in RESEARCH HANDBOOK
ON THE LAW AND POLITICS OF MIGRATION 218 (Catherine Dauvergne ed., 2021) (analyzing the practice of states
turning minority populations into foreigners, thus forcibly rendering them stateless, through case studies of the
Dominican Republic and India). https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 239 MANUFACTURING STATELESSNESS contingent on the vagaries of bureaucratic decision making. This Article aims to draw the
attention of international legal actors to the ways in which states practice discrimination in
disguise to manufacture statelessness under the shadow of the law and to counter efforts at its
legitimation. g
In doing so, this Article tackles head-on the question posed by the ambitious 2014
#IBelong Campaign on statelessness by the United Nations High Commissioner for
Refugees (UNHCR): what would it take to end statelessness?7 The UNHCR has called state-
lessness an “easily resolvable and preventable issue”8 and has drawn a ten-point action plan to
identify and resolve existing situations of statelessness and prevent future ones from occur-
ring.9 However, as this Article shows, these measures are both too little, and too late. Focused as they are on either inadvertent or overtly discriminatory causes of statelessness,
and on incentivizing states to adopt formal, technical solutions to statelessness, these policy
prescriptions fail to recognize covert state-manufactured statelessness. Even worse, state
responses to some of these international recommendations might render effective statelessness
all the more invisible, in the process exacerbating rather than eliminating statelessness. p
g
g
The Article instead capitalizes on the diffused and infrequent challenges that international
and regional actors––including courts, human rights bodies, and civil society groups––are
beginning to mount in response to the state’s production of statelessness to propose a bolder
and more sustained international legal response. Much like the shape-shifting nature of the
strategies deployed by the state to choreograph statelessness, this new legal roadmap must be
sufficiently crafty and agile to match, and even surpass, states’ creativity. 7 UNHCR, Global Action Plan to End Statelessness, 2014–2024, at https://www.unhcr.org/ibelong/global-
action-plan-2014-2024.
8 UN News, Ending Statelessness “A Matter of Political Will,” Says UN Refugee Agency Chief (Nov. 11, 2020), at
https://news.un.org/en/story/2020/11/1077392.
9 Global Action Plan to End Statelessness, supra note 7. INTRODUCTION The Article thus
seizes on the potential of indirect discrimination as a doctrinal tool to prevent states from
circumventing the prohibition of direct discrimination against categories of individuals
who have a sufficiently close connection to the state by targeting ostensibly “neutral” policies
and practices that amount to systemic discrimination in the production of statelessness. This
tool, however, can only be developed and sharpened if advocates make use of it. Strategic
litigation should be part of a broad-based advocacy strategy that brings statelessness claims
before different international and regional fora––including those that may not issue binding
rulings––with a view to both developing international law norms and empowering domestic
human rights actors. The Article also speaks to the policy dimension of combatting stateless-
ness by urging international development and human rights agencies such as the UNHCR to
be more targeted in advocating for legal identity documentation and registration as stateless-
ness prevention and reduction measures. Recognizing that these measures can do more harm
than good, the Article urges these agencies to scrutinize the legal framework and political con-
ditions within which modern identity management systems are implemented to avoid per-
petuating or expanding existing forms of exclusion. Rather than focusing on the utopian
prospect championed by the UNHCR to end statelessness in a decade, the Article instead
adopts a pragmatic approach that incrementally develops forward-looking ideas, principles,
and tools that can be used by actors in plural and diverse national settings to steadily chip away
at the circumstances in which statelessness can be produced. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 240 Vol. 116:2 This Article proceeds in three Parts. Part I situates the discourse on statelessness within
broader debates relating to international law’s preoccupation with the stability of the interna-
tional legal order, the importance of nationality, and the influence of international human rights
law on issues concerning citizenship. Part II highlights that in addition to cases of manifest ille-
gality, statelessness is manufactured in more subtle, less visible ways through creative techniques
that circumvent international law standards by tampering with ostensibly neutral criteria relevant
to nationality. It uncovers three such criteria that masquerade as unbiased markers for citizenship
acquisition and the concomitant exclusion from its benefits: time,space, and documents. INTRODUCTION Part III
argues that the halting efforts that international actors are beginning to take to arrest statelessness
must be transformed into a bolder legal roadmap with doctrinal, litigation, and policy tools that
are equal to the state’s creative capacity to manufacture statelessness. A brief conclusion follows. I. STATELESSNESS CREEP AND THE LAW This Part unpacks the instability of the international legal discourse on statelessness in
order to set the stage for accurately diagnosing and responding to international law’s blind
spots on statelessness. It traces how the emergence of the nation-state as the predominant
form of political organization transformed statelessness from an ambivalent status that
could be both empowering and disempowering to one of absolute vulnerability. However,
international recognition of this vulnerability was overshadowed by the plight of refugee pop-
ulations during the political upheaval and mass displacements of the mid-twentieth century. As a matter of international legal regulation, statelessness was thus suspended between being
viewed as a problem of reconciling state interests through avoiding conflicts in nationality
laws, or as subsumed within the more capacious framework of refugee law.10 It took contin-
ued political turmoil in the form of state dissolutions, state successions, armed conflicts, and
boundary disputes, for the international legal community to begin to recognize the stateless as
a distinct category in need of international––and not merely domestic––protection. 10 See MIRA L. SIEGELBERG, STATELESSNESS: A MODERN HISTORY (2020) (for a comprehensive analysis of the
historical evolution of the status of statelessness).
11 Id. at 14–15.
12 John Torpey, The Great War and the Birth of the Modern Passport System, in DOCUMENTING INDIVIDUAL
IDENTITY: THE DEVELOPMENT OF STATE PRACTICES IN THE MODERN WORLD 256, 269–70 (Jane Caplan & John
Torpey eds., 2001). 11 Id. at 14–15. A. The Regulation of People Without Countries The emergence of statelessness in the consciousness of the international community is
strongly linked to the rise of protectionism and regulation of human mobility in the wake
of World War I. The war signaled an end to the exceptional movement of labor and capital
fueled by the nineteenth century spirit of internationalism, technological innovation, and lib-
eral capitalism.11 The advent of welfare states in combination with nationalist ideologies
resulted in states drawing ever sharper boundaries between those who were their nation-
als––and thus entitled to the social benefits stemming from political membership––and
non-nationals. Central to this boundary drawing was the question of identification, resulting
in the proliferation of documentation such as passports and identity cards to serve bureau-
cratic needs of migration control and internal administration.12 As Torpey argues, this https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 241 MANUFACTURING STATELESSNESS extraordinary capacity to regulate human mobility through documentary practices was not
merely evidence of the state’s expanding authority, but constitutive of its identity as a state.13 The significance of nationality as a form of identification, and what its absence represented,
must be seen against this evolving interstate order. The end of World War I saw a rise in the
number of claims before domestic courts from individuals seeking to be declared stateless in
order to avoid penalties associated with their designation as enemy aliens during the war. While these claims had previously been treated with ambivalence and even suspicion due
to concerns of national security, courts now began to accord them greater sympathy, spurring
efforts toward the recognition of statelessness as a legally valid category.14 The stateless person
nonetheless continued to be treated as a “res nullius,”15 or a “caput lupinum”16 whose presence
threatened the stability of the post-war international order. As the numbers of stateless per-
sons grew, the question of whether and how their status could be secured on the international
plane gained increasing urgency.17 Mass denationalization of Russians labeled as enemies of
the Bolshevik Revolution coupled with refugee flows from the collapse of the Hapsburg
empire served as a catalyst for the emergence of the League of Nations as a potential
forum for securing the rights of the dispossessed.18 The League was none too keen to assume this mantle, which threatened to destabilize its
carefully constructed boundaries between issues that were within the League’s “international”
mandate, and those that implicated state sovereignty. p
22 Manley O. Hudson, The First Conference for the Codification of International Law, 24 AJIL 447, 450 (1930).
23 Id.; Richard W. Flournoy, Nationality Convention, Protocols and Recommendations Adopted by the First
Conference on the Codification of International Law, 24 AJIL 467, 481–83 (1930). 13 Id. at 270.
14 SIEGELBERG, supra note 10, at 45–46.
15 See GEORG SCHWARZENBERGER, INTERNATIONAL LAW 171 (1949).
16 HERSCH LAUTERPACHT, AN INTERNATIONAL BILL OF THE RIGHTS OF MAN 126 (1945).
17 See 1 LASSA OPPENHEIM, INTERNATIONAL LAW 668 (1955) (stating that, with the loss of the link of nationality,
the stateless had no means of claiming protection under international law).
18 SIEGELBERG, supra note 10, at 65–67.
19 Id. at 68–69.
20 179 LNTS 89, Apr. 13, 1930.
21 179 LNTS 115, Apr. 12, 1930.
22 Manley O. Hudson, The First Conference for the Codification of International Law, 24 AJIL 447, 450 (1930).
23 Id.; Richard W. Flournoy, Nationality Convention, Protocols and Recommendations Adopted by the First
Conference on the Codification of International Law, 24 AJIL 467, 481–83 (1930). 13 Id. at 270. 15 See GEORG SCHWARZENBERGER, INTERNATIONAL LAW 171 (1949). 14 SIEGELBERG, supra note 10, at 45–46. 16 HERSCH LAUTERPACHT, AN INTERNATIONAL BILL OF THE RIGHTS OF MAN 126 (1945). A. The Regulation of People Without Countries It thus pressed for a technical, legal sol-
ution to the status of those without nationality, painting the problem as one of conflict of
nationality laws that could be overcome by harmonization of the diversity of conditions
for naturalization and denaturalization in national legal systems.19 The outcome of these
efforts was the 1930 Hague Conference for the Codification of International Law, which
adopted a Convention on Certain Questions Relating to the Conflict of Nationality
Laws20 and a Protocol Relating to a Certain Case of Statelessness.21 Even though the codification of nationality laws was motivated by the object to “reduce the
number of cases of, if not to abolish, statelessness and multiple nationality,”22 the Convention
and Protocol were regarded by commentators as having achieved fairly little in this respect.23
The provisions on reduction of statelessness were in the nature of “negative” obligations on
states to prevent the loss of nationality rather than positive obligations to grant nationality. Moreover, the instruments mainly targeted statelessness at birth rather than subsequent 21 179 LNTS 115, Apr. 12, 1930. 20 179 LNTS 89, Apr. 13, 1930. 19 Id. at 68–69. 18 SIEGELBERG, supra note 10, at 65–67.
19 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 Vol. 116:2 242 loss of nationality.24 Aware of these limitations, the Conference sought to convey a sense of
urgency to states and to the League to persist in efforts to minimize the problem of stateless-
ness, a call that the League failed to heed.25 Enmeshed as they were in concerns relating to the constitution of the nation-state and the
political division of authority between the domestic and international legal orders, these inter-
national efforts to address the problem of those without nationality viewed the dispossessed
though the lens of state interests.26 The stateless person was a flotsam who posed a problem of
order management and risked exacerbating friction between states. By creating a class of peo-
ple who were “‘gatecrashers’ in the backyards of others,” statelessness posed challenges for
states who were their unwilling recipients and thus prevented from controlling the boundaries
of their membership.27 Seen from this angle, statelessness was “an unfortunate consequence
of public international law’s errors, rather than a phenomenon with its own weight.”28 While
the inter-war period saw increased international attention to statelessness as a problem in its
own right, as the subsequent section shows, the plight of stateless persons came to be over-
shadowed by the more pressing need to respond to another category of dispossessed persons:
refugees. Id.
26 Peter J. Spiro, A New International Law of Citizenship, 105 AJIL 694, 709 (2011).
27 Matthew J. Gibney, Statelessness and Citizenship in Ethical and Political Perspective, in NATIONALITY AND
STATELESSNESS UNDER INTERNATIONAL LAW 44, 49 (Alice Edwards & Laura van Waas eds., 2014).
28 Will Hanley, Statelessness: An Invisible Theme in the History of International Law, 25 EUR. J. INT’L L. 321, 322
(2014).
29 Carol A. Batchelor, Stateless Persons: Some Gaps in International Protection, 7 INT’L J. REFUGEE L. 232, 239
(1995), citing Guy Goodwin-Gill, The Rights of Refugees and Stateless Persons: Problems of Stateless Persons and the
Need for International Measures of Protection, in HUMAN RIGHTS PERSPECTIVE AND CHALLENGES (IN 1990 AND
BEYOND) 378, 389–90 (K. P. Saksena ed., 1994).
30 Arthur K. Kuhn, International Measures for the Relief of Stateless Persons, 30 AJIL 495, 499 (1936).
31 See SIEGELBERG, supra note 10, at 152–54. See generally MICHELLE FOSTER & HÉLÈNE LAMBERT,
S
(
) 24 Paul Weis, The United Nations Convention on the Reduction of Statelessness, 1961, 11 INT’L & COMP. L. Q.
1073, 1074 (1962).
25 30 Arthur K. Kuhn, International Measures for the Relief of Stateless Persons, 30 AJIL 495, 499 (1936).
31 29 Carol A. Batchelor, Stateless Persons: Some Gaps in International Protection, 7 INT’L J. REFUGEE L. 232, 239
(1995), citing Guy Goodwin-Gill, The Rights of Refugees and Stateless Persons: Problems of Stateless Persons and the
Need for International Measures of Protection, in HUMAN RIGHTS PERSPECTIVE AND CHALLENGES (IN 1990 AND
BEYOND) 378, 389–90 (K. P. Saksena ed., 1994). 31 See SIEGELBERG, supra note 10, at 152–54. See generally MICHELLE FOSTER & HÉLÈNE LAMBE
INTERNATIONAL REFUGEE LAW AND THE PROTECTION OF STATELESS PERSONS 23 (2019). Peter J. Spiro, A New International Law of Citizenship, 105 AJIL 694, 709 (2011).
27 Matthew J. Gibney, Statelessness and Citizenship in Ethical and Political Perspective, in NATIONALITY AND
STATELESSNESS UNDER INTERNATIONAL LAW 44, 49 (Alice Edwards & Laura van Waas eds., 2014).
28 Will Hanley, Statelessness: An Invisible Theme in the History of International Law, 25 EUR. J. INT’L L. 321, 322
(2014).
29 Carol A. Batchelor, Stateless Persons: Some Gaps in International Protection, 7 INT’L J. REFUGEE L. 232, 239
(1995)
i i
G
G
d i
Gill Th Ri h
f R f
d S
l
P
P bl
f S
l
P
d h 30 Arthur K. Kuhn, International Measures for the Relief of Stateless Persons, 30 AJIL 495, 499 (1936).
31 See SIEGELBERG, supra note 10, at 152–54. See generally MICHELLE FOSTER & HÉLÈNE LAMBERT,
INTERNATIONAL REFUGEE LAW AND THE PROTECTION OF STATELESS PERSONS 23 (2019) B. Statelessness as the Stepchild to Refugee Status According to Article 1 of the Convention, a stateless person is one “who is not considered
as a national by any State under the operation of its law.”36 Commentators have been critical
of this definition, arguing that what it gains in brevity, it loses in treating nationality as a
purely technical problem and limiting its scope to de jure stateless persons, excluding situa-
tions where an individual is formally a national of a state but this nationality is not effective.37
As the drafting history of the Convention makes clear, however, this was not a question of
oversight, but a deliberate attempt to avoid overlaps between the 1951 Refugee Convention
and the 1954 Statelessness Con ention 38 The emphasis on de jure statelessness and the dis This background is important for understanding the definition of statelessness that was
eventually adopted in the 1954 Convention Relating to the Status of Stateless Persons. According to Article 1 of the Convention, a stateless person is one “who is not considered
as a national by any State under the operation of its law.”36 Commentators have been critical This background is important for understanding the definition of statelessness that was
eventually adopted in the 1954 Convention Relating to the Status of Stateless Persons. According to Article 1 of the Convention, a stateless person is one “who is not considered
as a national by any State under the operation of its law.”36 Commentators have been critical
of this definition, arguing that what it gains in brevity, it loses in treating nationality as a
purely technical problem and limiting its scope to de jure stateless persons, excluding situa-
tions where an individual is formally a national of a state but this nationality is not effective.37
As the drafting history of the Convention makes clear, however, this was not a question of
oversight, but a deliberate attempt to avoid overlaps between the 1951 Refugee Convention
and the 1954 Statelessness Convention.38 The emphasis on de jure statelessness, and the dis-
tinction between de jure statelessness and refugees, was retained in the 1961 Convention on
the Reduction of Statelessness. 32 UN Economic and Social Council (UNESC), Res. 116 D (VI), UN Doc. E/777 (Mar. 1–2, 1948).
33 UN Ad Hoc Committee on Refugees and Stateless Persons, A Study of Statelessness, at 4, 10, UN Doc.
E/1112 (1949); FOSTER AND LAMBERT, supra note 31, at 29.
34 UNESC, Res. 248(IX) (Aug. 6, 1949).
35 FOSTER & LAMBERT, supra note 31, at 36–39.
36 Convention Relating to the Status of Stateless Persons, Art. 1, Sept. 28, 1954, 360 UNTS 117 (hereinafter
1954 Stateless Convention).
37 Batchelor, supra note 29, at 232.
38 Id. at 247–48.
39 Convention on the Reduction of Statelessness, Art. 1, Aug. 30, 1961, 989 UNTS 175.
40 See Laura van Waas, The UN Statelessness Conventions, in NATIONALITY AND STATELESSNESS UNDER
INTERNATIONAL LAW, supra note 27, at 78.
41 See Batchelor, supra note 29, at 246–49. 39 Convention on the Reduction of Statelessness, Art. 1, Aug. 30, 1961, 989 UNTS 175.
40 See Laura van Waas, The UN Statelessness Conventions, in NATIONALITY AND STATELESSNESS UNDER
INTERNATIONAL LAW, supra note 27, at 78.
41 See Batchelor, supra note 29, at 246–49. 37 Batchelor, supra note 29, at 232. 41 See Batchelor, supra note 29, at 246–49. B. Statelessness as the Stepchild to Refugee Status The oft-repeated statement that initially, refugees and stateless persons “walked hand in
hand,” and that the stateless came to be treated as a subset of the refugee population only
after World War II,29 is only partially accurate. Indeed, the inter-war period saw several
attempts to distinguish between the status and needs of the two categories of dispossessed
as exemplified by a 1936 editorial comment in the American Journal of International Law
that distinguished between stateless persons as individuals who had “lost the diplomatic pro-
tection of their national State without acquiring any other national protection” and refugees
who had found asylum in other countries.30 These nuances became difficult to sustain in the face of national laws such as those enacted
by Nazi Germany stripping Jews of their citizenship rights, and subsequently of their nation-
ality.31 By the end of World War II, the growing number and scale of the problem of persons
who could no longer claim the protection of any nation gave fresh impetus to international
efforts to address their status. In 1948, the Economic and Social Council (ECOSOC) charged https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 243 MANUFACTURING STATELESSNESS the UN secretary-general with “undertak[ing] a study of the existing situation in regard to the
protection of stateless persons” and “submit[ting] recommendations to the Council as to the
desirability of concluding a further convention on this subject.”32 The Study reinforced the
notion that the categories of refugees and stateless persons overlapped in large part, focusing as
it did primarily on displaced stateless persons rather than those in situ.33 This Study and
related Memoranda formed the basis for the deliberations of the Ad Hoc Committee on
Statelessness and Related Problems constituted by the ECOSOC.34 Though the Ad Hoc
Committee opted to distinguish between the two categories of persons by proposing a
Draft Convention relating to the Status of Refugees and an attached Protocol Concerning
Stateless Persons, only the former was eventually adopted by the United Nations
Conference of Plenipotentiaries on the Status of Refugees and Stateless Persons in the
form of the Refugee Convention. The Protocol Concerning Stateless Persons was referred
for further study.35 y
This background is important for understanding the definition of statelessness that was
eventually adopted in the 1954 Convention Relating to the Status of Stateless Persons. 38 Id. at 247–48. B. Statelessness as the Stepchild to Refugee Status The 1961 Convention, initially motivated by the objective of
eliminating statelessness, instead dialed this back to the more modest aim of reducing the
number of stateless at birth, later in life, and in the course of state succession.39 Notwithstanding this cautious and pragmatic approach, the Statelessness Conventions
were slow to gain traction, struggling to attract signatories and largely ignored in academic
scholarship for the first four decades of their existence, earning them the moniker of “orphan
conventions.”40 One of the reasons for this international obscurity was the ambiguity sur-
rounding which agency, if any, was responsible for their promotion and enforcement.41
And even though the 1974 Resolution of the General Assembly designated the UNHCR as https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 244 Vol. 116:2 the agency to which individuals who claimed the protection of the 1961 Convention could
apply for assistance, the UNHCR did little to pursue this mandate until the 1990s.42 Thus, beginning in the mid-twentieth century, the issue of statelessness came to be con-
signed to obscurity and was addressed only as an afterthought to the more urgent problem of
refugees. This posture has only recently changed, in large part due to the UNHCR’s expanded
mandate to actively promote accession to the Statelessness Conventions and provide technical
assistance to states in drafting and implementing nationality legislation.43 The UNHCR has
achieved considerable success in its advocacy efforts for the former goal, registering a steady
uptick in state accessions to the Conventions.44 In addition, it has made important headway
in providing technical guidance and advice to states on statelessness by developing guidance
on important doctrinal issues, including the definition of stateless persons, stateless determi-
nation procedures, the status of stateless persons in the domestic system, and prevention of
child statelessness.45 It has also worked with a variety of actors on standard setting on nation-
ality issues, played a seminal role in collecting data on and raising awareness of the problems
faced by stateless persons, helped states to develop and reform their nationality legislation, and
sought to promote birth registration and acquisition of identity documentations.46 Even though the UNHCR’s recent work demonstrates an awareness of the limitations of a
framework oriented to formal, technical solutions for addressing statelessness, it nonetheless
exhibits a reluctance to test the boundaries of sovereignty over nationality issues. 45 UNHCR, Guidelines on Statelessness No. 1: The Definition of “Stateless Person” in Article 1(1) of the 1954
Convention Relating to the Status of Stateless Persons, HCR/GS/12/01 (Feb. 20, 2012); UNHCR, Guidelines on
Statelessness No. 2: Procedures for Determining Whether an Individual Is a Stateless Person, HCR/GS/12/02
(Apr. 5, 2012); UNHCR, Guidelines on Statelessness No. 3: The Status of Stateless Persons at the National
Level, HCR/GS/12/03 (July 17, 2012); UNHCR, Guidelines on Statelessness No. 4: Ensuring Every Child’s
Right to Acquire a Nationality Through Articles 1–4 of the 1961 Convention on the Reduction of
Statelessness, HCR/GS/12/04 (Dec. 21, 2012). 42 GA Res. 3274(XXIX) (Dec. 10, 1974); GA Res. 31/36 (Nov. 30, 1976). See van Waas, supra note 40, at 78.
43 GA Res. 50/152 (Feb. 9, 1996).
44 See the status at https://treaties.un.org/pages/Home.aspx?clang¼_en. As of early 2021, the 1954 Convention
has ninety-five parties and twenty-three signatories, whereas the 1961 Convention has seventy-six parties and five
signatories.
45 UNHCR, Guidelines on Statelessness No. 1: The Definition of “Stateless Person” in Article 1(1) of the 1954
Convention Relating to the Status of Stateless Persons, HCR/GS/12/01 (Feb. 20, 2012); UNHCR, Guidelines on
Statelessness No. 2: Procedures for Determining Whether an Individual Is a Stateless Person, HCR/GS/12/02
(Apr. 5, 2012); UNHCR, Guidelines on Statelessness No. 3: The Status of Stateless Persons at the National
Level, HCR/GS/12/03 (July 17, 2012); UNHCR, Guidelines on Statelessness No. 4: Ensuring Every Child’s
Right to Acquire a Nationality Through Articles 1–4 of the 1961 Convention on the Reduction of
Statelessness, HCR/GS/12/04 (Dec. 21, 2012).
46 See Mark Manly, UNHCR’s Mandate and Activities to Address Statelessness, in NATIONALITY AND STATELESSNESS
UNDER INTERNATIONAL LAW, supra note 27, at 88, 97–113.
47 UNHCR HANDBOOK, supra note 5, para. 1.
48 Id., para. 7, n. 4. 46 See Mark Manly, UNHCR’s Mandate and Activities to Address Statelessness, in NATIONALITY AND STATELESSN
UNDER INTERNATIONAL LAW, supra note 27, at 88, 97–113.
4 42 GA Res. 3274(XXIX) (Dec. 10, 1974); GA Res. 31/36 (Nov. 30, 1976). See van Waas, supra note 40, at 78.
43 GA Res. 50/152 (Feb. 9, 1996).
44 See the status at https://treaties.un.org/pages/Home.aspx?clang¼_en. As of early 2021, the 1954 Convention
has ninety-five parties and twenty-three signatories, whereas the 1961 Convention has seventy-six parties and five
signatories.
45 p
47 UNHCR HANDBOOK, supra note 5, para. 1.
48 Id., para. 7, n. 4. 42 GA Res. 3274(XXIX) (Dec. 10, 1974); GA Res. 31/36 (Nov. 30, 1976). See van Waas, supra note 40, at 78.
43 GA Res. 50/152 (Feb. 9, 1996).
44 S
h
h
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i
/
/H
? l
A
f
l 2021 h 1954 C
i 44 See the status at https://treaties.un.org/pages/Home.aspx?clang¼_en. As of early 2021, the 1954 Conven
has ninety-five parties and twenty-three signatories, whereas the 1961 Convention has seventy-six parties and
signatories.
45 43 GA Res. 50/152 (Feb. 9, 1996).
44 C. The Human Rights Turn in Statelessness C. The Human Rights Turn in Statelessness While state sovereignty over nationality matters continues to pose a challenge for the inter-
national regulation of statelessness, in the past few decades, two developments in interna-
tional law jurisprudence and scholarship have made incursions into this sovereign space:
the first seeks to close the gap between rights accorded to nationals and non-nationals
while the second emphasizes the limits set by international law to state control over
nationality. The distinction between the treatment of nationals and non-nationals when it comes to
human rights has been questioned by scholars who proclaim the universality of human rights. Decoupling the possession of rights from citizenship status, they argue that one’s status as a
human being is the only requirement for entitlement to human rights, even though the
implementation of these rights requires governmental action at the national level.49 This
view finds some recognition in both international human rights instruments as well as the
Statelessness Conventions, which minimize the importance of nationality.50 While these pro-
visions go some way in addressing the rights deprivations experienced by stateless persons,
they are nonetheless not a substitute for the right to nationality. The second, more ambitious, development in international law is the shift from conceiving
of nationality in terms of state capacity to control the boundaries of its membership to an
individual’s right to citizenship.51 This reconceptualization, which Peter J. Spiro labels the
“new international law of citizenship,” is the result of the convergence of legal trends seen
across a range of treaty instruments, international tribunals, international and regional orga-
nizations, and state practice. In the context of statelessness, the most significant developments
relate to greater scrutiny and, in some cases, overruling, of state measures relating to legal and
administrative restrictions on acquisition of nationality, in particular in situations of state suc-
cession, and the prohibition of discrimination in access to citizenship.52 There is, however,
significant diversity on how the different human rights “regimes” choose to frame the issue of
statelessness, which is typically contingent on the narrow focus of the regime. And the regimes
themselves remain underdeveloped in important respects and leave much to state discretion. 50 Id. at 249–50. For example, Article 4 of the 1954 Stateless Convention enjoins states to grant lawfully res-
ident stateless persons rights that are equivalent to nationals in certain respects such as religion, access to elemen-
tary education, and public relief.
51 52 See id. at 721–22. 51 See Spiro, supra note 26, at 695–96. 49 See David Weissbrodt & Clay Collins, The Human Rights of Stateless Persons, 28 HUM. RTS. Q. 245, 248–49
(2006).
50 Id. at 249–50. For example, Article 4 of the 1954 Stateless Convention enjoins states to grant lawfully res-
ident stateless persons rights that are equivalent to nationals in certain respects such as religion, access to elemen-
tary education, and public relief.
51 See Spiro, supra note 26, at 695–96.
52 See id. at 721–22.
53 James G. Devaney, What Happens Next? The Law of State Succession, 1, 19 (GCILS Working Paper, No. 6,
Nov. 2020). 49 See David Weissbrodt & Clay Collins, The Human Rights of Stateless Persons, 28 HUM. RTS. Q. 245, 248
(2006).
50 d
4
l
l 4 f h
4
l
l
f ll B. Statelessness as the Stepchild to Refugee Status Thus, for
instance, while the 2014 UNHCR Handbook on Protection of Stateless Persons recognizes
that statelessness does not only occur in the context of migration but also in situ, it treats the
latter as “often the result of problems in the framing and implementation of nationality
laws.”47 Similarly, in elaborating on the meaning of when an individual is “not considered
as a national by any State under the operation of its law” for the purposes of Article 1 of
the 1954 Convention, the Handbook endorses an understanding of de facto statelessness as
referring to individuals outside the country of their nationality who cannot avail themselves of
its diplomatic protection notwithstanding that “some participants [in the UNHRC’s 2010
expert consultation] were of the view that a person’s nationality could be ineffective inside
as well as outside of his or her country of nationality.”48 Moreover, as this Article goes on
to discuss in Part III, some of the UNHCR’s proposed actions to eliminate statelessness, https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 245 MANUFACTURING STATELESSNESS such as identity registration and documentation drives, may unwittingly exacerbate rather
than reduce the incidence of statelessness. such as identity registration and documentation drives, may unwittingly exacerbate rather
than reduce the incidence of statelessness. 49 See David Weissbrodt & Clay Collins, The Human Rights of Stateless Persons, 28 HUM. RTS. Q. 245, 248–49
(2006).
50 Id. at 249–50. For example, Article 4 of the 1954 Stateless Convention enjoins states to grant lawfully res-
ident stateless persons rights that are equivalent to nationals in certain respects such as religion, access to elemen-
tary education, and public relief.
51 See Spiro supra note 26 at 695–96 54 See Andreas Zimmermann, State Succession and the Nationality of Natural Persons – Facts and Possible
Codification, in LA
SUCCESSION
D’ÉTATS:
LA
CODIFICATION
À
L’ÉPROUVE
DES
FACTS/STATE SUCCESSION:
CODIFICATIONS TESTED AGAINST THE FACTS 612, 659–61 (Pierre Michel Eisemann & Martti Koskenniemi eds.,
2000) (surveying state practice and evidence of customary international law on the question of conferral of nation-
ality and obligation to avoid statelessness in the context of state succession). 55 See Jeffrey L. Blackman, State Successions and Statelessness: The Emerging Right to an Effective Nationality
Under International Law, 19 MICH. J. INT’L L. 1141, 1164–94 (1998) (for an excellent overview of these
developments).
56 56 European Convention on Nationality, Art. 18(2), Nov. 6, 1997, 37 ILM 44; Council of Europe Convention
on the Avoidance of Statelessness in relation to State Succession, Arts. 5–6, May 19, 2006, ETS No. 200,
Explanatory Report, para. 19. 7 International Law Commission, Draft Articles on Nationality of Natural Persons in Relation to the
cession of States, UN Doc. A/54/10 (Apr. 3, 1999). 58 Ineta Ziemele, State Succession and Issues of Nationality and Statelessness, in NATIONALITY AND STATELESSNESS
UNDER INTERNATIONAL LAW, supra note 27, at 217, 229. 61 International Convention on the Elimination of All Forms of Racial Discrimination, Mar. 7, 1966,
UNTS 195. 60 Michelle Foster & Timnah Rachel Baker, Racial Discrimination in Nationality Laws: A Blindspot of
International Law?, 11 COLUM. J. RACE & L. 83, 90–91 (2021).
61 See Andreas Zimmermann, State Succession and the Nationality of Natural Persons – Facts and Possible
Codification, in LA
SUCCESSION
D’ÉTATS:
LA
CODIFICATION
À
L’ÉPROUVE
DES
FACTS/STATE SUCCESSION:
CODIFICATIONS TESTED AGAINST THE FACTS 612, 659–61 (Pierre Michel Eisemann & Martti Koskenniemi eds.,
2000) (surveying state practice and evidence of customary international law on the question of conferral of nation-
ality and obligation to avoid statelessness in the context of state succession).
55 See Jeffrey L. Blackman, State Successions and Statelessness: The Emerging Right to an Effective Nationality
Under International Law, 19 MICH. J. INT’L L. 1141, 1164–94 (1998) (for an excellent overview of these
developments).
56 European Convention on Nationality, Art. 18(2), Nov. 6, 1997, 37 ILM 44; Council of Europe Convention
on the Avoidance of Statelessness in relation to State Succession, Arts. 5–6, May 19, 2006, ETS No. 200,
Explanatory Report, para. 19.
57 International Law Commission, Draft Articles on Nationality of Natural Persons in Relation to the
Succession of States, UN Doc. A/54/10 (Apr. 3, 1999).
58 Ineta Ziemele, State Succession and Issues of Nationality and Statelessness, in NATIONALITY AND STATELESSNESS
UNDER INTERNATIONAL LAW, supra note 27, at 217, 229.
59 ILC Draft Articles, supra note 57, Art. 4.
60 Michelle Foster & Timnah Rachel Baker, Racial Discrimination in Nationality Laws: A Blindspot of
International Law?, 11 COLUM. J. RACE & L. 83, 90–91 (2021).
61 International Convention on the Elimination of All Forms of Racial Discrimination, Mar. 7, 1966, 660
UNTS 195. C. The Human Rights Turn in Statelessness For example, while there have been significant developments in the international law of
state succession that seek to avoid statelessness, there is lack of clarity on the exact content
of state obligations in this respect, leading one commentator to remark “[i]f the law of
state succession in respect of treaties is the most well-developed area of the law of state suc-
cession, the nationality of persons is a strong contender for being the least well-developed.”53 3 James G. Devaney, What Happens Next? The Law of State Succession, 1, 19 (GCILS Working Paper, No. 6,
v. 2020). https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 59 ILC Draft Articles, supra note 57, Art. 4. THE AMERICAN JOURNAL OF INTERNATIONAL LAW It is worth noting that––not-
withstanding discrimination having been recognized as both a cause and a consequence of
statelessness––unlike gender discrimination and statelessness of children, statelessness on
account of racial discrimination is not at the forefront of international initiatives such as
the UNHCR’s #IBelong campaign aiming to eliminate statelessness by 2024.60 This is in
part due to the wording of the 1966 International Convention on the Elimination of All
Forms of Racial Discrimination.61 Though Article 5(iii)(d) of the Convention explicitly pro-
hibits discrimination with respect to a right to nationality, its scope is limited by operation of
Article 1(2), which excludes from the Convention’s ambit distinctions between nationals and
non-nationals and Article 1(3), which affirms that “[n]othing in this Convention may be
interpreted as affecting in any way the legal provisions of States Parties concerning nationality, https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 247 MANUFACTURING STATELESSNESS citizenship or naturalization, provided that such provisions do not discriminate against any
particular nationality.” The net effect is that while states may not discriminate internally
between citizens on the basis of race, they are nonetheless not constrained from having racial
criteria for acquisition of nationality in the first place.62 Nor are they prevented from enacting
laws that target multiple nationalities rather than one particular nationality.63 g
p
p
y
The monitoring body for the Convention—the Committee on the Elimination of Racial
Discrimination—has also historically been reluctant to interfere with naturalization laws.64
In more recent years, however, it has adopted a more aggressive stance as exemplified in its
2004 General Recommendation Thirty, which enjoins states to ensure that “particular
groups of non-citizens are not discriminated against with regard to access to citizenship or
naturalization, and to pay due attention to possible barriers to naturalization that may
exist for long-term or permanent residents.” States are reminded that “deprivation of citizen-
ship on the basis of race, colour, descent, or national or ethnic origin is a breach of States
parties’ obligations to ensure non-discriminatory enjoyment of the right to nationality.”65 However, notwithstanding this statement of principles, in practice, the Committee has not
always been consistent in its willingness to call out and condemn discriminatory laws on
nationality.66 Surveying the Committee’s observations on individual country reports over a
period of thirty years, Foster and Baker conclude that, with few exceptions, the Committee
generally uses “soft” language to evaluate discriminatory laws when it comes to state denial of
nationality, reserving the stronger language of breach for nationality deprivations and with-
drawals.67 There is also no overarching analysis of the relationship between Article 5(iii)(d)
and Article 1(3), leaving it open to states to rely on the latter as excluding the Convention’s
application to acquisition of nationality.68 In contrast to the relatively weak international legal framework, some of the most signifi-
cant legal efforts in cabining state discretion over nationality—and in the process, addressing
statelessness as a matter of international concern—can be seen at the regional level. THE AMERICAN JOURNAL OF INTERNATIONAL LAW THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 246 There is no multilateral treaty or clear customary international law imposing binding obliga-
tions on states with respect to conferral of nationality and avoidance of statelessness in the
context of state succession.54 However, there have been important regional initiatives to cod-
ify and develop the international law on this issue, in particular in Europe, in the form of the
1997 European Convention on Nationality and the 2006 Council of Europe Convention on
the Avoidance of Statelessness in relation to State Succession.55 These instruments nonethe-
less give states ample discretion as to the procedure for granting nationality.56 A parallel international effort is the International Law Commission’s (ILC) 1999 Articles
on Nationality of Natural Persons in relation to the Succession of States.57 The Articles pro-
vide progressive principles for the attribution of nationality on various grounds, whereby,
among others, those with “habitual residence” in the state affected by state succession acquire
the nationality of the successor state.58 However, the Articles ultimately refrain from impos-
ing concrete obligations on states, only urging states to take “all reasonable measures” to avoid
persons becoming stateless as a result of state succession.59 And despite this cautious
approach, the Articles have not led to the conclusion of a binding multilateral instrument. pp
g
Another area in which the international law framework governing statelessness is progres-
sively gathering pace, but nonetheless contains some ambiguity and loopholes, relates to
non-discrimination in the context of nationality acquisition. 69 See, e.g., The Girls Yean v. Dominican Republic, Preliminary Objections, Merits, Reparations and Costs,
Judgment, Inter-Am. Ct. H.R. (ser. C) No. 130 (Sept. 8, 2005); Expelled Dominicans and Haitians v. Dominican
Republic, Preliminary Objections, Merits, Reparations and Costs, Judgment, Inter-Am. Ct. H.R. (ser. C) No. 282
(Aug. 28, 2014); Anudo v. Tanzania, Decision, African Court on Human and Peoples’ Rights [2108] AFCHPR 5
(Mar. 22, 2018); Penessis v. Tanzania, Decision, African Court on Human and Peoples’ Rights [2109] AFCHPR 8
(Nov. 28, 2019). 63 Foster & Baker, supra note 60, at 87.
64 62 See Spiro, supra note 26, at 716.
63 Foster & Baker, supra note 60, at 87.
64 See Drew Mahalic & Joan Gambee Mahalic, The Limitation Provisions of the International Convention on the
Elimination of All Forms of Racial Discrimination, 9 HUM. RTS. Q. 74, 79, 82 (1987).
65 Comm. on Elimination Racial Discrimination, General Recommendation Thirty, on Discrimination
Against Non-citizens, paras. 13–14, UN Doc. HRI/GEN/1/Rev.7/Add.1 (May 4, 2005). See also PATRICK
THORNBERRY, THE INTERNATIONAL CONVENTION
ON
THE ELIMINATION
OF ALL FORMS
OF RACIAL
DISCRIMINATION: A COMMENTARY 146 (2016).
66 Foster & Baker, supra note 60, at 116.
67 Id. at 118–123.
68 Id. at 124–26.
69 See, e.g., The Girls Yean v. Dominican Republic, Preliminary Objections, Merits, Reparations and Costs,
Judgment, Inter-Am. Ct. H.R. (ser. C) No. 130 (Sept. 8, 2005); Expelled Dominicans and Haitians v. Dominican
Republic, Preliminary Objections, Merits, Reparations and Costs, Judgment, Inter-Am. Ct. H.R. (ser. C) No. 282
(Aug. 28, 2014); Anudo v. Tanzania, Decision, African Court on Human and Peoples’ Rights [2108] AFCHPR 5
(Mar. 22, 2018); Penessis v. Tanzania, Decision, African Court on Human and Peoples’ Rights [2109] AFCHPR 8
(Nov. 28, 2019). 67 Id. at 118–123. 64 See Drew Mahalic & Joan Gambee Mahalic, The Limitation Provisions of the International Convention on the
Elimination of All Forms of Racial Discrimination, 9 HUM. RTS. Q. 74, 79, 82 (1987). 68 Id. at 124–26. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 65 Comm. on Elimination Racial Discrimination, General Recommendation Thirty, on Discrimination
Against Non-citizens, paras. 13–14, UN Doc. HRI/GEN/1/Rev.7/Add.1 (May 4, 2005). See also PATRICK
THORNBERRY, THE INTERNATIONAL CONVENTION
ON
THE ELIMINATION
OF ALL FORMS
OF RACIAL
DISCRIMINATION: A COMMENTARY 146 (2016).
66 62 See Spiro, supra note 26, at 716.
63 66 Foster & Baker, supra note 60, at 116. p
64 See Drew Mahalic & Joan Gambee Mahalic, The Limitation Provisions of the International Convention on the
Elimination of All Forms of Racial Discrimination, 9 HUM. RTS. Q. 74, 79, 82 (1987).
65 Comm. on Elimination Racial Discrimination, General Recommendation Thirty, on Discrimination
Against Non-citizens, paras. 13–14, UN Doc. HRI/GEN/1/Rev.7/Add.1 (May 4, 2005). See also PATRICK
THORNBERRY, THE INTERNATIONAL CONVENTION
ON
THE ELIMINATION
OF ALL FORMS
OF RACIAL
DISCRIMINATION: A COMMENTARY 146 (2016).
66 F
t
& B k
p
t 60
t 116 70 BRONWEN MANBY, CITIZENSHIP IN AFRICA: THE LAW OF BELONGING 193 (2018).
71 BRONWEN MANBY, NATIONALITY, MIGRATION AND STATELESSNESS IN WEST AFRICA: A STUDY FOR UNHCR AND
IOM 21 (2015), available at https://www.refworld.org/docid/55b886154.html.
72 See UNHCR, Background Note on Gender Equality, Nationality Laws and Statelessness 2018 (Mar. 8,
2018), available at https://www.refworld.org/docid/5aa10fd94.html.
73 See generally Thomas McGee, “Rainbow Statelessness”––Between Sexual Citizenship and Legal Theory:
Exploring the Statelessness-LGBTQ+ Nexus, 2 STATELESSNESS & CITIZENSHIP REV. 64, 80–84 (2020). THE AMERICAN JOURNAL OF INTERNATIONAL LAW The Inter-
American Court of Human of Rights (IACtHR) and the African Court on Human and
Peoples’ Rights (AfCHPR) have elected to take a progressively bold stance in this respect,
with important pronouncements of general international law principles governing state obli-
gations in respect of statelessness.69 These judgments, however, are highly fact-specific and 67 Id. at 118–123. 6 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 248 primarily focus on state laws and practices relating to deprivation of nationality rather than
laws that limit the acquisition of nationality in the first place. Further, as the Article discusses
in Part II, these examples of successful supranational litigation represent only a fraction of the
strategies that states use to manufacture statelessness in the shadow of the law. Nonetheless, as
Part II will show, this emerging regional jurisprudence and other forms of international legal
mobilization provides a useful lens for analyzing the ways in which supranational and inter-
national institutions––both formal and informal––are beginning to challenge state discretion
over questions of nationality and the statelessness that can follow in its wake. International law’s uneasy relationship with and response to the notion of statelessness sits
at the confluence of shifting conceptions of state sovereignty, political membership, and the
boundaries between the international and domestic legal orders. Wary of trespassing into the
sovereign space, international laws, institutions, and actors have variously sought to frame
statelessness as a technical, legal problem that can be addressed through avoiding conflicts
in nationality laws, as the handmaiden to refugee law, or as a highly fact-specific evaluation
that is directed toward preventing loss of nationality, once acquired, rather than dictating who
gets to be a national in the first place. The next Part shows this framework is at best only
partially capable of, and at worst counterproductive for, resolving cases of statelessness that
are not a result of incompetence, oversight, or error, but flow from the intentional exercise of
state power. II. STRATEGIC STATELESSNESS The increasingly emboldened stance that international and regional bodies are willing to
take to circumscribe states’ ability to set the terms of their political membership is largely pre-
mised on the belief that statelessness is a product of manifest illegality. To be sure, there are
certainly instances, both in the distant past, and also more recently, where states have enacted
nationality laws that are blatantly discriminatory or involve mass denationalization. These
include well-known cases such as the disenfranchisement and effective loss of nationality
of German Jews during the Nazi era to less familiar situations that are closer in time, such
as the Sierra Leonean and Liberian nationality laws that restrict citizenship by birth or descent
to particular racial groups.70 This overt racial discrimination can result in statelessness for
those who do not have access to another nationality.71 y
Additionally, a substantial number of countries retain nationality laws that explicitly dis-
criminate on grounds of gender, for example, by preventing women from passing on their
nationality to their children. A child who is unable to acquire the nationality of the other
parent risks being rendered stateless.72 Children of same-sex couples may likewise find them-
selves at risk of statelessness due to discriminatory laws and practices concerning the recog-
nition of LGBTIQþ partnerships and legal parentage rights.73 In the European context, for https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 249 example, advocates have highlighted the problems in civil registration and recognition of legal
parenthood in the country of nationality of one or both parents in a same-sex couple, leading
to difficulties in acquisition of identity documents and nationality by the child, an issue that is
the subject of recent litigation before the Court of Justice of the European Union.74 Such transparently discriminatory laws are, however, relatively uncommon and represent
one extreme of the spectrum of measures through which states may produce statelessness. Statelessness may also be manufactured in more subtle, less visible ways—increasingly, states
rely on more creative techniques to circumvent international law standards, including norms
on non-discrimination, by tampering with “neutral” criteria that are relevant to nationality
and its absence. This Part uncovers three such criteria that masquerade as unbiased markers
for citizenship acquisition and the concomitant exclusion from its benefits: time, space, and
documents. 74 See V.M.A. v. Stolichna Obsthina, Rayon “Pancharevo,” Case No. C-490/20, Grand Chamber Judgment
(Dec. 14, 2021); Patricia Cabral, Protecting the Right to a Nationality for Children of Same-Sex Couples in the EU – A
Key Issue Before the CJEU in V.M.A. v. Stolichna Obsthina (C-490/20), EUR. NETWORK STATELESSNESS BLOG (Feb.
3, 2021), at https://www.statelessness.eu/updates/blog/protecting-right-nationality-children-same-sex-couples-
eu-key-issue-cjeu-vma-v. 75 For instance, while the situation of the Palestinians has been described as one of the “most widely known
situations of statelessness in the world,” the Article does not use this as a case study since it cannot easily be sep-
arated from the larger question of Palestinian statehood, which is beyond the scope of the Article. The situation is
equally complex from the point of view of international regulation, where the UN Reliefs and Works Agency
(UNRWA) established with a mandate to assist “Palestinian Refugees” may also include stateless Palestinians in
certain cases. For a detailed analysis, see INSTITUTE ON STATELESSNESS AND INCLUSION, THE WORLD’S STATELESS
127–132 (2014). Similarly, the Article does not address issues of statelessness that are inextricably linked to
the contested international legal status of the putative country of nationality, as is the case for the UN-listed
non-self-governing territory of Western Sahara. As Manby notes, the absence of UN recognition of Morocco
as the administering power coupled with the limited international recognition of the Sahrawi Arab Democratic
Republic as an independent state has resulted in a “nationality vacuum” for the Sahrawis. Nevertheless, some states
consider persons of Sahrawi origin who cannot be attributed with Moroccan nationality to be stateless. See
Bronwen Manby, Nationality and Statelessness Among Persons of Western Saharan Origin, 34 J. IMMIGRATION,
ASYLUM & NATIONALITY L. 9, 25–29 (2020). 6 See Carol Batchelor, Assessment of the #IBelong Campaign Mid-point and the High-Level Segment on
elessness, 1 STATELESSNESS & CITIZENSHIP REV. 307–08 (2019). II. STRATEGIC STATELESSNESS Drawing on concrete country-specific examples, it illustrates how statelessness as
statecraft involves the use and misuse of legal fictions that exploit the disjunction between the
physical or factual reality of these elements, their subjective experience, and their legal
interpretation. It is worth stressing that these illustrative cases, which encompass familiar as well as more
obscure situations of statelessness, are intended to highlight the ubiquity of the phenomenon
across different regions of the world and do not in any way exhaust the universe of state man-
ufactured statelessness.75 Indeed, as various international actors as well as the scholarly liter-
ature on statelessness note, the UNHCR’s statistical count of 3.9 million stateless individuals
around the world is likely to be a vast underestimate given that many statelessness people live
in the shadows and most states do not have designated statelessness determination proce-
dures.76 It is also for this reason that I include cases of both de jure and de facto statelessness:
the shape-shifting character of the techniques that are used to produce statelessness means
that there is often a deliberate blurring of the different forms of statelessness in state practice
that make it all the more difficult for domestic as well as international institutions, processes,
and actors to respond to statelessness as statecraft. States may also toggle between, or simul-
taneously adopt, different strategies to choreograph and sustain statelessness. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 250 Vol. 116:2 While international legal efforts to counter this strategic production of statelessness have
been diffused and infrequent, the examples in this Part have also been chosen to capture
instances where international legal actors are beginning to mount challenges that have
been partially successful in asserting limits to the state’s prerogative to engage in statelessness
production. These halting efforts, as Part III will go on to discuss, must be transformed into a
bolder and more comprehensive international legal response to statelessness creep. A. Statelessness and Time Governance scholars have remarked on the nation-state “as an unexceptional container of
time, as of space. States govern through temporal devices and rationalities, including censuses
and other surveys, qualification periods for everything from citizenship to bus passes.”77
Marking, measuring, and assigning political value to durational time—the ostensibly neutral
and universal time of clocks and calendars—is intrinsic to the structuring and distribution of
political power in liberal democracies.78 This political time is used to “carve sovereign bound-
aries around citizenries, as a means for measuring qualitative attributes of citizens, and for
political exchange value through which amounts of time are demanded of individuals in
exchange for rights.”79 The state’s capacity to suspend, contract, expand, and accelerate dura-
tional time gives it the superpower to create and erase political membership not through the
messy business of moving populations or physical boundaries, but through manipulating its
counting of the abstract unit of time. 81 See Rainer Obliger, Ius Sanguinis, in 1 IMMIGRATION AND ASYLUM: FROM 1900 TO THE PRESENT 342, 342–46
(Matthew J. Gibney & Randall Hansen eds., 2005).
82 NOORA LORI, OFFSHORE CITIZENS: PERMANENT TEMPORARY STATUS IN THE GULF 94 (2019). 77 Melanie Griffiths, Ali Rogers & Bridget Anderson, Migration, Time, and Temporalities: Review and Prospects
(COMPAS Research Resources Paper, Mar. 2013).
78 ELIZABETH F. COHEN, THE POLITICAL VALUE OF TIME: CITIZENSHIP, DURATION, AND DEMOCRATIC JUSTICE 1–4
(2018).
79 80 Id. at 5. 79 Id. at 25. 77 Melanie Griffiths, Ali Rogers & Bridget Anderson, Migration, Time, and Temporalities: Review and Prospects
(COMPAS Research Resources Paper, Mar. 2013).
78 ELIZABETH F. COHEN, THE POLITICAL VALUE OF TIME: CITIZENSHIP, DURATION, AND DEMOCRATIC JUSTICE 1–4
(2018).
79 Id. at 25.
80 Id. at 5.
81 See Rainer Obliger, Ius Sanguinis, in 1 IMMIGRATION AND ASYLUM: FROM 1900 TO THE PRESENT 342, 342–46
(Matthew J. Gibney & Randall Hansen eds., 2005).
82 NOORA LORI, OFFSHORE CITIZENS: PERMANENT TEMPORARY STATUS IN THE GULF 94 (2019). 1. Freezing Time State formation is an act inscribed not only in space but also in time: the physical bound-
aries of a state at the time of its founding often also simultaneously dictate who will be con-
sidered its citizens by demanding certain relationships between the individual and their
physical location at a particular moment in time. In the words of Elizabeth Cohen, the tem-
poral boundaries of state formation highlight how an individual’s rights in relation to the state
are not merely a function of who and where they are, but equally, when they happen to be
there.80 The widespread temporal device of “zero option rules” acts as a sorting mechanism
for differentiating between members of the polity and foreign others by specifying a cut off
point for residence or physical presence on the territory that entitles one to citizenship.81
While facially neutral, by demarcating and freezing a population that is labeled as “native”
on a certain date or dates, temporal deadlines can be used strategically by states to shape
the ethnic, racial, religious, and linguistic composition of their population and create a
class of quasi-citizens and stateless persons.82 Like time itself, this act of boundary drawing https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 251 is both backward and forward looking: temporal boundaries can harken back to a primordial
vision of an original, true population to which the state seeks to return itself. They can signal a
deliberate and violent break from the past where the population of the future is no longer
shaped in the image of the past. 83 See COHEN, supra note 78, at 43.
84 Nida M. Gelazis, The European Union and the Statelessness Problem in the Baltic States, 6 EUR. J. MIGRATION &
L. 225, 228–34 (2004).
85 Priit Järve & Vadim Poleshchuk, Country Report: Estonia, EUDO CITIZENSHIP OBSERVATORY 1 (2013), available
at
https://cadmus.eui.eu/bitstream/handle/1814/19611/RSCAS_EUDO_CIT_2013_6.pdf?sequence¼3&is
Allowed¼y.
86 See Kristine Krūma, Country Report on Citizenship Law: Latvia, EUDO CITIZENSHIP OBSERVATORY 6–7
(2015), available at http://hdl.handle.net/1814/34481.
87 Gelazis, supra note 84, at 234–36.
88 Vello Pettai & Klara Hallik, Understanding Processes of Ethnic Control: Segmentation, Dependency and Co-opta-
tion in Post-communist Estonia, 8 NATIONS AND NATIONALISM 505, 510–11 (2002).
89 Järve & Poleshchuk, supra note 85, at 13.
90 See Dimitry Kochenov, EU Influence on the Citizenship Policies of the Candidate Countries: The Case of the
Roma Exclusion in the Czech Republic, 3 J. CONTEMP. EUR. RES. 124, 139 (2007). 0 See Dimitry Kochenov, EU Influence on the Citizenship Policies of the Candidate Countries: The Case of the
ma Exclusion in the Czech Republic, 3 J. CONTEMP. EUR. RES. 124, 139 (2007). 83 See COHEN, supra note 78, at 43. 8 Vello Pettai & Klara Hallik, Understanding Processes of Ethnic Control: Segmentation, Dependency and Co-opta-
in Post-communist Estonia, 8 NATIONS AND NATIONALISM 505, 510–11 (2002). 6 See Kristine Krūma, Country Report on Citizenship Law: Latvia, EUDO CITIZENSHIP OBSERVATORY 6–7
15), available at http://hdl.handle.net/1814/34481. 1. Freezing Time 116:2 of entry into the EU and NATO.91 International pressure to resolve the situation of non-cit-
izens in the two countries has since ceased—arguably because this would involve international
actors admitting their own failures and oversights92—and the issue has been relegated to
domestic politics, where this class of non-citizens has gradually acquired greater rights and
privileges that nonetheless stop short of full citizenship.93 As Estonian and Latvian cases show, zero-options rules that are argued to be part of the
decolonization process present a particularly challenging case for addressing the statelessness
that follows. From Asia to Africa to Latin America, newly independent states have inherited
artificial borders that were put in place by colonial powers. These state boundaries were
imposed in disregard of pre-existing geopolitical realities, arbitrarily grouping together peo-
ples from diverse communities within a single territorial state and simultaneously dividing
political, cultural, religious, and ethnic polities into separate territorial units.94 The legacy
of these colonial boundaries lives on in the ways in which nationality is conceived and trans-
mitted in post-colonial states, putting certain groups at risk of statelessness. In the UAE, for
instance, the 1971 law of citizenship has sought to limit UAE citizenship to persons who can
trace their ancestry to the 1925 Arab tribes documented by the British census, requiring non-
Arab minorities such as Persians, East Africans, and South Asians to undergo naturalization
and resulting in a limbo population that is not counted as citizens even if their families have
been settled in the country for generations.95 y
g
The invocation of temporal deadlines to resolve contestations over which groups are enti-
tled to membership in newly formed and modernizing nations has been particularly fraught in
the African context. Notwithstanding the egregious colonial drawing of the political map in
Africa, African states elected to preserve the borders in place at the time of their independence
through the Organization of African Unity’s 1964 Cairo Declaration on Border Disputes
Among African States, affirming Member States’ commitment to “respect the borders exist-
ing on their achievement of national independence.”96 This decision has been criticized in
various quarters as indefensibly ahistorical and a catalyst for future conflicts. 1. Freezing Time And they can be used to set the terms of a newborn, imagined
community that knows no past, but only the future.83 One such instance of temporal deadlines being used to ethnically engineer populations can
be seen in the aftermath of the breakup of the Soviet Union, where states such as Latvia and
Estonia granted automatic citizenship to individuals who were citizens or permanent resi-
dents of these states and their descendants prior to the period of Soviet occupation, rendering
stateless thousands of ethnic Russians and other Russian-speaking minorities resident on their
territories.84 In Estonia, these “individuals with undefined citizenship” constituting a third of
the country’s population could then either seek naturalization as Estonian citizens, opt for the
citizenship of another country (including Russia), or simply continue to retain the status of
“individuals with undefined citizenship.”85 In Latvia, the 1994 citizenship law enacted after
significant domestic political wrangling, provided for a “window system” for the naturaliza-
tion of “non-citizens” with staggered time periods during which different categories of resi-
dents could apply for citizenship.86 Both states argued that their nationality laws were a
decolonization measure intended to rectify discrimination against ethnic Estonians and
Latvians during the period of Soviet occupation.87 Rather than an ethno-nationalist political
project, the rhetoric was thus one of a rightful assertion of sovereignty and independence fol-
lowing decades of illegal occupation.88 Demanding naturalization requirements, especially those related to language proficiency,
meant that the percentage of non-citizens remained fairly significant in both countries until
the naturalization policies were softened under pressure from international and regional
actors such as the Organization for Security and Co-operation in Europe, the Council of
Europe, and the European Commission, in particular through policy recommendations
championed by the Commission during the pre-accession process to the EU.89 However,
as scholars have argued, the Commission largely refrained from questioning the ethnocentric
state model adopted by both countries and focused narrowly on the mechanisms and proce-
dures for naturalization instead of challenging the discriminatory grounds for citizenship
acquisition.90 Political elites in Estonia as well as Latvia were thus spared from having to
undertake major reforms in their citizenship policies in order to achieve their policy goals https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 252 Vol. 91 James Hughes, “Exit” in Deeply Divided Societies: Regimes of Discrimination in Estonia and Latvia and the
Potential for Russophone Migration, 43 J. COMMON MARKET STUD. 739, 759 (2005).
92 Id at 756 7 See Frontier Dispute (Burk. Faso v. Niger), 2013 ICJ Rep. 134, paras. 16–19 (Apr. 16) (sep. op., Yusuf, J.). 6 Organization of African Unity, Border Disputes Among African States, AHG/res. 16(I), Assembly of Heads
tate and Government Meeting in Its First Ordinary Session in Cairo, UAR, 17–21 July (1964). p
p
94 On the continuing legacy of artificial borders, in particular in Africa and the Middle East, see TIM MARSHALL,
PRISONERS OF GEOGRAPHY: TEN MAPS THAT EXPLAIN EVERYTHING ABOUT THE WORLD (2015).
95 LORI supra note 82 at 94 91 James Hughes, “Exit” in Deeply Divided Societies: Regimes of Discrimination in Estonia and Latvia and the
Potential for Russophone Migration, 43 J. COMMON MARKET STUD. 739, 759 (2005).
92 Id. at 756.
93 See Järve & Poleshchuk, supra note 85, at 1; Krūma, supra note 86, at 10–11.
94 On the continuing legacy of artificial borders, in particular in Africa and the Middle East, see TIM MARSHALL,
PRISONERS OF GEOGRAPHY: TEN MAPS THAT EXPLAIN EVERYTHING ABOUT THE WORLD (2015).
95 LORI, supra note 82, at 94.
96 Organization of African Unity, Border Disputes Among African States, AHG/res. 16(I), Assembly of Heads
of State and Government Meeting in Its First Ordinary Session in Cairo, UAR, 17–21 July (1964).
97 See Frontier Dispute (Burk. Faso v. Niger), 2013 ICJ Rep. 134, paras. 16–19 (Apr. 16) (sep. op., Yusuf, J.). J
p
p
4 On the continuing legacy of artificial borders, in particular in Africa and the Middle East, see TIM MARSHALL,
SONERS OF GEOGRAPHY: TEN MAPS THAT EXPLAIN EVERYTHING ABOUT THE WORLD (2015). 3 See Järve & Poleshchuk, supra note 85, at 1; Krūma, supra note 86, at 10–11. g
y
y
97 See Frontier Dispute (Burk. Faso v. Niger), 2013 ICJ Rep. 134, paras. 16–19 (Apr. 16) (sep. op., Yusuf, J.). 93 See Järve & Poleshchuk, supra note 85, at 1; Krūma, supra note 86, at 10–11. J
p
p
94 On the continuing legacy of artificial borders, in particular in Africa and the Middle East, see TIM MARSHALL,
PRISONERS OF GEOGRAPHY: TEN MAPS THAT EXPLAIN EVERYTHING ABOUT THE WORLD (2015).
95 LORI, supra note 82, at 94.
96 Organization of African Unity, Border Disputes Among African States, AHG/res. 16(I), Assembly of Heads
of State and Government Meeting in Its First Ordinary Session in Cairo UAR 17 21 July (1964) 1. Freezing Time However, it
has also been defended as a pragmatic solution to avoid armed conflicts over territorial dis-
putes by putting existing territorial borders in a “holding pattern” to facilitate peaceful reso-
lution of territorial disputes between African states.97 While these geographical borders and
the populations they demarcate have for the most part proved stable in post-colonial states,
decolonization of constituent populations has instead been attempted through changes in
temporal borders, negatively impacting populations that are considered non-native and plac-
ing them at risk of statelessness. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 253 MANUFACTURING STATELESSNESS One way to accomplish this resetting of the population to a previous self that preceded the
colonial encounter is domestic constitutional and legal arrangements and state practice that
make citizenship contingent on membership in “tribes” that pre-date colonial population
transfers. A striking instance of the resulting statelessness was made visible in the African
Commission on Human and People’s Rights decision holding that Côte d’Ivoire had violated
the right to nationality of members of the Dioula ethnic community.98 The complaint hinged
on the 1961 Ivorian Nationality Code’s adoption of the jus soli principle for grant of nation-
ality defining an Ivorian national as an individual who could trace her ancestry to an Ivorian at
the time of independence. However, since the Code failed to define who counted as an
“Ivorian,” or as a foreigner, this gave the state the discretion to introduce discriminatory
nationality practices under the doctrine of “Ivoirité.” This doctrine was based on the concept
of an authentic Ivorian heritage whereby indigenous Ivorians were to be distinguished from
“foreign” immigrants from the North who were not entitled to Ivorian nationality.99 Labeling
the Dioula people as foreign migrants, state authorities refused to issue them with documents
verifying their legal status such as birth certificates and identity cards and destroyed previously
issued documents. 98 Open Society Justice Initiative v. Côte d’Ivoire, Comm. 318/06, 17th Extraordinary Sess., Feb. 19–28,
2015.
99 Id., paras. 53–54, 116–18.
100 Id., paras. 119–20.
101 UNHCR Press Release, Côte d’Ivoire Adopts Africa’s First Legal Process to Identify and Protect Stateless
People (Sept. 4, 2020), at https://www.unhcr.org/news/press/2020/9/5f51f33b4/cote-divoire-adopts-africas-
first-legal-process-identify-protect-stateless.html.
102 For a detailed history of the political history of Côte d’Ivoire’s nationality laws, see MANBY, supra note 70, at
207–20. 99 Id., paras. 53–54, 116–18. 8 Open Society Justice Initiative v. Côte d’Ivoire, Comm. 318/06, 17th Extraordinary Sess., Feb. 19–28,
5.
9 Id
53 54 116 18 100 Id., paras. 119–20. 1. Freezing Time The Commission held that this discriminatory interpretation of the
nationality law by the state authorities led to thousands of residents who had been born in
Côte d’Ivoire, and to parents who were also born in Côte d’Ivoire, becoming stateless.100 p
g
While the successful challenge to Côte d’Ivoire’s attempt to exploit the ambiguity in its
nationality laws to create a class of stateless Dioula “immigrants” seems like a true victory
for regional human rights institutions––in 2020, Côte d’Ivoire even became the first
African country to adopt a national Statelessness Determination Procedure101—it is impor-
tant to bear in mind that this success story played out against the backdrop of favorable
domestic political winds. The period between 2006, when the case was brought before the
Commission, and 2015, the delivery of the decision, saw the election of President Alassane
Ouattara, who had himself previously been accused of not being a native Ivorian citizen and
faced significant difficulties in proving his eligibility to run for political office. Unsurprisingly,
the reform of nationality laws was not only a legal, but equally a personal, project for President
Ouattara, who introduced amendments to nationality laws, simplified procedures for access to
nationality and the issuance of identity documents, and initiated Côte d’Ivoire’s accession to the
Statelessness Conventions, measures that were undertaken before the Commission issued its
decision.102 It is thus unclear what lessons international legal actors working to combat stateless-
ness can learn from the Côte d’Ivoire example, an issue that this Article will revisit in Part III. Indeed, international and regional actors have struggled to devise an effective response to
another case of statelessness also engineered by a countdown deadline: denial of citizenship to
the Rohingya by the government of Myanmar. The 1982 Burmese Citizenship Law grants https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 254 citizenship to individuals belonging to one of the 135 “national groups” with permanent
homes in the state territories before 1823. The government argues that the Rohingya are not
“native” to Burma but illegal Bengali immigrants. 103 KELLY STAPLES, RETHEORISING STATELESSNESS: A BACKGROUND THEORY OF MEMBERSHIP IN WORLD POLITICS
139 (2012).
104 Human Rights Council, Res. A/HRC/RES39/2, para. 22 (Oct. 3, 2018).
105 Situation in the People’s Republic of Bangladesh/Republic of the Union of Myanmar, Case No.
ICC-01/19-27, Decision Pursuant to Article 15 of the Rome Statute on the Authorisation of an
Investigation into the Situation in the People’s Republic of Bangladesh/Republic of the Union of
Myanmar, Pre-Trial Chamber III (Nov. 14, 2019).
106 Application of the Convention on the Prevention and Punishment of the Crime of Genocide
(Gamb. v. Myan.), Request for Provisional Measures, 2020 ICJ Rep. 3 (Jan. 23).
107 Myanmar: UN Expert Says Current International Efforts Failing, Urges “Change of Course,” UN NEWS (Sept.
22, 2021), at https://news.un.org/en/story/2021/09/1100752.
108 Verena Hölzl, Three Years After Rohingya Exodus, Mismatched Expectations of Justice, NEW HUMANITARIAN
(Aug. 24, 2020), at https://www.thenewhumanitarian.org/news-feature/2020/08/24/Bangladesh-Myanmar-
Rohingya-international-justice. 1. Freezing Time Since they do not constitute one of the 135
recognized national races, they are not entitled to full Burmese citizenship.103 While there
have been some formal legal efforts responding to Myanmar’s discriminatory treatment of the
Rohingya prompted by the 2017 atrocities and forced displacement of thousands of Rohingya,
they have mostly focused narrowly on the question of accountability for international crimes com-
mitted against the Rohingya. Three such proceedings have been running in parallel before differ-
ent institutions. The first is the Independent Investigative Mechanism for Myanmar set up in
2018 with the mandate to “collect, consolidate, preserve and analyse evidence of the most serious
international crimes and violations of international law committed in Myanmar since 2011. . .,”
such that this evidence can be used in criminal proceedings.104 Simultaneously, the prosecutor of
the International Criminal Court (ICC) has opened investigations into the Bangladesh/Myanmar
situation focusing on crimes against humanity, though these will only cover alleged crimes against
the Rohingya which took place, at least in part, on the territory of Bangladesh as a state party to the
Rome Statute of the ICC.105 Third, proceedings have been instituted before the International
Court of Justice (ICJ) by the Gambia against Myanmar alleging violations of the 1948
Genocide Convention. In January 2020, the ICJ ruled in favor of the Gambia’s request for pro-
visional measures, ordering Myanmar to comply with its obligations under the Convention,
report on their implementation, and take measures to preserve evidence.106 These proceedings have thus far failed to ameliorate the situation of the Rohingya, in par-
ticular as concerns the resolution of their statelessness. As late as September 2021, the UN
special rapporteur on the situation of human rights in Myanmar, accused the junta regime
that came into power following the military coup of February 2021 of continuing to “deny
the existence of the Rohingya ethnic minority.”107 Indeed, legal advocates fear that a failure to
manage expectations as to what these proceedings can deliver in terms of a path to citizenship
for the Rohingya can end up backfiring: “[i]f you allow the Rohingya to believe that the inter-
national courts are in a position to grant them citizenship directly, then these processes are set
up to be perceived as failures before they have even started.”108 Part III reflects on what this
experience might mean for future international litigation efforts to address statelessness. 104 Human Rights Council, Res. A/HRC/RES39/2, para. 22 (Oct. 3, 2018).
105 03 KELLY STAPLES, RETHEORISING STATELESSNESS: A BACKGROUND THEORY OF MEMBERSHIP IN WORLD POLITICS
(2012).
04 H
R h
C
l R
A/HRC/RES39/2
22 (O
3 2018) 05 Situation in the People’s Republic of Bangladesh/Republic of the Union of Myanmar, Case No.
C-01/19-27, Decision Pursuant to Article 15 of the Rome Statute on the Authorisation of an
estigation into the Situation in the People’s Republic of Bangladesh/Republic of the Union of
anmar, Pre-Trial Chamber III (Nov. 14, 2019). 2. Excising Time 2. Excising Time 2. Excising Time For those who do not pass through the gates of the nation at the time of its birth, the enti-
tlement to become part of the political community is contingent on demonstrating ties with
the community. A key element in proving these ties is through residence in the state. While
states use various criteria such as family and social relationships, linguistic skills, and knowl-
edge of culture, institutions, and social practices to measure prospective citizens’ embedded-
ness in and loyalty to the community, these are typically over and above the requirement of
physical presence over an extended period of time in the community. Time can be assigned
this political value due to its ability to serve as an ostensibly neutral proxy for hard-to-measure
criteria such as fidelity, cultural assimilation, and civic virtue.109 Different lengths of resi-
dence can be imbued with different political values and used as a form of exchange to accord
or deny the right of citizenship depending on the duration of residence.110 Indeed, while cri-
teria such as citizenship tests or demanding language requirements are often criticized for their
exclusionary character, it is generally assumed that it is reasonable and fair for a state to use
time as a factor to distribute the precious good of citizenship. What matters for citizenship however, is not always the physical, chronological time that
an individual may have spent on the territory, but rather how the state counts that time. The
legal value assigned to time can be used strategically to exclude, suspend, or fast-track poten-
tial applicants in the queue for citizenship.111 Not only can states discount time spent illegally
on the territory for establishing residence, but they can also enact and interpret legal concepts
to erase the physical time for which an individual has lived within their boundaries for the
purposes of nationality acquisition.112 The Dominican case of the Haitian migrants and Dominicans of Haitian descent is a
prominent example of statelessness resulting from the distinction between the passage of
chronological time on state territory and its legal counting for the purposes of citizenship enti-
tlement and represents one of the few instances of statelessness to have been successfully lit-
igated before an international court, the IACtHR. The case of Girls Yean and Bosico
v. 109 COHEN, supra note 78, at 8.
110 Noora Lori, Migration, Time, and the Shift Toward Autocracy, in THE SHIFTING BORDER: LEGA
CARTOGRAPHIES OF MIGRATION AND MOBILITY 121–22 (2020).
111 Id. at 119.
112 Id. at 119, 122–23.
113 The Girls Yean v. Dominican Republic, supra note 69.
114 American Convention on Human Rights, Nov. 22, 1969, OASTS No. B-32, 1144 UNTS 123. 1. Freezing Time As the above examples show, zero-option laws premised on time as currency typically rely
on highly juridical arguments invoking notions of state continuity, illegal occupation, and
reclaiming of sovereign authority. And those that are associated with decolonization and https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 255 2022 MANUFACTURING STATELESSNESS the rhetoric of return to an authentic, true, polity may even invite sympathy in some quarters,
complicating efforts to identify and address the statelessness that ensues in their wake. 113 The Girls Yean v. Dominican Republic, supra note 69.
114 American Convention on Human Rights, Nov. 22, 1969, OASTS No. B-32, 1144 UNTS 123. 109 COHEN, supra note 78, at 8.
110 2. Excising Time Dominican Republic concerned the Dominican Republic’s refusal to issue birth certificates
to the applicants who had been born on its territory, thereby denying them the nationality of
the Dominican Republic which recognizes the principle of jus soli for grant of citizenship.113
The court held that this denial was a violation, among others, of the right to nationality under
Article 20 of the American Convention on Human Rights.114 According to the court, the right to nationality was a fundamental, non-derogable
right under the Convention and a prerequisite for the exercise of other Convention https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 256 Vol. 116:2 rights.115 While the state retained authority over the determination of nationality questions,
its discretion in this respect was circumscribed by the duty to guarantee to individuals the
equal protection of law and the obligation to avoid statelessness.116 Moreover, in light of
the peremptory norm on equal protection and non-discrimination, states were under an obli-
gation to refrain from enacting discriminatory laws and practices regulating nationality and to
take active measures to promote equal protection under the law.117 States were also prohib-
ited from adopting laws and practices for the grant of nationality that lead to an increase in
statelessness. Statelessness could arise “from the lack of a nationality, when an individual does
not qualify to receive this under the State’s laws, owing to arbitrary deprivation or the granting
of a nationality that, in actual fact, is not effective.”118 Applying these international norms to the law and practice of the Dominican Republic on
the issuance of birth certificates, the court noted that the Dominican Constitution followed
the principle of jus soli for the grant of nationality with the exception of children of diplomats
and foreigners who are “in transit.” State authorities in the Dominican Republic considered
Haitian migratory workers to be in transit and thus treated their children who were born in
the Dominican Republic as not entitled to Dominican nationality. Relying on domestic court
interpretations of the phrase “in transit” and the international obligation of non-discrimina-
tion irrespective of an individual’s migratory status, the court held that an individual’s migra-
tory status was not sufficient justification for denying them the right to nationality. 115 The Girls Yean v. Dominican Republic, supra note 69, paras 137–38.
116 Id., para. 140.
117 Id., para. 141.
118 Id., para. 142.
119 Id., paras. 150–56.
120 Id., paras. 165–71.
121 Dinah Shelton & Alexandra Huneeus, In Re Direct Action of Unconstitutionality Initiated Against the
Declaration of Acceptance of the Jurisdiction of the Inter-American Court of Human Rights, 109 AJIL 866, 868
(2015). 120 Id., paras. 165–71. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2. Excising Time Further,
this status could in any case not be transferred to the children of migrants and individuals had
a right to nationality by birth of the state where they were born if they did not have the right to
any other nationality.119 y
y
In this case, the state had applied procedures for the issuance of a birth certificate in a man-
ner that was arbitrary and—especially in light of the vulnerable situation of Haitian migrants
and Dominican nationals of Haitian origin—discriminatory, placing the applicants in a sit-
uation of statelessness and extreme vulnerability. The state was therefore obligated to take
affirmative steps to ensure that the applicants could access birth registration procedures
that were reasonable, and in conditions of equality, so as to fully exercise their right to
nationality.120 The judgment and various remedial and reparative measures ordered by the court failed,
however, to have the desired impact on nationality legislation in the Dominican Republic. Indeed, the situation became even worse with a 2013 ruling of the Dominican
Constitutional Court ordering executive review and retroactive withdrawal of the
Dominican citizenship of children born on the territory of the Dominican Republic whose
parents who did not have a regular migration status in the country, rendering stateless tens of
thousands of Dominicans of foreign descent.121 One year later, this led to the IACtHR https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press MANUFACTURING STATELESSNESS 257 2022 judgment in the case of Expelled Dominicans and Haitians v. Dominican Republic, addressing
the arbitrary detention and expulsion of Haitians and Dominicans of Haitian descent from
the Dominican Republic and the barriers to registering and obtaining nationality for individ-
uals of Haitian descent born in the Dominican Republic.122 As part of its legal analysis, the
court undertook an extensive factual analysis of the discrimination faced by Haitian migrants
and Dominicans of Haitian descent, which also impacted their ability to obtain official iden-
tity documents. 2. Excising Time The attainment of a birth certificate––which was a requirement for obtaining
nationality––was difficult both due to the social conditions in which these births took place as
well as discriminatory official practices that accompanied efforts to register births with the
authorities and the suspicion that attached to the subsequent use of these documents.123 p
q
The court then turned to the right to nationality under Article 20 of the Convention and
reiterated its holding in Girls Yean and Bosico on the scope and importance of the right, adding
that if the state is not certain that a child born in its territory would be able to obtain the nation-
ality of another state, whether for formal legal reasons, or due to de facto obstacles, it is obligated
to grant nationality in order to avoid statelessness at birth.124 Notwithstanding the interpretation
of the nationality laws by the Dominican Constitutional Court, “basic standards of reasonable-
ness” had to be met when evaluating the state’s obligations under the American Convention. Domestic constitutional amendments and court cases had held that migrants in an irregular sit-
uation should be considered as “aliens in transit” irrespective of the length of their physical pres-
ence on the territory as distinguished from the period of ten days that applied to the separate
category of “transient aliens.”125 In line with its previous decision in Girls Yean and Bosico,
and contrary to the decision of the Constitutional Court, the court thus held that “to consider
a person . . . in transit . . . the State must respect a reasonable time frame, and be coherent with
the fact that an alien who develops ties in a State cannot be compared to a transient or to a person
in transit.”126 Furthermore, since the state had not proved that these individuals would in fact be
able to acquire the nationality of another state––in this case, Haiti––its decision to deprive them
of the nationality of the Dominican Republic risked rendering them stateless and violated their
right to nationality and related Convention rights, including the right to recognition of juridical
personality, the right to a name, and the right to identity.127 The ruling, which was hailed as an important moment for putting issues of arbitrary dep-
rivation of nationality on the international legal and political map, has, however, failed to have
the desired impact not only internationally, but also on home territory. 122 Expelled Dominicans and Haitians v. Dominican Republic, supra note 69.
123 Id., paras. 163–66.
124 Id., paras. 253–61.
125 Id., paras. 282–88.
126 Id., para. 294.
127 Id. paras. 286–99.
128 See Bridget Wooding, Seizing New Opportunities to Address Statelessness in the Dominican Republic, EUR.
NETWORK STATELESSNESS BLOG (Nov. 19, 2020), at https://www.statelessness.eu/updates/blog/seizing-new-
opportunities-address-statelessness-dominican-republic. 2. Excising Time The Dominican
Republic’s executive branch moved immediately to reject the ruling and subsequent official
public statements have reiterated the fiction that the Dominican Republic has no stateless
persons and that the existing legal framework is adequate for protecting those who might
be at risk of statelessness.128 Even the limited legal measures to address statelessness https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 258 introduced by the Dominican Republic following the severe criticism of the 2013 constitu-
tional decision, and that were judged to be flawed and insufficient in Expelled Dominican,
have been sought to be repealed by nationalist groups.129 Procedures for obtaining the rele-
vant identity documents continue to be characterized by both structural discrimination
against Haitian migrants and Dominicans of Haitian descent and additional barriers imposed
by individual offices and officials at their discretion.130 According to some estimates, the
Dominican Republic remains the “single largest case of statelessness in Latin America.”131 p
g
g
A more successful regional intervention, albeit one that was dependent on domestic legal
efforts for resolution of statelessness, was the pilot judgement of the European Court of
Human Rights (ECtHR) concerning the situation of stateless persons in Slovenia.132 This
class of stateless persons was the outcome of a strategic legalistic effort by the Republic of
Slovenia to mark time differently for eligibility for citizenship following its independence
from the former Yugoslavia. Under the new citizenship law of Slovenia, citizens of other for-
mer Yugoslav republics who were permanent Slovenian residents could acquire Slovenian cit-
izenship by lodging an application within six months provided they had been Slovenian
permanent residents on the day Slovenia held a plebiscite on independence. This effectively
excluded from citizenship citizens of other former Yugoslav republics who had habitually
resided and worked in Slovenia but who were not registered as immigrants in Slovenia and
therefore did not count as permanent residents. Moreover, even registered immigrants in
Slovenia who did not apply for citizenship within the six-month period or those whose appli-
cations for citizenship were rejected were deemed foreigners rather than residents under the
provisions of the Aliens Act. Their records were struck from the register of permanent resi-
dents and transferred to the aliens register without any notice. 129 Dominicanos por Derechos, The Institute on Statelessness and Inclusion & The Center for Justice and
International Law, Joint Submission to the Human Rights Council at the 32nd Session of the Universal Periodic
Review: The Dominican Republic, paras. 22–23, 31 (July 12, 2018), available at https://files.institutesi.org/
UPR32_DominicanRepublic.pdf. 129 Dominicanos por Derechos, The Institute on Statelessness and Inclusion & The Center for Justice and
International Law, Joint Submission to the Human Rights Council at the 32nd Session of the Universal Periodic
Review: The Dominican Republic, paras. 22–23, 31 (July 12, 2018), available at https://files.institutesi.org/
UPR32_DominicanRepublic.pdf.
130 Id., paras. 24–32.
131 Wooding, supra note 128.
132 Kurić and Others v. Slovenia, 2012-IV Eur. Ct. H.R. 1 [hereinafter Kurić 2012].
133 Vlasta Jalušič & Jasminka Dedić , (The) Erasure – Mass Human Rights Violation and Denial of Responsibility:
The Case of Independent Slovenia, 9 HUM. RTS. REV. 93, 94–96 (2008).
134 Kurić 2012, supra note 132; Kurić and Others v. Slovenia, Eur. Ct. H.R. 2014. Wooding, supra note 128.
132 Kurić and Others v. Slovenia, 2012-IV Eur. Ct. H.R. 1 [hereinafter Kurić 2012].
133 Vlasta Jalušič & Jasminka Dedić , (The) Erasure – Mass Human Rights Violation and Denial of Responsibility:
The Case of Independent Slovenia, 9 HUM. RTS. REV. 93, 94–96 (2008).
134 Kurić 2012, supra note 132; Kurić and Others v. Slovenia, Eur. Ct. H.R. 2014. 131 Wooding, supra note 128.
132 130 Id., paras. 24–32. 135 Committee of Ministers, Resolution CM/ResDH(2016)112, Execution of the Judgments of the European
Court of Human Rights, Kurić and Others Against Slovenia, 1257th Meeting of the Ministers’ Deputies (May 25,
2016), at http://hudoc.echr.coe.int/eng?i¼001-163580.
136 Ginger Hervey, Justice Evades Slovenia’s “Erased” Citizens, POLITICO (Mar. 28, 2017), at https://www.polit-
ico.eu/article/justice-evades-slovenia-erased-citizens-yugoslavia; Anja Vladisavlj, Status Revoked: Slovenia’s
“Erased” Recall Long Struggle for Justice, BALKAN TRANSITIONAL JUST. (Feb. 26, 2021), at https://balkaninsight.
com/2021/02/26/status-revoked-slovenias-erased-recall-long-struggle-for-justice.
137 See Mariane C. Ferme, Introduction: Localizing the State, 86 ANTHROPOLOGICAL Q. 957, 958 (2013).
138 LORI, supra note 82, at 6.
139 Roos Pijpers, Waiting for Work: Labour Migration and the Political Economy of Borders, in THE ASHGATE
RESEARCH COMPANION TO BORDER STUDIES 417, 432 (Doris Wastl-Walter ed., 2011).
140 Barry Schwartz, Waiting, Exchange, and Power: The Distribution of Time in Social Systems, 79 AM. J. SOC.
841, 844, 847 (1974). 2. Excising Time This population of mainly non-
ethnic Slovenes, some of whom had been born in Slovenia and others who had been living
there for several decades, became known as the “erased,” becoming de facto aliens or stateless
persons illegally residing in Slovenia.133 Following significant civil society mobilization, this erasure was challenged and held to be
unconstitutional by the Slovenian domestic courts, following which Slovenia amended its
laws to permit more of those whose records had been deleted to apply for permanent resi-
dence. The ECtHR deemed these remedies to be inadequate and as perpetuating the state
of limbo for a significant percentage of the erased. It awarded the applicants non-pecuniary
damages for their rights violations resulting from the situation of legal uncertainty and vul-
nerability, ordered Slovenia to establish a domestic compensation scheme, and subsequently
handed down a just satisfaction judgment for pecuniary damages.134 In 2016, the Council of
Europe’s Committee of Ministers, which is responsible for supervising the implementation of
the ECtHR’s judgements, declared itself satisfied that all the measures required had been https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 259 adopted and closed its examination of the case.135 However, critics argue that a sizeable num-
ber of the erased were unable to restore their legal status and were disqualified from claiming
compensation. These include individuals who were deported from, or denied re-entry into,
Slovenia pursuant to the loss of status. There is also little political will or momentum to attend
to these cases any longer.136 As Part III will argue, the varying impact of progressive rulings by
the IACtHR and ECtHR on statelessness on the ground holds important lessons for actors
pursuing statelessness litigation before supranational courts. Similar to the act of freezing time, excising time does not involve physically expunging per-
sons from the territory of the state. Rather, physical erasure is achieved through temporal era-
sure whereby the state manipulates chronological time by making the temporal credit for the
physical time spent on the territory contingent on the particular legal status of the individual
during this period. 35 Committee of Ministers, Resolution CM/ResDH(2016)112, Execution of the Judgments of the European
urt of Human Rights, Kurić and Others Against Slovenia, 1257th Meeting of the Ministers’ Deputies (May 25,
6), at http://hudoc.echr.coe.int/eng?i¼001-163580.
6 139 Roos Pijpers, Waiting for Work: Labour Migration and the Political Economy of Borders, in THE ASHGATE
RESEARCH COMPANION TO BORDER STUDIES 417, 432 (Doris Wastl-Walter ed., 2011).
140 Barry Schwartz, Waiting, Exchange, and Power: The Distribution of Time in Social Systems, 79 AM. J. SOC.
841, 844, 847 (1974). 3. Dead Time Between those who pass through the gates of citizenship and those who are turned away lies
another category of persons who are effectively stateless: those who are kept waiting indefi-
nitely at the gate. States control and tamper with the temporal register not only through freez-
ing and excising time but equally through its suspension. Like Kafka’s “man from the
country,” individuals waiting at the temporal borders of citizenship may wait patiently at
the border their entire life, pestering, cajoling, and bribing the guards to let them in, only
to discover near the end that the gate had been meant for them alone and would cease to
exist with their death.137 While waiting can be the result of incompetence and bureaucratic
delays on the part of the state, waiting can also be a deliberate state tactic to continuously defer
citizenship.138 p
Conceptualizing waiting, not as a “by-product of state institutions and bureaucracies” but
as a “management technique that is not outside but fully part of the state,”139 highlights the
ways in which the state can use delays, deferrals, and postponements to exercise power over
putative citizens. While waiting is a universal human experience, each individual experiences
waiting in his own way depending on his position in the social hierarchy. Waiting time is
unequally distributed with those at the top of the social system waited upon by those at
the bottom who do the most waiting.140 Waiting can be both a form of inducing compliance
and a form of sanctioning by the state. As Auyero’s ethnographic account of welfare clients
waiting in the welfare office shows, the arbitrariness and uncertainty that characterizes this https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 Vol. 3. Dead Time 116:2 260 waiting zone reinforces poor people’s conviction that instead of negotiating with the author-
ities, their only hope for welfare relief is to be patient and comply with the authorities’ dic-
tates.141 Beyond the feelings of dependence and subordination that waiting engenders, an
individual who is kept waiting indefinitely without any indication of how long this wait
may last or whether it will have any concrete outcome may even experience waiting as a
form of punishment.142 p
The de facto statelessness of individuals who find themselves in this condition of state engi-
neered precariousness can be seen in Noora Lori’s superb analysis of migrant populations who
occupy a limbo status in the UAE either because their naturalization cases are continuously
adjourned by the state or because they are assigned visa statuses that are intended to be tem-
porary but are continuously renewed without, however, bringing them any closer to eligibility
for citizenship.143 Lori refers to the kafala system, the guest worker program of the UAE
which brings temporary contractual laborers to the UAE with the intention of meeting
short term labor demands in a particular sector. While these temporary contractual laborers
are expected to leave once these short-term needs are met and are hence not eligible to apply
for permanent residence or citizenship, in practice, their residency is constantly extended
through labor contracts that are renewed by domestic sponsors. This has a created a class
of non-citizen residents who have been settled in the UAE—at times for several genera-
tions—while formally being considered “temporary” by the UAE.144 In the absence of any
formal rights of permanent residence or citizenship, these “guests” to the UAE are deportable
at the discretion of the government notwithstanding their ties to the country.145 g
g
In addition to excluding guest workers from citizenship, the UAE also employs delaying
tactics to indefinitely postpone the citizenship of otherwise eligible individuals. Since all UAE
residents, including UAE born residents, who cannot trace their lineage to the Arab tribes of
1925 are obligated to go through a naturalization process, one way to defer citizenship is by
refusing to either approve or deny the naturalization application. 141 Javier Auyero, Patients of the State: An Ethnographic Account of Poor People’s Waiting, 46 LATIN AM. RES. REV.
5, 21–22 (2011).
142 Schwartz, supra note 140, at 862.
143 LORI, supra note 82, at 5–6.
144 Id. at 137–39.
145 Id. at 133.
146 Id. at 160–61.
147 Id. at 6–12. 148 See Ferme, supra note 137, at 958.
149 See Ayelet Shachar, The Shifting Border: Legal Cartographies of Migration and Mobility, in THE SHIFTING
BORDER, supra note 110, at 4–6.
150 See Weissbrodt & Collins, supra note 49, at 256.
151 See Alison Kesby, The Shifting and Multiple Border and International Law, 27 OXFORD J. LEG. STUD. 101,
102–03 (2007).
152 COHEN, supra note 78, at 29–30.
153 See Kesby, supra note 151, at 110.
154 Shachar, supra note 149, at 43. B. The Spatiality of Statelessness B. The Spatiality of Statelessness The modern nation-state is premised on the notion of stability of territorial borders that are
fixed in both time and place. While there have been numerous legal attempts to address the
statelessness that can result when these borders come under stress during periods of state dis-
solution, succession, and transfer of territory, what is seldom acknowledged is that, even in
normal times, the state’s boundaries can be discontinuous, contingent, and unstable.148
Rather than fixed lines on a map that fit neatly together to demarcate the exclusive domains
of territorially circumscribed sovereign authority, state borders constitute a landscape of time
and space that is portable and porous, that the state can continuously make and unmake
through legal constructs.149 Scholarship on statelessness has failed to grasp the extent to
which this legal fortification and reinvention of the spatial border can be used to redefine
the principles along with political membership can be allocated, distributed, and rescinded
by states. One example of this faith in spatial stability are legal advocacy efforts seeking to
persuade states to adopt the jus soli principle for citizenship as one of the primary pathways
for avoiding statelessness.150 While citizenship based on jus soli would go some way to prevent
statelessness in certain countries, it nonetheless presupposes a clearly demarcated physical ter-
ritory with stable borders rather than one characterized by a multitude of shifting borders that
are negotiated and renegotiated during processes of admission to political membership.151 The modern nation-state is premised on the notion of stability of territorial borders that are
fixed in both time and place. While there have been numerous legal attempts to address the
statelessness that can result when these borders come under stress during periods of state dis-
solution, succession, and transfer of territory, what is seldom acknowledged is that, even in
normal times, the state’s boundaries can be discontinuous, contingent, and unstable.148 3. Dead Time While the naturalization
process can legally be initiated after seven years of residence, in practice, naturalization appli-
cations of even individuals who have lived in one of the emirates for decades continue to be in
abeyance, incentivizing them to persist in their engagement with the state in the hope of an
eventual resolution.146 From the state’s perspective, the tactic of indefinite postponement is infinitely superior to
one of outright citizenship denial. Not only is this permanently “temporary” status invisible
to the international legal framework on statelessness, but persuading would-be citizens to
engage in a perpetual waiting game where their patience and labor may be rewarded with
the benefits of citizenship serves the state’s economic purposes while allowing it to avoid dif-
ficult or unpopular political judgments on state membership, identity, and inclusion.147 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 261 MANUFACTURING STATELESSNESS 2022 148 See Ferme, supra note 137, at 958. 51 See Alison Kesby, The Shifting and Multiple Border and International Law, 27 OXFORD J. LEG. STUD. 101,
–03 (2007). 155 See Willem van Schendel, Stateless in South Asia: The Making of the India-Bangladesh Enclaves, 61 J. ASIAN
STUD. 115, 139 (2002).
156 Id. at 116–17.
157 Id. at 124–26.
158 Hosna J. Shewly, Abandoned Spaces and Bare Life in the Enclaves of the India–Bangladesh Border, 32 POL.
GEO. 23, 24, 27 (2013).
159 Md. Azmeary Ferdoush & Reece Jones, The Decision to Move: Post-Exchange Experiences in the Former
Bangladesh–India Border Enclaves, in ROUTLEDGE HANDBOOK OF ASIAN BORDERLANDS 255, 257–59 (Alexander
Horstmann, Martin Saxer & Alessandro Rippa eds., 2018).
160 Id. at 263. 1. Perforating Borders In dissecting the time-space nexus in the construction of political borders, Cohen draws on
the little known historical usage of the word “deadline,” which originally did not signify a
time limit for the completion of a task, but rather the perimeter around a military prison
that the prisoner was forbidden to cross on pain of getting shot. The deadline was thus a
territorial limit, which permitted the state to make life-and-death decisions over the bodies
under its control.152 Modern state territorial boundaries too can serve a life-and-death func-
tion by acting as a sorting device by which the state categorizes individuals into citizens who
fall within these boundaries and the foreigners without who have no entitlement to the pro-
tection of the state and its political institutions. However, territorial borders are not merely a
function of geography but also of the law and legal institutions that the state sets up to define
and police these borders.153 In the evocative language of Ayelet Shachar, to prevent individ-
uals from crossing—literally and metaphorically—through its borders, the state may even go
to the lengths of excising its own territory and creating exceptional zones, as if it were “per-
forating itself geographically.”154 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 262 Vol. 116:2 THE AMERICAN JOURNAL OF INTERNATIONAL LAW The borderlands of states are one such zone of exception where spatiality can be legally
reconfigured to produce citizens and stateless foreigners. Contestations over citizenship in
borderlands may be a legacy of artificially constructed borders during colonization, state dis-
solution and transfer of territory, or population flows due to political instability and market
imperatives. The curious case of persons living in “enclaves” and consigned to de facto statelessness is one
instance of this contestation. Largely ignored as “footnotes to the history of state forma-
tion,”155 enclaves are segments of a state’s territory that are fully enclosed by another state’s
territory. Though enclaves were somewhat frequent in the early period of Westphalian
nation-state formation, modern enclaves are few and far between. 55 See Willem van Schendel, Stateless in South Asia: The Making of the India-Bangladesh Enclaves, 61 J. ASIAN
D. 115, 139 (2002).
56 Id
116 17 1. Perforating Borders Though they now possess certain formal
markers of citizenship such as voter identification cards, the government has largely failed
to provide them with land documentation and rehabilitation measures crucial to their https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 263 MANUFACTURING STATELESSNESS livelihoods, resulting in continuing difficulties with accessing the rights and privileges atten-
dant on citizenship.161 Though enclaves may constitute a rather exceptional phenomenon of perforated borders, bor-
derlands also yield other forms of state-manufactured statelessness and liminality. The “hill
tribes” of Thailand, the official category used by the Thai state to designate various ethnic groups
living in the uplands of the Thai borderland, are another example of subjects without citizen-
ship.162 The highlanders have been constructed by the Thai state as “wild non-Thai others” liv-
ing in the peripheral uplands as a way of reinforcing the Thai-ness of lowland Thais who
constitute the core of the nation-state.163 Labeling the highlanders variously as insurgents,
opium producers, and forest destroyers who threatened the security of the state, the government
officially classified and registered them as “hill tribes” in the mid-twentieth century, followed by
severe restrictions on their mobility and land use throughout the twentieth century.164 Following the official classification of hill tribes, Thailand made various efforts to accurately
count and identify this population for administrative purposes. Numerous population surveys
and registration campaigns were carried out to document and register highlanders and special
color coded identity cards were issued to grant them semi-permanent residency. 161 See Shiv Sahay Singh, 5 Years After Land Border Agreement, Former Enclave Dwellers in Dire Straits, HINDU
(Aug. 3, 2020).
162 Mika Toyota, Subjects of the Nation Without Citizenship: The Case of “Hill Tribes” in Thailand, in
MULTICULTURALISM IN ASIA 110, 111 (Will Kymlicka & Baogang He eds., 2005).
163 Id. at 115.
164 Amanda Flaim, Daniel Ahlquist & Lindy Williams, How Statelessness, Citizenship, and Out-migration
Contribute to Stratification Among Rural Elderly in the Highlands of Thailand, 99 SOCIAL FORCES 323, 336 (2020).
165 Amanda Flaim, Problems of Evidence, Evidence of Problems: Expanding Citizenship and Reproducing
Statelessness Among Highlanders in Northern Thailand, in CITIZENSHIP IN QUESTION: EVIDENTIARY BIRTHRIGHT
AND STATELESSNESS 147, 159–61 (Benjamin N. Lawrance & Jacqueline Stevens eds., 2017).
166 Toyota, supra note 162, at 118–19.
167 Flaim, supra note 165, at 161.
168 Id. at 162.
169 Flaim, Ahlquist & Williams, supra note 164, at 337. 1. Perforating Borders Until recently, the vast
majority of enclaves in the world existed on the borderlands of India and Bangladesh, a result
of the independence and partition of British India into India and what was then East Pakistan
(now Bangladesh) in 1947.156 Forming fissures in the territories of each of these states, they
came to be treated as non-state spaces, inhabited by islands of putative citizens who were
ungoverned by either the state of their formal citizenship (the home state) or the state within
whose territory they were resident (the host state). Not only did each state often deny access to
officials of the other state to their own enclave for administrative purposes, but inhabitants of
the enclaves were also largely trapped inside the enclaves, unable to move freely outside the
enclave and cut off from the life of the host state.157 Lacking all the trappings of citizenship
such as a birth certificate, identity card or passport, or access to state facilities and social ser-
vices, enclave inhabitants were abandoned by both their home state and the host state in the
non-state space of the enclave.158 Although an initial attempt was made to absorb these enclaves into the territory of the sur-
rounding territorial state through the 1958 Nehru-Noon Accords between India and
Pakistan, the issue of the enclaves became mired in political opposition given the volatile rela-
tionship between India and Bangladesh. It was only in 2015 that the two countries imple-
mented a decades-old agreement to exchange the enclaves, with enclave residents being given
the choice to acquire the citizenship of their host state or “return” to the home state of their
formal citizenship.159 While the exchange has formally resolved the statelessness of enclave
inhabitants, the former status of the enclaves as abandoned spaces means that the work of
constructing the apparatus of the state around these new citizens who lack both affective
and material ties to the states of their citizenship will prolong their limbo status for some
time to come.160 Recent reports show that the effects of the nearly seven decades of stateless-
ness experienced by enclave residents still persist. 169 Flaim, Ahlquist & Williams, supra note 164, at 337. 168 Id. at 162. 164 Amanda Flaim, Daniel Ahlquist & Lindy Williams, How Statelessness, Citizenship, and Out-migra
Contribute to Stratification Among Rural Elderly in the Highlands of Thailand, 99 SOCIAL FORCES 323, 336 (20 1. Perforating Borders However,
due to lack of knowledge of the terrain, lack of resources and administrative capacity, and prob-
lems with processing the data, these surveys were far from complete and many highland villages
were never found or registered, excluding inhabitants from identity documents signifying rights
of residence.165 The administrative non-existence of highland minority villages in the official
territory of the Thai state has thus produced several generations of highlanders who the state
does not even register as hill tribes, thus excluding them from Thai citizenship.166 And even for the highlanders who were registered, this did not grant them automatic cit-
izenship on the basis of either jus soli or jus sanguinis, but only entitled them to subsequent
citizenship by naturalization.167 In the absence of proof of registration, the primary way for
stateless highlanders who have been physically resident in Thailand for generations to qualify
for Thai citizenship is through officially documented proof of birth on the territory before the
date of February 26, 1992, which the majority of them lack.168 As scholars note, the Thai
state has largely refused to acknowledge the reasons for the lack of this documentation and
has persisted in demanding evidence that most elderly highlanders do not possess, resulting in
a situation where they have no path to citizenship.169 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 264 Vol. 116:2 Even for the highlanders who do possess the appropriate state-produced documentation,
ethnographic accounts reveal that the documents themselves are often riddled with inconsis-
tencies and subject to the unpredictable evaluation of state officials, that prevents them from
evidencing citizenship.170 Given the constantly changing rules and policies and a prolifera-
tion of different categories of registration numbers and identity cards that distinguish between
various kinds of non-citizens, errors in registration practices by state officials are not uncom-
mon. Once produced, these errors can not only ensnare the individual in a bureaucratic maze
of attempting to acquire the appropriate paperwork that evidences his claim to citizenship,
but also highlight the fragility of these documents whose worth may always be challenged,
rejected, or revoked.171 Not everyone has to bear the brunt of this hermeneutics of suspicion. 170 Janepicha Cheva-Isarakul, “Diagnosing” Statelessness and Everyday State Illegibility in Northern Thailand, 1
STATELESSNESS & CITIZENSHIP REV. 214, 216–27 (2019).
171 Id. at 233–35.
172 Flaim, Ahlquist & Williams, supra note 164, at 337, 361.
173 Toyota, supra note 162, at 128.
174 See ÉTIENNE BALIBAR, WE, THE PEOPLE OF EUROPE?: REFLECTIONS ON TRANSNATIONAL CITIZENSHIP 109
(2004) (characterizing the border as a “limit institution”).
175 Étienne Balibar, Europe as Borderland, at 4 (The Alexander von Humboldt Lecture in Human Geography,
University of Nijmegen) (Nov. 10, 2004), available at http://gpm.ruhosting.nl/avh/Europe%20as%
20Borderland.pdf. 1. Perforating Borders The ethno-nationalist construction of the Thai state means the burden of enduring stateless-
ness falls disproportionately on ethnic minorities like the highlanders who have long been
subject to state discrimination.172 In addition to not being able to access the rights attached
to citizenship, they are also at risk of being classified as unauthorized foreign workers and
refugee populations from Burma, with whom they share ethnic and kinship ties, and labeled
as illegal migrants.173 The legal configuration of territory in borderlands represents state attempts to pin down
and delineate the ambiguous nature of belonging of the populations that inhabit and traverse
these territories. In the process, inhabitants of these non-state spaces may be rendered outsid-
ers in the name of state building, labor migration enforcement, and domestic security. 170 Janepicha Cheva-Isarakul, “Diagnosing” Statelessness and Everyday State Illegibility in Northern Thailan
STATELESSNESS & CITIZENSHIP REV. 214, 216–27 (2019). 171 Id. at 233–35. 173 Toyota, supra note 162, at 128. 2. Hardening Borders In order for the territorial border to identify and categorize people into insiders and out-
siders with certainty, the border itself must give the illusion of being the stable eye in the
storm of ever-changing population movements within and outside its limits.174 In bringing
persons within the territorial fold and thereby the political authority of the state, the state
engages in the production of collective identities that are developed and strengthened in
opposition to external others. Since this exercise in building collective identity is often pre-
mised on a fictional unity among “insider” citizens, the presence of outsiders within poses a
threat to the nation-state’s territorial and political authority. In the words of Balibar, the
attempt at consolidation is tinged with the ever-present danger that “outsiders or “nomadic
subjects,” in the broad sense, resist territorialization, remain located outside the normative
“political space,” in the land of (political) nowhere.”175 While Balibar’s reference to nomadic
subjects is intended to broadly refer to all internal others within the state’s physical bound-
aries, his play on words highlights the different categories of people who pose a particular https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 265 MANUFACTURING STATELESSNESS challenge to the state’s territorial concept of citizenship: groups that are excluded from its
territorial imaginary and nomadic peoples.176 The bidoon (literally those “without nationality”) of Kuwait are one group that has fallen
victim to a “hyper-territorialised and hyper-localised” delineation of the boundaries of
Kuwaiti membership.177 The 1959 Nationality Law based national membership on the con-
cept of a settled population: entitlement to automatic citizenship was limited to individuals
who could prove uninterrupted residence in the territory of the emirate since 1920 and their
descendants (through the male line). However, the conception of territory in 1920 was not
one of the “national” territory––since the borders of Kuwait were yet to be defined in 1920––
but the walls of the old town and surrounding oases.178 The initial beneficiaries of Kuwaiti
citizenship were thus an eclectic mix of town dwellers––known as hadar in contrast to the
badû (bidoon) or the desert dwellers––that included the royal family and merchants, but
also slaves and artisans. 176 See Kesby, supra note 151, at 111 (using Balibar’s theory to dissect states’ closure of geographical borders to
the Roma who are widely portrayed as a non-territorial nomadic people). 178 Id. at 232–33. 33
180 Claire Beaugrand, Borders and Spatial Imaginaries in the Kuwaiti Identity, 23 GEOPOLITICS 544, 555–56
(2018).
181 See Amnesty International, Kuwait: Mandate of Abusive Government Body in Charge of Stateless Bidun People
Extended (Nov. 24, 2020), at https://www.amnesty.org/en/latest/news/2020/11/kuwait-mandate-of-abusive-gov-
ernment-body-in-charge-of-stateless-bidun-people-extended.
182 See Tom Gunnar Hoogervorst, Ethnicity and Aquatic Lifestyles: Exploring Southeast Asia’s Past and Present
Seascapes, 4 WATER HIST. 245 (2012). 177 Claire Beaugrand, Statelessness & Administrative Violence: Bidūns’ Survival Strategies in Kuwait, MUSLIM
WORLD 228, 233 (2011).
178 176 See Kesby, supra note 151, at 111 (using Balibar’s theory to dissect states’ closure of geographical borders to
the Roma who are widely portrayed as a non-territorial nomadic people).
177 Claire Beaugrand, Statelessness & Administrative Violence: Bidūns’ Survival Strategies in Kuwait, MUSLIM
WORLD 228, 233 (2011).
178 Id. at 232–33.
179 Id. at 233.
180 Claire Beaugrand, Borders and Spatial Imaginaries in the Kuwaiti Identity, 23 GEOPOLITICS 544, 555–56
(2018).
181 See Amnesty International, Kuwait: Mandate of Abusive Government Body in Charge of Stateless Bidun People
Extended (Nov. 24, 2020), at https://www.amnesty.org/en/latest/news/2020/11/kuwait-mandate-of-abusive-gov-
ernment-body-in-charge-of-stateless-bidun-people-extended.
182 See Tom Gunnar Hoogervorst, Ethnicity and Aquatic Lifestyles: Exploring Southeast Asia’s Past and Present
Seascapes, 4 WATER HIST. 245 (2012). 179 Id. at 233. 180 Claire Beaugrand, Borders and Spatial Imaginaries in the Kuwaiti Identity, 23 GEOPOLITICS 544, 555
(2018).
181 g
,
p
g
y,
,
(2018).
181 See Amnesty International, Kuwait: Mandate of Abusive Government Body in Charge of Stateless Bidun People
Extended (Nov. 24, 2020), at https://www.amnesty.org/en/latest/news/2020/11/kuwait-mandate-of-abusive-gov-
ernment-body-in-charge-of-stateless-bidun-people-extended.
182 See Tom Gunnar Hoogervorst, Ethnicity and Aquatic Lifestyles: Exploring Southeast Asia’s Past and Present
4
4 (
) 2. Hardening Borders In addition, groups that had close networks with this sedentary pop-
ulation of town-dwellers through frequent presence in the territory, such as individuals living
in the peripheral settlements, were included in this qualified citizenship.179 p
p
q
p
The inexperienced Committees of Nationality who were in charge of applying these nation-
ality criteria to evaluate claims of citizenship had to rely mainly on oral testimonies of individuals
and their community members rather than documentary evidence for proof of settlement. In the
case of the bidoon who had applied for citizenship, the Committees were confronted with the
dilemma that though the bidoon belonged to tribes that had settled within the “territorial limits”
of the Kuwaiti desert, they could not claim to have lived within the town walls. As such, the work
of the Committees that was premised on an urban concept of citizenship with a clear divide
between the hadar and the badû was unable to account for the bidoons’ claim to citizenship,
a geographic and mental map that continues to influence the perception ofthe bidoon as internal
others within Kuwait.180 Though the Kuwaiti government has made repeated promises over the
years to ostensibly “resolve” the bidoon situation, its official agency tasked with this mandate––
the Central System for the Remedy of the Situation of Illegal Residents established in 2010––has
persistently labeled the bidoon as “illegal residents,” reportedly refusing to issue them with iden-
tity documents unless they confess to their “true” nationalities.181 The mental map of the modern nation-state in which groups such as the bidoon are
trapped is often not only territorially, but also terrestrially, rigid: the borders are drawn on
land rather than water, excluding the diverse ways of identity formation and belonging
that are based on seascapes.182 Members of groups who inhabit the maritime interstices of https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 266 these terra firma shaped boundaries find themselves without recognition in any of the terri-
tories claimed by nation-states. These groups, variously known as “sea gypsies” or “sea
nomads,” are often arbitrarily lumped together with “irregular migrants” notwithstanding
their prolonged presence in maritime regions that straddle the borders of nation-states.183 p
g
p
g
The Bajau Laut of Malaysia are one such sea-faring nomadic population inhabiting an area
that was traditionally part of the Sulu state and is now apportioned between Malaysia and the
Philippines. 2. Hardening Borders Occupying the lowest rung in the ethnic hierarchy and exploited by other dominant
ethnic groups, the boat-dwelling Bajau are considered a pariah people.184 Common to the var-
ious origin myths of the Bajau as a separate people is the commission of an act of sacrilege due to
which they were cast out to sea and condemned to live the life of nomads as a people without
religion and without a territorial home.185 This traditional Bajau nomadic existence and way of
life underwent a significant transformation after World War II when a combination of market
forces and government pressure led to the settlement of the majority of the Bajau and the adop-
tion of a terrestrial lifestyle.186 However, a smaller percentage of the “sea Bajau” continue to have
a semi-nomadic lifestyle, living in water-villages in peripheral and intertidal zones and even on
house-boats plying the waters on Sabahs’s eastern coast, at times all the way to the places of their
ancestral origin in the Philippine waters. Most of them lack documentary proof of their residence
in Malaysia and are considered as illegal residents by the Malaysian state. Denied access to the
rights attendant upon citizenship in Malaysia and lacking recognition by any other country, they
have been faced with a protracted situation of statelessness over successive generations.187 p
g
This rejection––cultural as well as political––of the Bajau Laut is characteristic of the sym-
bolic rejection of peripatetic minority lifestyles by dominant sedentary majorities in modern
nation-states.188 The Bajau Laut, like other nomadic groups inhabiting the state’s peripheries,
threaten both the state’s political imaginary by rejecting the cultural model of citizenship asso-
ciated with modernity and its security and immigration apparatus focused on policing move-
ments within and beyond territorial boundaries.189 183 Greg Acciaioli, Helen Brunt & Julian Clifton, Foreigners Everywhere, Nationals Nowhere: Exclusion,
Irregularity, and Invisibility of Stateless Bajau Laut in Eastern Sabah, Malaysia, 15 J. IMMIGRANT & REFUGEE
STUD. 232, 233 (2017).
184 Carol Warren, Consciousness in Social Transformation: The Bajau Laut of East Malaysia, 5 DIALECTICAL
ANTHROPOLOGY 227, 228 (1980).
185 Clifford Sather, Commodity Trade, Gift Exchange, and the History of Maritime Nomadism in Southeastern
Sabah, 6 NOMADIC PEOPLES 20, 36 (2002).
186 Julian Clifton, Greg Acciaioli, Helen Brunt, Wolfram Dressler, Michael Fabinyi & Sarinda Singh,
Statelessness and Conservation: Exploring the Implications of an International Governance Agenda, 19 TILBURG
L. REV. 81, 85 (2014).
187 Acciaioli, Brunt & Clifton, supra note 183, at 236–37.
188 Sather, supra note 185, at 35.
189 Acciaioli, Brunt & Clifton, supra note 183, at 242–43.
190 See Spiro, supra note 26, at 721–23. 189 Acciaioli, Brunt & Clifton, supra note 183, at 242–43. 183 Greg Acciaioli, Helen Brunt & Julian Clifton, Foreigners Everywhere, Nationals Nowhere: Exclusion,
Irregularity, and Invisibility of Stateless Bajau Laut in Eastern Sabah, Malaysia, 15 J. IMMIGRANT & REFUGEE
STUD. 232, 233 (2017).
184 190 See Spiro, supra note 26, at 721–23. 3. Reinventing Borders Scholars writing on nationality and citizenship have remarked on the emergence of habit-
ual (territorial) residence as a norm that is considered to constrain states’ ability to deny indi-
viduals the right to citizenship.190 However, this emphasis on the coincidence of habitual
residence and eligibility for citizenship understates the extent to which states are increasingly https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 267 engaged in decoupling territorial presence from political membership when doing so serves
their political interests. Most of the literature on this separation focuses on the “ladders”
rather than the “chutes”––to borrow Ayelet Shachar’s vivid metaphor––of access to political
membership, that is, the ability of elites to buy their way into the citizenship of states with
whom they share no historical, socio-cultural, or even residential ties.191 These investor cit-
izenship, golden passport, or cash-for-passport programs as they are variously labeled, allow
states to fast-track the citizenship of those who they perceive as creating value for the state by
dispensing with the traditional criteria for political membership and in the absence of any
evidence of affective ties to the nation, even as states close the doors to “unworthy” internal
others, including long term residents.192 One such ingenious scheme that severs the connection between territory and citizenship is
the creation of a class of “offshore citizens” by governments such as the UAE and Kuwait.193
Noora Lori’s incisive ethnographic account of the arrangement between the UAE and the
Union of Comoros, one of the world’s smallest and poorest countries, paints a striking picture
of this practice of off-shoring. As Lori discusses, the process whereby the UAE purchased
Union of Comoros passports to turn its own resident minorities into stateless “citizens” of
Comoros was a carefully orchestrated process by the UAE Ministry of Interior. Beginning
in 2008, the Ministry launched a statelessness registration drive and issued stateless identity
cards to stateless individuals and those with pending naturalization applications. Persons with
a stateless ID card were then issued Comoros passports with the understanding that the for-
eign passports were a temporary documentation measure to “regularize” their legal residence
as foreigners in the UAE pending the eventual grant of UAE citizenship.194 Through this outsourcing arrangement, long-term resident minorities in the UAE have
been transformed into temporary residents, permanently at risk of deportation. 191 See Shachar, supra note 149, at 242, 246.
192 See the discussion in Peter Spiro, Cash-for-Passports and the End of Citizenship, in DEBATING
TRANSFORMATIONS OF NATIONAL CITIZENSHIP 17 (Rainer Bauböck ed., 2018). These schemes have been criticized
by, among others, the European Commission, which launched infringement proceedings against Malta and
Cyprus, two of the states with investor citizenship schemes. 191 See Shachar, supra note 149, at 242, 246.
192 See the discussion in Peter Spiro, Cash-for-Passports and the End of Citizenship, in DEBATING
TRANSFORMATIONS OF NATIONAL CITIZENSHIP 17 (Rainer Bauböck ed., 2018). These schemes have been criticized
by, among others, the European Commission, which launched infringement proceedings against Malta and
Cyprus, two of the states with investor citizenship schemes.
193 See LORI, supra note 82.
194 Id. at 203–04.
195 Id. at 212, 231.
196 Id. at 6–9, 196, 213.
197 Id. at 12. 196 Id. at 6–9, 196, 213. 195 Id. at 212, 231. 197 Id. at 12. 198 Zahra Albarazi & Yoana Kuzmova, Trafficking in (Non)-Citizenship in Kuwait and the UAE, in ROUTLEDGE
HANDBOOK OF CITIZENSHIP IN THE MIDDLE EAST AND NORTH AFRICA 349, 357 (Roel Meijer, James N. Sater &
Zahra R. Babar eds., 2020).
199 Amnesty International, The State of the World’s Human Rights 378 (2021), available at https://www.
amnesty.org/en/wp-content/uploads/2021/06/English.pdf.
200 LORI, supra note 82, at 37.
201 See Daniel Kanstroom, Afterword, in CITIZENSHIP IN QUESTION, supra note 165, at 241–42. 3. Reinventing Borders However,
since these “passports of convenience” do not entitle passport recipients to call on the
Union of Comoros for diplomatic protection or to reside in Comoros, it is unclear where
they could be deported if the UAE were minded to expel them.195 This risk may in fact
never materialize given that the limbo status of offshore citizenship is not foreseen as a path-
way to expulsion, but rather as a form of conditional inclusion. Counting putative citizens as
temporarily resident foreigners meets the UAE’s security objective of comprehensively doc-
umenting its minority population and its economic interest in being able to call upon its
labor, while simultaneously postponing any resolution of the political contestation around
who belongs to the body politic.196 At the same time, the artificial attribution of the citizen-
ship of Comoros to this population allows the UAE to avoid having to explicit deny them
Emirati citizenship and the formal statelessness that would ensue.197 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 268 Off-shoring citizenship enables the UAE to perform the alchemy of converting would-be
citizens to foreign residents without any modification of its territorial boundaries or any
movement of population within and beyond these borders. A similar program introduced
by Kuwait to outsource the bidoon to the Comoros was reportedly abandoned following
international outcry, though a more cynical explanation is that carving a path for residence
in the state would have undermined Kuwait’s stance that the bidoon should return to the
countries of their true nationality.198 Details of the current status of the UAE’s scheme,
which did not receive the same level of international visibility, are difficult to come by, but
the latest reports suggest that Emirati holders of Comoros passports have found it either dif-
ficult or impossible to renew these passports, and in the latter case, have yet again found them-
selves without any identity documents.199 Scholars have noted that rather than being provoked by any real crisis, the UAE’s stateless-
ness problem was prompted by the UAE’s “own attempts to exhaustively count and categorize
all residents in the country without expanding the boundaries of the citizenry.”200 As Part III
will argue, the possibility that state identity regularization drives can create new forms of
exclusion should inform international policymaking on statelessness. C. Statelessness as Administrative Practice As much as being a citizen of somewhere, anywhere, is a matter of meeting the criteria for
citizenship, fulfilling these eligibility conditions counts for little if one lacks the means to
prove it. The citizenship law of modern nation-states demands that individuals can give an
account of their standing in the nation not in terms of identity or political membership, but in
the form of evidence that the state considers legitimate. Moreover, the law assumes that this
evidence is accessible to all putative citizens on equal terms. An individual who cannot furnish
this officially sanctioned proof of his citizenship does not exist in the eyes of the nation; or
rather, he exists, but not as a citizen, but as an alien.201 Since citizenship is constituted not
merely through affective ties, performance, and ritual, but through documents, it is equally
through documents––and their denial––that statelessness can be constructed. 98 Zahra Albarazi & Yoana Kuzmova, Trafficking in (Non)-Citizenship in Kuwait and the UAE, in ROUTLEDGE
NDBOOK OF CITIZENSHIP IN THE MIDDLE EAST AND NORTH AFRICA 349, 357 (Roel Meijer, James N. Sater &
ra R. Babar eds., 2020).
99 1. Archival Erasure Can personal identity be obliterated through the destruction of an archive? Prior to the
advent of documentation practices of state legibility, this could have been dismissed as a the-
oretical question with little impact on the identity and everyday life of a member in the polit-
ical community. In the context of the modern nation-state, identity documentation has
become a form of “administrative ordering” with both emancipatory and regressive conse-
quences: identity documents are both vital for the welfare state to provide and expand access
to social services as well as an instrument of surveillance and control for the state to “discipline https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 269 MANUFACTURING STATELESSNESS and punish” subjects.202 Official recognition of one’s legal status through documents such as
birth certificates, identity cards, and passports can empower individuals and collectives to
assert claims against the state or against other members of the political community.203 At
the same time, through providing the criteria for state legibility, documents can also be
used to exclude, create, manipulate, and obscure identities, molding them to serve the differ-
ent purposes of the state and in the process even shaping how individuals perceive
themselves.204 The consequences of making a population visible through identity documentation is that
one’s membership in the state can be worth little more than the paper that it is written on. The
case of “the erased” in Slovenia mentioned previously is a particularly chilling instance of the
state’s ability to transform community members into foreigners through paperwork, and with
little in the way of warning.205 Many of the erased had failed to apply for citizenship in the six-
month window for submitting applications either because they were given inaccurate infor-
mation on the documents they would need to supply, or because they had practical concerns
relating to inheritance and retirement in their countries of origin. Even more importantly,
they were under the illusion that they would continue to retain their social rights as perma-
nent residents with long term ties to Slovenia.206 The erasure of their records and loss of rights
thus came as a shock: residents were asked to appear in person before official authorities and
the documents pertaining to their residence were either confiscated or destroyed.207 Equally poignant is the case of “non-citizens” in Latvia and Estonia, whose identity was not
erased, but rather reconfigured through documentation. 202 See Wendy Hunter & Robert Brill, “Documents, Please”: Advances in Social Protection and Birth Certification
in the Developing World, 68 WORLD POL. 191, 202 (2016); Jane Caplan & John Torpey, Introduction, in
DOCUMENTING INDIVIDUAL IDENTITY, supra note 12, at 1, 5.
203 Caplan & Torpey, Introduction, supra note 202, at 6.
204 See Timothy Longman, Identity Cards, Ethnic Self-Perception, and Genocide in Rwanda, in DOCUMENTING
INDIVIDUAL IDENTITY, supra note 12, at 345, 346–47 (on the relationship between colonial Belgian documentation
practices and construction of ethnic identity in Rwanda and its eventual role in the Rwandan genocide).
205 See text at note 133 supra.
206 Jelka Zorn, From Erased and Excluded to Active Participants in Slovenia, in STATELESSNESS AND THE BENEFITS
OF CITIZENSHIP: A COMPARATIVE STUDY 50, 52 (Brad K. Blitz & Maureen Lynch eds., 2009).
207 Brad K. Blitz, Statelessness and the Social (De)Construction of Citizenship: Political Restructuring and Ethnic
Discrimination in Slovenia, 5 J. HUM. RTS. 453, 462–63 (2006).
208 Krūma, supra note 86, at 9.
209 Constitutional Court Case 2004-15-0106, Official Gazette No. 40, Mar. 9, 2005.
210 Available at https://index.statelessness.eu/country/netherlands. p
209 Constitutional Court Case 2004-15-0106, Official Gazette No. 40, Mar. 9, 2005.
210 204 See Timothy Longman, Identity Cards, Ethnic Self-Perception, and Genocide in Rwanda, in DOCUMENTING
INDIVIDUAL IDENTITY, supra note 12, at 345, 346–47 (on the relationship between colonial Belgian documentation
practices and construction of ethnic identity in Rwanda and its eventual role in the Rwandan genocide). 205 See text at note 133 supra.
206 Jelka Zorn, From Erased and Excluded to Active Participants in Slovenia, in STATELESSNESS AND THE BENEFITS
OF CITIZENSHIP: A COMPARATIVE STUDY 50, 52 (Brad K. Blitz & Maureen Lynch eds., 2009).
207 Brad K. Blitz, Statelessness and the Social (De)Construction of Citizenship: Political Restructuring and Ethnic
Discrimination in Slovenia, 5 J. HUM. RTS. 453, 462–63 (2006).
208 208 Krūma, supra note 86, at 9. 210 Available at https://index.statelessness.eu/country/netherlands. 202 See Wendy Hunter & Robert Brill, “Documents, Please”: Advances in Social Protection and Birth Certification
in the Developing World, 68 WORLD POL. 191, 202 (2016); Jane Caplan & John Torpey, Introduction, in
DOCUMENTING INDIVIDUAL IDENTITY, supra note 12, at 1, 5. p
203 Caplan & Torpey, Introduction, supra note 202, at 6. 1. Archival Erasure While this status gives Latvian non-
citizens a range of rights and privileges beyond stateless persons––for example, a special pass-
port guaranteeing them the right of return, the right of residence, and the right to diplomatic
protection—they have restricted political rights and are prohibited from occupying certain
official positions.208 The lack of international pressure to clarify the international law status
of Latvian non-citizens has received a boost with the 2005 Latvian Constitutional Court rul-
ing that non-citizens cannot be classified as either stateless persons or as citizens, but occupy a
sui generis status that should not be considered akin to Latvian citizenship.209 g
Much worse, from the point of view of access to state protection and rights, is the case of
individuals registered as “nationality unknown” in the Netherlands. A designation applied to
thousands of persons in the Dutch civil registration records,210 “nationality unknown” is 202 See Wendy Hunter & Robert Brill, “Documents, Please”: Advances in Social Protection and Birth Certification
in the Developing World, 68 WORLD POL. 191, 202 (2016); Jane Caplan & John Torpey, Introduction, in
DOCUMENTING INDIVIDUAL IDENTITY, supra note 12, at 1, 5. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 270 premised on the individual’s inability to prove a negative, namely, they do not hold any
nationality. Unlike the category of statelessness, which would provide a pathway to citizen-
ship in the Netherlands, “nationality unknown” leaves the individual in limbo, subject to
detention and without any prospect of acquiring Dutch nationality.211 This practice was
the subject of a petition before the UN Human Rights Committee (HRC) filed by a child
born in the Netherlands to a Chinese mother who had been trafficked to the Netherlands as a
minor and classified as an “illegal alien.”212 Since the mother was unable to acquire Chinese
citizenship due to lack of birth registration in China and was also unable to conclusively prove premised on the individual’s inability to prove a negative, namely, they do not hold any
nationality. 211 UN Hum. Rts. Comm., Views Adopted by the Committee Under Article 5 (4) of the Optional Protocol,
Concerning Communication No. 2918/2016, para. 2.4, Comm. No. 2918/2016, CCPR/C/130/D/2918/2016
(Jan. 20, 2021). 1. Archival Erasure Unlike the category of statelessness, which would provide a pathway to citizen-
ship in the Netherlands, “nationality unknown” leaves the individual in limbo, subject to
detention and without any prospect of acquiring Dutch nationality.211 This practice was
the subject of a petition before the UN Human Rights Committee (HRC) filed by a child
born in the Netherlands to a Chinese mother who had been trafficked to the Netherlands as a
minor and classified as an “illegal alien.”212 Since the mother was unable to acquire Chinese
citizenship due to lack of birth registration in China and was also unable to conclusively prove
that her son did not have any other nationality, the Dutch authorities refused to change his
status from “nationality unknown” to “stateless,” thus excluding him from the international
protections applicable to stateless children.213 Mother and son were compelled to live in a
center for unsuccessful asylum applicants and under constant risk of being deported.214
The HRC held that in depriving the petitioner of his right as a minor to acquire a nationality,
the Netherlands had violated his right to a nationality under Article 24(3) of the International
Covenant on Civil and Political Rights (ICCPR). In addition, the Netherlands had an obli-
gation under the Statelessness Convention to “‘determine whether a child would otherwise be
stateless as soon as possible so as not to prolong a child’s status of undetermined
nationality.’”215 y
The HRC decision signals a significant international victory for resolving cases of child-
hood statelessness in the Netherlands, in that it marks the beginning of a series of steps
that would have to be undertaken in order to eventually acquire Dutch nationality. It was
made possible by over a decade of strategic litigation by international and local NGOs and
experts (including the Open Society Justice Initiative, which has actively pursued cases of
statelessness before regional human rights mechanisms) coupled with an administrative
court decision and a report by the Dutch Advisory Committee on Migration Affairs repri-
manding the Dutch government for its failure to establish a stateless determination proce-
dure.216 As Part III will argue, strategic litigation efforts that combine domestic and
international expertise to mobilize a range of legal actors may provide one avenue to counter
statelessness creep. 216 See Laura Bingham & Jelle Klass, A Victory for Human Rights in Zhao v. the Netherlands (the “Denny Case”):
Nationality from Birth, Without Exceptions, EUI GLOBAL CITIZENSHIP OBSERVATORY (Jan. 19, 2021), at https://
globalcit.eu/a-victory-for-human-rights-in-zhao-v-the-netherlands-the-denny-case-nationality-from-birth-with-
out-exceptions. 215 Id., paras. 8.3, 8.5. 212 Id., paras. 2.1–2.2.
213 213 Id., para. 8.5 214 Id., para. 2.9. 2. Paper Non-citizens While administrative erasure is a clinically efficient way for a state to simply “disappear”
various citizens from its books, a more insidious way to turn citizens into stateless persons is
through “paper-izing” informal identity and the criteria for belonging. Documents such as ID https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 271 cards and passports capture “the citizen himself as an effect of his ‘mise en carte,’”217 in the
process thwarting or rendering obsolete previously important sources of recognition and iden-
tity.218 The state’s supreme authority to evaluate and enforce identities through the official
truths embodied in its documents authoritatively forecloses the possibility of officially unrec-
ognized identities, including those that may challenge the falsehoods that are sanctified
through officialdom.219 These documentary errors and inconsistencies are not always an out-
come of a weakly bureaucratic state, but are at times an actively produced form of marginality
in service of the state’s political purposes.220 Citizenship that emerges through the law, its
institutions, and forensic documentation—so-called administrative citizenship—can be a
highly regulated and exclusionary institution that renders stateless already marginalized
groups in society.221 g
p
One of the most ambitious attempts at the “weaponization of documentary citizenship” is
the effort to enumerate and comprehensively document the population of the Indian state of
Assam through the implementation of a National Register of Citizens (NRC).222 The NRC
has a long and tortured history in Indian politics, buffeted by waves of migration across the
border between India and Bangladesh, leading to local Assamese anxieties about the influx of
“illegal” Bangladeshi immigrants into the state across the porous border between the two
countries.223 The NRC process that commenced in 2015 is intended to update the 1951
NRC, which was set up as a population enumeration exercise following the first national cen-
sus of independent India. Based on the Citizenship Act, 1955 and The Citizenship
(Registration of Citizens and Issue of National Identity Cards) Rules, 2003, it is ostensibly
a highly legalistic exercise to identify Indian citizens and weed out “illegal immigrants,”
defined as those who can prove that they or their ancestors entered Assam before March
24, 1971, the eve of Bangladesh’s declaration of independence from Pakistan. This proof con-
sists of being able to furnish “legacy data”: individuals can either submit documents evidenc-
ing that their names were included in the 1951 NRC or on the electoral rolls before March
24, 1971. 222 Sahana Ghosh & Radhika Moral, The Slipperiness of Documents: Notes from India’s Eastern Borderlands
(2020), at https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/centreborder-criminologies/
blog/2020/02/slipperiness. 221 Kamal Sadiq, Limits of Legal Citizenship: Narratives from South and Southeast Asia, in STATELESSNESS AND THE
BENEFITS OF CITIZENSHIP, supra note 206, at 165–66. In their recent article, Michelle Foster and Jade Roberts also
discuss the phenomenon of “documentary citizenship” and its politicization by the state to enact exclusion from
within in the context of the NRC exercise in India. See Foster & Roberts, supra note 6, at 228. 24 See Praveen Donthi, How Assam’s Supreme Court-mandated NRC Project Is Targeting and Detaining Bengali
slims, Breaking Families, CARAVAN (July 1, 2018). 223 See Talha Abdul Rahman, Identifying the “Outsider”: An Assessment of Foreigner Tribunals in the Indian State
of Assam, 2 STATELESSNESS & CITIZENSHIP REV. 112, 113–18 (2020).
224 217 Jane Caplan, Illegibility: Reading and Insecurity in History, Law and Government, 68 HIST. WORKSHOP J. 99,
103 (2009).
218 Id 219 Caplan, supra note 217, at 104.
220 217 Jane Caplan, Illegibility: Reading and Insecurity in History, Law and Government, 68 HIST. WORKSHOP J. 99,
103 (2009).
218 Id.
219 Caplan, supra note 217, at 104.
220 Id.
221 Kamal Sadiq, Limits of Legal Citizenship: Narratives from South and Southeast Asia, in STATELESSNESS AND THE
BENEFITS OF CITIZENSHIP, supra note 206, at 165–66. In their recent article, Michelle Foster and Jade Roberts also
discuss the phenomenon of “documentary citizenship” and its politicization by the state to enact exclusion from
within in the context of the NRC exercise in India. See Foster & Roberts, supra note 6, at 228.
222 Sahana Ghosh & Radhika Moral, The Slipperiness of Documents: Notes from India’s Eastern Borderlands
(2020), at https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/centreborder-criminologies/
blog/2020/02/slipperiness.
223 See Talha Abdul Rahman, Identifying the “Outsider”: An Assessment of Foreigner Tribunals in the Indian State
of Assam, 2 STATELESSNESS & CITIZENSHIP REV. 112, 113–18 (2020).
224 See Praveen Donthi, How Assam’s Supreme Court-mandated NRC Project Is Targeting and Detaining Bengali
Muslims, Breaking Families, CARAVAN (July 1, 2018). 2. Paper Non-citizens In addition, they can submit documentary proof, such as birth certificates or bank
documents, of their family links to parents and ancestors who are included in the legacy
data.224 The requirement to provide documentary proof of residence stretching back several
decades ignores the reality of documentation practices in a country like India, where a https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 272 significant percentage of the population lives its life bereft of any state-produced identity and
where it is relatively easy to obtain fraudulent “official” documents to serve particular pur-
poses.225 Indeed, many minority families that returned to Assam after the guarantee of
safe passage under the 1950 Nehru–Liaquat Agreement did so only after the 1951 census
and NRC exercise—that is said to have been carried out in less than a month—was com-
pleted.226 Thus, not only does the emphasis on inclusion in the 1951 NRC exclude various
individuals who had been unable to register at the time, but given the geography of Assam
where property and documents are regularly lost to natural disasters such as floods and land
erosion, any paperwork paints at best a partial snapshot of the population. In addition, several
classes of people in Assam, such as local Indigenous communities never saw the need to
acquire documents that were considered an alien, colonial, process and others, such as
women who were married as minors and transgender persons, would find it nearly impossible
to prove documentary links to biological family members who qualify as citizens.227 It is not only those who lack the documentary proof required by the NRC exercise that
have found themselves excluded from the final register, but also those who possess the
right documents, but have the misfortune of having them recorded incorrectly. 225 See KAMAL SADIQ, PAPER CITIZENS: HOW ILLEGAL IMMIGRANTS ACQUIRE CITIZENSHIP IN DEVELOPING
COUNTRIES 26–28 (2008).
226 Rahman, supra note 223, at 115.
227 Ditilekha Sharma, Determination of Citizenship Through Lineage in the Assam NRC is Inherently Exclusionary,
54 ECON. & POL. WEEKLY (2019).
228 Ghosh & Moral, supra note 222.
229 Rahman, supra note 223, at 123.
230 Malini Sur, In the Name of Indian Citizenship? Criminalizing Statelessness at the India-Bangladesh Border, U.
OXFORD FACULTY LAW BLOG (2020), at https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/
centreborder-criminologies/blog/2020/02/name-indian.
231 Rahman, supra note 223, at 128–36.
232 Arijit Sen & Leah Verghese, Weaponising Citizenship in India, U. OXFORD FACULTY LAW BLOG (2020), at
https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/centreborder-criminologies/blog/2020/
02/weaponising. 231 Rahman, supra note 223, at 128–36. 225 See KAMAL SADIQ, PAPER CITIZENS: HOW ILLEGAL IMMIGRANTS ACQUIRE CITIZENSHIP IN DEVELOPING
COUNTRIES 26–28 (2008). p
232 Arijit Sen & Leah Verghese, Weaponising Citizenship in India, U. OXFORD FACULTY LAW BLOG (2020), at
https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/centreborder-criminologies/blog/2020/
02/weaponising. 226 Rahman, supra note 223, at 115.
227 2. Paper Non-citizens Since the
transcribing, recording, and translation of the documents was done manually, modeling
from previous error rates in the processing of such data in India reveals that around 5 percent
of those with correct documents could have been excluded from citizenship due to something
as minor as a spelling error.228 p
g
The NRC was published in August 2019 and the 1.9 million residents who were excluded
from the register and classified as “D” or “doubtful” Voters, were given 120 days to appear
before “Foreigners Tribunals,” quasi-judicial bodies tasked with determining whether they
are Indian nationals or illegal migrants who could be detained and subject to expulsion.229
Several of those labeled as illegal migrants challenged the NRC process arguing that the
authorities had in fact never attempted to verify their status or that they had been the victims
of fraud by those who wanted to lay claim to their property.230 The proceedings themselves
were widely criticized as lacking independent and well-qualified judicial officers and proce-
dural safeguards.231 Not only was the burden of proof placed on the supposed illegal immi-
grant to establish their right to citizenship, but any inconsistencies or errors in documents or
testimonies were treated with suspicion, leading to persons being declared “foreigners” and
placed in detention centers.232 p
232 Arijit Sen & Leah Verghese, Weaponising Citizenship in India, U. OXFORD FACULTY LAW BLOG (2020), at
https://www.law.ox.ac.uk/research-subject-groups/centre-criminology/centreborder-criminologies/blog/2020/
02/weaponising. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 273 MANUFACTURING STATELESSNESS India is not the only country that has seen the production of statelessness as a consequence
of a national effort at population enumeration and categorization. 2. Paper Non-citizens As scholars have noted,
statelessness can be the intended as well as unintended result of state identity regularization
drives, that are increasingly being undertaken by states also following sustained international
pressure from agencies such as the United Nations and the World Bank that have promoted
identity documents, including digital IDs, as a tool for social inclusion.233 In some cases,
however, the rollout of these identification programs have been plagued with logistical and
technical failures, resulting in the exclusion of already marginalized groups in society such as
women or the elderly as in the case of Uganda.234 More troubling, however, for the purposes
of this Article has been the deliberate effort by states to exclude minorities from these regis-
tration processes, as in the case of the Haitian migrants and Dominicans of Haitian descent
mentioned previously. Recent scholarship has sought to draw a link between the advocacy of
legal identity documents by international actors and the measures taken by the Dominican
Republic to exclude these populations from accessing this documentation, rendering their
entitlement to the rights of citizenship even more precarious.235 As states undertake efforts
to consolidate and strengthen their processes for identity management, individuals and
groups who do not fall within the state’s political imaginary may either be systematically
left out of documentation processes, or assigned the label of “stateless” persons, thus fixing
what was previously a fluid and malleable identity.236 This is an issue to which Part III returns
with a cautionary message for international policy actors. 238 See, e.g., Committee on Economic, Social & Cultural Rights, Concluding Observations: Macedonia, para.
32, UN Doc. E/C.12/MKD/CO/1 (Jan. 15, 2008) (asking Macedonia to remove administrative obstacles
to the acquisition of citizenship by the Roma); CERD, Concluding Observations: Croatia, para. 17, UN Doc. 233 See, e.g., World Bank, Inclusive and Trusted Digital ID Can Unlock Opportunities for the World’s Most
Vulnerable (Aug. 14, 2019), at https://www.worldbank.org/en/news/immersive-story/2019/08/14/inclusive-
and-trusted-digital-id-can-unlock-opportunities-for-the-worlds-most-vulnerable.
234 Center for Human Rights and Global Justice, Initiative for Social and Economic Rights, & Unwanted
Witness, Chased Away and Left to Die: How a National Security Approach to Uganda’s National Digital ID Has
Led to Wholesale Exclusion of Women and Older Persons (2021), available at https://chrgj.org/wp-content/
uploads/2021/06/CHRGJ-Report-Chased-Away-and-Left-to-Die.pdf.
235 See EVA HAYES DE KALAF, LEGAL IDENTITY, RACE, AND BELONGING IN THE DOMINICAN REPUBLIC: FROM
CITIZEN TO FOREIGNER (2021).
236 LORI, supra note 82, at 201–03.
237 See Flaim, supra note 165, at 148.
238 See, e.g., Committee on Economic, Social & Cultural Rights, Concluding Observations: Macedonia, para.
32, UN Doc. E/C.12/MKD/CO/1 (Jan. 15, 2008) (asking Macedonia to remove administrative obstacles
to the acquisition of citizenship by the Roma); CERD, Concluding Observations: Croatia, para. 17, UN Doc. 233 See, e.g., World Bank, Inclusive and Trusted Digital ID Can Unlock Opportunities for the World’s Most
Vulnerable (Aug. 14, 2019), at https://www.worldbank.org/en/news/immersive-story/2019/08/14/inclusive-
and-trusted-digital-id-can-unlock-opportunities-for-the-worlds-most-vulnerable. 233 See, e.g., World Bank, Inclusive and Trusted Digital ID Can Unlock Opportunities for the World’s Most
Vulnerable (Aug. 14, 2019), at https://www.worldbank.org/en/news/immersive-story/2019/08/14/inclusive-
and-trusted-digital-id-can-unlock-opportunities-for-the-worlds-most-vulnerable.
234 Center for Human Rights and Global Justice, Initiative for Social and Economic Rights, & Unwanted
Witness, Chased Away and Left to Die: How a National Security Approach to Uganda’s National Digital ID Has
Led to Wholesale Exclusion of Women and Older Persons (2021), available at https://chrgj.org/wp-content/
uploads/2021/06/CHRGJ-Report-Chased-Away-and-Left-to-Die.pdf.
235 See EVA HAYES DE KALAF, LEGAL IDENTITY, RACE, AND BELONGING IN THE DOMINICAN REPUBLIC: FROM
CITIZEN TO FOREIGNER (2021). 237 See Flaim, supra note 165, at 148.
238 236 LORI, supra note 82, at 201–03. 35 See EVA HAYES DE KALAF, LEGAL IDENTITY, RACE, AND BELONGING IN THE DOMINICAN REPUBLIC: FROM
IZEN TO FOREIGNER (2021). 234 Center for Human Rights and Global Justice, Initiative for Social and Economic Rights, & Unwanted
Witness, Chased Away and Left to Die: How a National Security Approach to Uganda’s National Digital ID Has
Led to Wholesale Exclusion of Women and Older Persons (2021), available at https://chrgj.org/wp-content/
uploads/2021/06/CHRGJ-Report-Chased-Away-and-Left-to-Die.pdf.
235 CERD/C/HRV/CO/8 (Mar. 24, 2009) (asking Croatia to remove administrative barriers and assist persons such
as those of Roma, Serb, or Bosniak origin, who have limited access to mandatory documentation); CERD,
Concluding Observations on the Thirteenth to Fifteenth Periodic Reports of Suriname, para. 20, UN Doc.
CERD/C/SUR/CO/13-15 (Aug. 28, 2015) (calling on Suriname to remove administrative barriers and discrim-
inatory practices to prevent statelessness, particularly in relation to birth registration). 244 WENDY HUNTER, UNDOCUMENTED NATIONALS: BETWEEN STATELESSNESS AND CITIZENSHIP 48–49 (2019
245 Id. at 50. 240 Samantha Balaton-Chrimes, Indigeneity and Kenya’s Nubians: Seeking Equality in Difference or Sameness?, 51
J. MOD. AFR. STUD. 331, 332, 338 (2013). 241 Abraham Korir Sing’Oei, Promoting Citizenship in Kenya: The Nubian Case, in STATELESSNESS AND THE
BENEFITS OF CITIZENSHIP: A COMPARATIVE STUDY, supra note 206, at 37, 38–39.
242 Id
39 CERD/C/HRV/CO/8 (Mar. 24, 2009) (asking Croatia to remove administrative barriers and assist persons such
as those of Roma, Serb, or Bosniak origin, who have limited access to mandatory documentation); CERD,
Concluding Observations on the Thirteenth to Fifteenth Periodic Reports of Suriname, para. 20, UN Doc.
CERD/C/SUR/CO/13-15 (Aug. 28, 2015) (calling on Suriname to remove administrative barriers and discrim-
inatory practices to prevent statelessness, particularly in relation to birth registration).
239 The Nubian Community in Kenya v. The Republic of Kenya, Comm. 317/2006, 17th Extraordinary Sess.,
Feb. 19–28, 2015.
240 Samantha Balaton-Chrimes, Indigeneity and Kenya’s Nubians: Seeking Equality in Difference or Sameness?, 51
J. MOD. AFR. STUD. 331, 332, 338 (2013).
241 Abraham Korir Sing’Oei, Promoting Citizenship in Kenya: The Nubian Case, in STATELESSNESS AND THE
BENEFITS OF CITIZENSHIP: A COMPARATIVE STUDY, supra note 206, at 37, 38–39.
242 Id. at 39.
243 Balaton-Chrimes, supra note 240, at 339–40.
244 WENDY HUNTER, UNDOCUMENTED NATIONALS: BETWEEN STATELESSNESS AND CITIZENSHIP 48–49 (2019).
245 Id. at 50. 39 The Nubian Community in Kenya v. The Republic of Kenya, Comm. 317/2006, 17th Extraordinary Sess.,
. 19–28, 2015.
40 Abraham Korir Sing Oei, Promoting Citizenship in Kenya: The Nubian Case, in STATELESSNESS AND THE
EFITS OF CITIZENSHIP: A COMPARATIVE STUDY, supra note 206, at 37, 38–39.
42 Id. at 39. 240 Samantha Balaton-Chrimes, Indigeneity and Kenya’s Nubians: Seeking Equality in Difference or Sameness?, 51
J. MOD. AFR. STUD. 331, 332, 338 (2013).
241 Abraham Korir Sing’Oei, Promoting Citizenship in Kenya: The Nubian Case, in STATELESSNESS AND THE
BENEFITS OF CITIZENSHIP: A COMPARATIVE STUDY, supra note 206, at 37, 38–39.
242 Id. at 39.
243 3. Bureaucratic Statelessness Even for individuals who are entitled to claim citizenship in a state, access to citizenship is
not merely a matter of formal laws or policy; rather, conferral of citizenship involves the con-
ferral of belief by officials tasked with administering these laws. The processing and evaluation
of citizenship claims is thus contingent not only on the strength of the evidence that the
claimant can provide, but also on the individual judgment and discretion exercised by the
official in charge. This valuation will not always produce citizenship but may reinforce or pro-
long statelessness.237 Recent legal developments at the international and regional human rights bodies display
greater awareness and heightened scrutiny of the role of bureaucracy in the creation of state-
lessness.238 The case of the Nubians of Kenya before the African Commission on Human and https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 274 Peoples’ Rights illustrates the uphill battle faced by communities and groups seeking to prove
evidentiary statelessness based on everyday bureaucratic state practices.239 Described as a
“subject race turned ethnic stranger,” the Nubians were conscripted from Egypt and
Sudan into the British colonial armed forces and migrated to Kenya as part of the British col-
onization effort in East Africa. Having been categorized as “detribalized natives” who were
subject to native local laws during the colonial era, the Nubians found themselves in a polit-
ically challenging and legally uncertain post-independence environment due to their previous
association with the colonial administration.240 The Nubians were in principle entitled to
claim Kenyan nationality at the time of Kenya’s independence in 1963 on the basis of the
jus sanguinis principle. However, in practice, many of them were excluded from obtaining
citizenship since Kenya did not include the Nubians amongst one of the forty-two official
ethnic groups and few Nubians had documentary proof that would allow them to establish
citizenship by descent from individuals living in Kenya over two generations.241 Peoples’ Rights illustrates the uphill battle faced by communities and groups seeking to prove
evidentiary statelessness based on everyday bureaucratic state practices.239 Described as a
“subject race turned ethnic stranger,” the Nubians were conscripted from Egypt and
Sudan into the British colonial armed forces and migrated to Kenya as part of the British col-
onization effort in East Africa. 3. Bureaucratic Statelessness The Commission held that the exercise
of administrative decision making in the issuance of identity documents was not only https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 MANUFACTURING STATELESSNESS 275 arbitrary and burdensome for the Nubians, but that the overt discrimination against the
Nubians on the basis of their ethnic and religious identity was a clear violation of their dignity
and the right to equality and non-discrimination under the African Charter.246 In addition,
these discriminatory practices, procedural hurdles, and delays in the acquisition of identity
documents prevented the Nubians from exercising the rights associated with citizenship
and rendered them effectively stateless, violating the right to recognition of legal status guar-
anteed under Article 5 of the Charter.247 While the decision has led to a few concrete changes at the domestic level, including the
presence of Nubians on the vetting committees and acceleration in birth registrations and
issuance of identity documents, administrative discretion in the process has been retained. The applicant still bears the burden of proof to establish citizenship before the vetting com-
mittees, which operate with few procedural rules and without any possibility of an appeal
against their decisions.248 Neither is the situation of bureaucratic statelessness experienced
by the Nubians entirely exceptional, whether in Kenya or beyond. In the African context,
scholars have argued that notwithstanding ostensibly neutral citizenship laws, various groups
associated with the colonial legacy or living in border regions have had their citizenship status
challenged and been required to prove their entitlement to nationality.249 A less well-known
example from Kenya itself are the Makonde, descendants of migrant farm workers who were
brought to Kenya from Mozambique beginning in the 1930s to work on sisal plantations. 3. Bureaucratic Statelessness Having been categorized as “detribalized natives” who were
subject to native local laws during the colonial era, the Nubians found themselves in a polit-
ically challenging and legally uncertain post-independence environment due to their previous
association with the colonial administration.240 The Nubians were in principle entitled to
l i
K
ti
lit
t th ti
f K
’ i d
d
i
1963
th b i
f th Given the difficulties in establishing their citizenship based on descent, the Nubians have
been relegated to seeking citizenship status through naturalization and registration. These
processes lack detailed procedural safeguards and rules to orient administrative decision mak-
ing, resulting in significant discretion being exercised by administrative officials.242 Perceived
by many Kenyans, including Kenyan officials, as “foreigners” lacking a recognized homeland
and land tenure in the manner of the official tribes, the Nubians have been subjected to addi-
tional vetting procedures to obtain important documents such as national ID cards, which are
amongst the most important official markers of Kenyan citizenship.243 The vetting proce-
dures have been criticized as highly discriminatory and prone to corruption, with the
Muslim identity of the Nubians being treated as a ground for suspicion and demands for addi-
tional documentary proof of ancestral ties to Kenya, such as birth certificates of parents and
grandparents.244 Commentators have noted that since these acts of discrimination that pro-
duce evidentiary statelessness do not stem from any identifiable law or official policy but are
rather the result of fragmented decisions made by state agents on an individual basis, they are
harder to prove and challenge before courts and other bodies.245 The African Commission’s decision in the Nubian Community in Kenya is one of the rare
examples where these claims were in fact successful, though only after significant advocacy
and a string of failed efforts at the domestic level. 246 Nubian Community in Kenya, supra note 239, paras. 133–35.
247 Id., paras 148–51.
248 See Sing’Oei, supra note 241, at 42–43; MANBY, supra note 70, at 193.
249 Bettina Ng’weno & L. Obura Aloo, Irony of Citizenship: Descent, National Belonging, and Constitutions in the
Postcolonial African State, 53 L. & SOC. REV. 141, 166–67 (2019).
250 MANBY, supra note 70, at 184.
251 Ng’weno & Aloo, supra note 249, at 167.
252 See Abdi Latif Dahir, Kenya’s New Digital IDs May Exclude Millions of Minorities, N.Y. TIMES (Jan. 28,
2020), at https://www.nytimes.com/2020/01/28/world/africa/kenya-biometric-id.html. 3. Bureaucratic Statelessness While they were not automatically entitled to Kenyan citizenship at the time of independence
due to the restrictive requirements of jus sanguinis, they would have been eligible for citizen-
ship through registration, a procedure that most of them failed to go through due to lack of
information, cost, or the assumption that they will be returned to Mozambique.250 After
decades of being denied or facing discrimination in the acquisition of birth certificates and
identity documents, it is only after extensive lobbying that they obtained a directive for their
naturalization and registration as Kenyan citizens in 2016, a move that was interpreted as
politically expedient for the government given the impending national elections.251 As
recently as last year, the Kenyan biometric ID scheme that aims to provide every Kenyan
with a unique identification number was accused of “digitizing discrimination” by systemati-
cally making it more difficult for minorities such as Nubians and Kenyan Somalians to apply
for a digital ID.252 251 Ng’weno & Aloo, supra note 249, at 167.
5 252 See Abdi Latif Dahir, Kenya’s New Digital IDs May Exclude Millions of Minorities, N.Y. TIMES (Jan.
2020), at https://www.nytimes.com/2020/01/28/world/africa/kenya-biometric-id.html. 50 MANBY, supra note 70, at 184. 247 Id., paras 148–51. III. RESPONDING TO STATELESSNESS While, as Part II has described, international and regional actors have begun to take steps to
combat state intentionality in the creation of statelessness, these efforts have been geared https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 276 toward the minutiae of combating country-specific cases of statelessness. What they have
failed to appreciate is that an exclusionary tactic or method that might seem peculiar to
the circumstances of a certain minority group, in the context of a particular state, is in fact
an instance of the larger phenomenon of statelessness as statecraft. This creeping form of
statelessness does not come breathing fire and brimstone, but rather takes the form of manip-
ulating the criteria for inclusion in the political constituency based on seemingly impartial
criteria underpinning citizenship entitlement.253 These ostensibly neutral criteria become
difficult to evaluate or challenge given the fact of citizenship as an inherently exclusionary
institution that simultaneously claims to be theoretically open to all but is nonetheless pre-
mised on an act of boundary-drawing between community members and outsiders.254 The Article does not claim to provide a comprehensive answer to the larger question of
“who has a claim to be included in a democratic polity,” an issue that has confounded not
only international lawyers, but also political theorists and philosophers.255 Rather, it argues
that state prerogative to exclude individuals from political membership and in the process ren-
der them stateless, can be subject to fundamental international law norms such as non-dis-
crimination. A prima facie discrimination claim should arise in situations of statelessness
involving the denial of citizenship rights to a class of individuals notwithstanding the exis-
tence of a close connection with the state such that they are not only affected by its laws
and policies, but also depend on it for their well-being and autonomy.256 In principle, this
would include claims based on “birthright citizenship,” that is citizenship through descent or
through birth on the territory, but also on the fact of habitual or prolonged residence on the
territory of a state,257 an element that characterizes many of the situations discussed in Part II. 256 This is an amalgam of principles for democratic inclusion proposed by Rainer Bauböck. These principles are
both complex and contested in citizenship theory (see DEMOCRATIC INCLUSION: RAINER BAUBÖCK IN DIALOGUE,
supra note 255). This Article does not propose to enter into these debates or develop a new political theory of
citizenship. Rather, these principles are put forward as intuitively appealing grounds for inclusion that moreover
resemble international law’s emphasis on a genuine and effective link for the attribution of nationality. 58 Council of Europe Convention on the Avoidance of Statelessness in Relation to State Succession, supra note
Art. 5; ILC Draft Articles, supra note 57, Art. 5. Lori, supra note 110, at 132.
254 See LINDA BOSNIAK, THE CITIZEN AND THE ALIEN: DILEMMAS OF CONTEMPORARY MEMBERSHIP 102 (2006)
(noting how “citizenship talk . . . trades in both universalism and particularism”).
255 For a masterful recent attempt to develop principles that respond to this question, see Rainer Bauböck,
Democratic Inclusion: A Pluralist Theory of Citizenship, in DEMOCRATIC INCLUSION: RAINER BAUBÖCK IN
DIALOGUE 3 (2017).
256 This is an amalgam of principles for democratic inclusion proposed by Rainer Bauböck. These principles are
both complex and contested in citizenship theory (see DEMOCRATIC INCLUSION: RAINER BAUBÖCK IN DIALOGUE,
supra note 255). This Article does not propose to enter into these debates or develop a new political theory of
citizenship. Rather, these principles are put forward as intuitively appealing grounds for inclusion that moreover
resemble international law’s emphasis on a genuine and effective link for the attribution of nationality.
257 See Bauböck, supra note 255, at 66.
258 Council of Europe Convention on the Avoidance of Statelessness in Relation to State Succession, supra note
56, Art. 5; ILC Draft Articles, supra note 57, Art. 5. 257 See Bauböck, supra note 255, at 66. 253 Lori, supra note 110, at 132.
4 255 For a masterful recent attempt to develop principles that respond to this question, see Rainer Bauböck,
Democratic Inclusion: A Pluralist Theory of Citizenship, in DEMOCRATIC INCLUSION: RAINER BAUBÖCK IN
DIALOGUE 3 (2017). 253 Lori, supra note 110, at 132.
254 See LINDA BOSNIAK, THE CITIZEN AND THE ALIEN: DILEMMAS OF CONTEMPORARY MEMBERSHIP 102 (2006)
(noting how “citizenship talk . . . trades in both universalism and particularism”). Lori, supra note 110, at 132.
254 See LINDA BOSNIAK, THE CITIZEN AND THE ALIEN: DILEMMAS OF CONTEMPORARY MEMBERSHIP 102 (2006)
(noting how “citizenship talk . . . trades in both universalism and particularism”).
255 For a masterful recent attempt to develop principles that respond to this question, see Rainer Bauböck,
D
ati
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ali t Th
f Citi
hip i
DEMOCRATIC INCLUSION RAINER BAUBÖCK IN Lori, supra note 110, at 132.
254 See LINDA BOSNIAK, THE CITIZEN AND THE ALIEN: DILEMMAS OF CONTEMPORARY MEMBERSHIP 102 (2006)
(noting how “citizenship talk . . . trades in both universalism and particularism”).
255 For a masterful recent attempt to develop principles that respond to this question, see Rainer Bauböck,
Democratic Inclusion: A Pluralist Theory of Citizenship, in DEMOCRATIC INCLUSION: RAINER BAUBÖCK IN
DIALOGUE 3 (2017).
256 Thi i
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i l III. RESPONDING TO STATELESSNESS The salience of habitual residence as evidence of a substantial and real connection between the
individual and the state has already been recognized in instruments on state succession where
it functions as the default basis for attribution of citizenship.258 p
Even if the individual is able to demonstrate this close connection with the putative state of
nationality, they would still face an uphill battle establishing that the exclusion from citizen-
ship violates the prohibition of non-discrimination such that international intervention is
appropriate. As the examples in Part II highlight, while current state practices of sorting pop-
ulations into boxes of citizens and stateless others exhibit continuities with traditional dis-
criminatory modes of exclusion, rather than using “suspect categories of discrimination”
such as race, religion, or ethnic origin that are explicitly mentioned in various international https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 277 MANUFACTURING STATELESSNESS and regional human rights instruments, states rely on the purportedly unbiased and stable
criteria of geography, time, and documentation, to enact and implement statelessness.259 Theoretically, these legal tools are equally applicable to any individual seeking entry into
the gates of citizenship. Quantitative measures such as time that are perceived as scientifically
objective have a special resonance in liberal polities with a commitment to equal treatment of
similarly situated individuals. As Cohen recounts, “[c]locks and calendars exhibit no indepen-
dent bias.”260 This makes chronological time ideally suited as a proxy to avoid the arbitrar-
iness and subjectivity associated with qualitative criteria for political membership such as
those that measure affective ties, loyalty, or cultural assimilation. However, as this Article
has shown, temporal rules and standards are not always impartial or egalitarian. In practice,
states apply them selectively to achieve the same objectives as measures that would immedi-
ately invite international oversight or condemnation.261 The same is true of states’ manipulation of legal geography and documentation practices,
which can render citizenship indeterminate through denial and revocation of nationality but
also through suspending individuals in the liminal space between citizenship and stateless-
ness.262 Through the miracle of the written word, documents such as identity cards can
ascribe a status that far from substantiating the truth, “sometimes plunge[s] their referents
into a reality that is incommensurable with their sense of self,”263 by transforming citizens
into stateless persons. 259 See Ayelet Shachar, The Multiple Sites of Justice: A Reply, in THE SHIFTING BORDER, supra note 110, at 242
(making a similar argument in the context of migration control through the legal device of “shifting borders”).
260 COHEN, supra note 78, at 11.
261 See id.
262 Jacqueline Stevens, Introduction, in CITIZENSHIP IN QUESTION, supra note 165, at 1, 3–4.
263 Barbara Yngvesson & Susan Bibler Coutin, Backed by Papers: Undoing Persons, Histories, and Return, 33 AM.
ETHNOLOGIST 177, 184 (2006).
264 Jacqueline Bhabha, The Politics of Evidence: Roma Citizenship Deficits in Europe, in CITIZENSHIP IN
QUESTION, supra note 165, at 43, 45–46.
265 See id. 64 Jacqueline Bhabha, The Politics of Evidence: Roma Citizenship Deficits in Europe, in CITIZENSHIP IN
ESTION, supra note 165, at 43, 45–46.
65 S
id 259 See Ayelet Shachar, The Multiple Sites of Justice: A Reply, in THE SHIFTING BORDER, supra note 110, at 242
(making a similar argument in the context of migration control through the legal device of “shifting borders”).
260 COHEN, supra note 78, at 11.
261 S
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,
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,
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,
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63 Barbara Yngvesson & Susan Bibler Coutin, Backed by Papers: Undoing Persons, Histories, and Return, 33 AM.
HNOLOGIST 177, 184 (2006).
64 62 Jacqueline Stevens, Introduction, in CITIZENSHIP IN QUESTION, supra note 165, at 1, 3–4. 266 See, e.g., Biao v. Denmark, App. No. 38590/10, para. 114 (Eur. Ct. H.R. May 24, 2016) (interpreting the
ECHR); Kambole v. United Republic of Tanzania, App. No. 018/2018, Judgment, paras. 69–72 (Afr. Ct. H.P.R.
July 15, 2020) (interpreting the African Charter).
267 See Hugh Collins & Tarunabh Khaitan, Indirect Discrimination Law: Controversies and Critical Questions, in
FOUNDATIONS OF INDIRECT DISCRIMINATION LAW 1, 2 (Hugh Collins & Tarunabh Khaitan eds., 2018).
268 See Tarunabh Khaitan, Indirect Discrimination, in THE ROUTLEDGE HANDBOOK OF THE ETHICS OF
DISCRIMINATION 30 (Kasper Lippert-Rasmussen ed., 2017). III. RESPONDING TO STATELESSNESS State machinery and techniques for operationalizing citizenship that
are facially procedural can in fact embody substantive value judgments on who has to contend
with the hermeneutics of suspicion when accessing and adducing documentary proof of
membership. For some more than others, the road to citizenship is paved with bureaucratic
hurdles and the “legalized illegality” of routine exclusion by official agencies.264 g
g
g
This Article has a simple—albeit ambitious—prescriptive message: instead of continuing
to rely on ad hoc and piecemeal legal and advocacy efforts, international law needs to develop
a legal roadmap—one that not only equals but surpasses the state’s creativity—to avoid, pre-
vent, and respond to statelessness. This roadmap must be responsive to sophisticated legal
concepts, interpretations, and practices that give the state the leeway to disenfranchise and
exclude without running up directly against international law norms that constrain stateless-
ness. It thus needs to recognize and challenge the ways in which states exclude, not only or
even predominantly through explicitly prohibited grounds of discrimination, but through
tampering with the standard universal criteria for political inclusion. And it needs to be suf-
ficiently agile to keep pace with the shifting landscape of statelessness production that is con-
stantly shaped and reshaped by the state’s legal imagination.265 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 278 Much like the multiple sites at which statelessness is produced, this roadmap too will need
concerted legal, institutional, and advocacy efforts by a range of international, regional, and
local actors. This Part explores three such potential instruments rooted in international law
doctrine, policies, and litigation strategies that may be pursued by actors who play different
roles in international norm-building. These efforts, experimental as they are, emphasize a
multi-actor collaborative process guided by ethical incrementalism which respects the com-
plexity of the conditions for political belonging in societies. Legal and political measures to
tackle the production of statelessness must not only be grounded in normative principles such
as non-discrimination, but also in pragmatic considerations as to their real-world conse-
quences and potential for backlash. An ethically incremental approach would allow for the
development of new legal and policy tools over time through a process of continuous learning
and feedback on the understanding that small steps carried out responsibly and effectively can
lead to genuine social change. A. The Promise of Indirect Discrimination The prohibition of discrimination is one of the core guarantees enshrined in international as
well as regional human rights treaties. Notwithstanding variations in language across different
instruments, the prohibition is understood to encompass both “direct” and “indirect” discrim-
ination, either expressly or through interpretation.266 While the dividing line between the two
forms of discrimination is neither uniform nor always clear, in general, “direct discrimination”
refers to deliberate or intentional unjustified differential treatment based on a suspect category,
whereas the notion of indirect discrimination is concerned with seemingly neutral laws, policies,
and practices that have a disproportionately adverse impact on a protected category.267
Prominent theorists of discrimination law argue that discrimination is a highly mutable and
adaptable phenomenon, becoming even more elusive when under attack—in other words, pre-
cisely the kinds of scenarios outlined in this Article—and indirect discrimination norms are the
law’s way of “playing catch up” with its plasticity.268 Indeed, nearly all of the rare legally success-
ful challenges to the production of statelessness—as in the case of the Kenyan Nubians, the
Slovenian erased, and the Dominicans of Haitian descent—have relied in part on the prohibition
on discrimination, albeit without clearly distinguishing between the direct and indirect forms, as
one of the underlying rights violations. Given the promise that the law of indirect discrimination
in particular holds for challenging exclusionary but facially neutrally state policies and techniques
of the kind discussed in Part II, why has it not emerged as a ubiquitous instrument for courts and
other human rights bodies to challenge statelessness? Part of the problem lies in the nebulousness of indirect discrimination itself. As Victor
Madrigal-Borloz, the UN Independent Expert on Protection against Violence and
Discrimination Based on Sexual Orientation and Gender Identity has recently stated, “concep-
tualizations of indirect discrimination are largely absent from the doctrine and case law of United https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 279 MANUFACTURING STATELESSNESS Nations (“UN”) human rights treaty bodies and special procedures.”269 Another recent study
analyzing the individual communications of the HRC giving effect to the prohibition of discrim-
ination under Article 26 of the ICCPR argues that the HRC has paid lip-service to the notion,
with its approach in concrete cases being far from even. 274 See Indirect Discrimination and Sexual Orientation and Gender Identity: October 2020 Workshop Proceedi
at 18–19 (Harvard Human Rights Program Research Working Paper Series). 269 Victor Madrigal-Borloz, The Theory of Indirect Discrimination: Application to the Lived Realities of Lesbian,
Gay, Bisexual, Trans, and Other Gender Diverse (LGBT) Persons, 34 HARV. HUM. RTS. L.J. 295 (2021).
270 Niels Petersen, The Implicit Taxonomy of the Equality Jurisprudence of the UN Human Rights Committee, 34
LEIDEN J. INT’L L. 421, 429–430 (2021).
271 See Deborah Hellman, Indirect Discrimination and the Duty to Avoid Compounding Injustice, in
FOUNDATIONS OF INDIRECT DISCRIMINATION LAW, supra note 267, at 105, 105–06 (discussing disagreements
between theorists as to the distinction between direct and indirect discrimination).
272 Collins and Khaitan, supra note 267, at 25–26.
273 See Gerald L. Neuman, Questions of Indirect Discrimination on the Basis of Religion, 34 HARV. HUM. RTS. L.J.
177, 180 (2021).
274 See Indirect Discrimination and Sexual Orientation and Gender Identity: October 2020 Workshop Proceedings,
at 18–19 (Harvard Human Rights Program Research Working Paper Series). 273 See Gerald L. Neuman, Questions of Indirect Discrimination on the Basis of Religion, 34 HARV. HUM. RTS.
177, 180 (2021).
4 269 Victor Madrigal-Borloz, The Theory of Indirect Discrimination: Application to the Lived Realities of Lesbian,
Gay, Bisexual, Trans, and Other Gender Diverse (LGBT) Persons, 34 HARV. HUM. RTS. L.J. 295 (2021).
270 Niels Petersen, The Implicit Taxonomy of the Equality Jurisprudence of the UN Human Rights Committee, 34
LEIDEN J. INT’L L. 421, 429–430 (2021).
271 See Deborah Hellman, Indirect Discrimination and the Duty to Avoid Compounding Injustice, in A. The Promise of Indirect Discrimination The Committee’s abstract pronounce-
ment that distinctions between groups that are based on “objective and reasonable grounds” can
be justified has led to contradictory outcomes in analogous fact situations.270 j
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g
There are several possible explanations for this reluctance to engage deeply with the sub-
stance and implications of the doctrine of indirect discrimination by human rights bodies. Conceptually and normatively, it is contested why indirect discrimination constitutes a
moral wrong in the first place. Theorists disagree, for instance, on whether direct and indirect
discrimination share a common moral foundation, such as equal respect for persons, or if indi-
rect discrimination does not wrong an individual in the same way but may nonetheless be
prohibited on grounds of distributive justice so as to promote equality of opportunity and
social welfare that takes into account the unfair distribution of benefits and opportunities
for some groups of people. Other scholars suggest that indirect discrimination constitutes
a distinct moral wrong because it compounds existing societal injustice.271 Still others suggest
that rather than constituting an independent moral wrong, indirect discrimination should be
viewed as a pragmatic instrument to achieve objectives pursued by the law of direct discrim-
ination: it can smoke out pretextual discrimination, serve as evidence of discriminatory intent,
and strengthen the effectiveness of norms prohibiting direct discrimination by also sanction-
ing policies and practices that are unconsciously or accidentally discriminatory.272 These nor-
mative differences as to what makes indirect discrimination wrongful may impact the law’s
conception of when it should be considered wrongful and whose perspective—the one of the
alleged perpetrator or that of the alleged victim(s)––will be given weight.273 j
y
g
There are several possible explanations for this reluctance to engage deeply with the sub-
stance and implications of the doctrine of indirect discrimination by human rights bodies. Conceptually and normatively, it is contested why indirect discrimination constitutes a
moral wrong in the first place. Theorists disagree, for instance, on whether direct and indirect
discrimination share a common moral foundation, such as equal respect for persons, or if indi-
rect discrimination does not wrong an individual in the same way but may nonetheless be
prohibited on grounds of distributive justice so as to promote equality of opportunity and
social welfare that takes into account the unfair distribution of benefits and opportunities
for some groups of people. A. The Promise of Indirect Discrimination Other scholars suggest that indirect discrimination constitutes
a distinct moral wrong because it compounds existing societal injustice.271 Still others suggest
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For advocates as well as the human rights institutions themselves, labeling something
“indirect” rather than “direct” discrimination then poses a Catch-22. If indirect discrimina-
tion does not signal the same kind of “bad faith” on the part of the policymaker, as does its
direct counterpart, then it may not imply the kind of blameworthiness that advocates want to
call out and target. On the other hand, it is precisely because of the “softer” condemnation of
state policy without the corresponding moral judgment that a ruling of indirect discrimina-
tion may be more palatable to states and reduce the potential for political backlash. This may
be the case even though indirect discrimination highlights the ways in which exclusionary
policies reflect and amplify, not just individual, but structural discrimination, and thus
may necessitate transformational, institutional reform.274 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW 280 Vol. 116:2 This dilemma is illustrated by the co-evolution of the doctrines of direct and indirect dis-
crimination in the jurisprudence of the ECtHR. The court first formally recognized indirect
discrimination in the form of disproportionately prejudicial impact on a protected group pur-
suant to a neutral policy in the case of D.H. and Others v. the Czech Republic, a case dealing
with the disproportionate impact of a general educational rule on Roma children in the Czech
Republic. The court ruled that prima facie evidence of this discrimination could be produced
through statistical evidence showing disproportionate prejudicial impact on the protected
group compared to a similarly situated group. It would nonetheless be open to the state to
justify the indirect discrimination by demonstrating that the policy pursued a legitimate aim
through measures that were both proportionate and necessary.275 While DH and Others could have been a turning point in the ECtHR’s approach to dis-
crimination, it has fallen short of that promise. 275 D.H. v. The Czech Republic, 2007-IV Eur. Ct. H.R., para. 196.
276 See Mathias Möschel, The Strasbourg Court and Indirect Race Discrimination: Going Beyond the Education
Domain, 80 MOD. L. REV. 121, 124–125 (2017).
277 See Samantha Besson, Evolutions in Non-discrimination Law within the ECHR and the ESC Systems: It Takes
Two to Tango in the Council of Europe, 60 AM. J. COMP. L. 147, 167–71 (2012).
278 See Barbara Havelková, Judicial Scepticism of Discrimination at the ECtHR, in FOUNDATIONS OF INDIRECT
DISCRIMINATION LAW, supra note 267, at 83, 84, 98–99.
279 Id. at 98.
280 Id. at 101. A. The Promise of Indirect Discrimination For one, the court does not always distinguish
between direct and indirect discrimination in its case law, making it difficult to trace the
impact of the latter, in particular since there have been few pronouncements on indirect
discrimination outside the context of education segregation.276 There is also a lack of mean-
ingful precision in the standard for justified discrimination—what, for instance, is a legitimate
aim?—which is further compounded by the margin of appreciation accorded to states in the
application of the European Convention on Human Rights (ECHR). Scholars claim that
even though the court requires “very weighty reasons” to justify differential treatment on pro-
tected grounds such as gender, race, and religion, this heightened protection is often diluted
by the court’s deference to states under the margin of appreciation.277 Even so, the court’s embrace of indirect discrimination has invited a steady stream of objec-
tions from defendant states as well as individual judges of the ECtHR in their separate and
dissenting opinions, a pressure that the court has withstood thus far, but for reasons that may
not be entirely benign.278 In a fascinating study dissecting the court’s racial discrimination
jurisprudence, Barbara Havelková contrasts the court’s willingness to infer structural preju-
dice from statistical evidence in indirect discrimination cases and its failure to infer racial
motive in arguably more egregious cases of direct discrimination. Havelková queries whether
this divergent approach is because “[f]inding structural bias can be more palatable than find-
ing racist motives.”279 Seen in this light, rather than a progressive tool for furthering anti-dis-
crimination norms, indirect discrimination appears to be a way for the court to avoid making
uncomfortable pronouncements on racist bias. Indeed, as Havelková goes on to argue, “in
several of the post-DH discrimination cases, the Court did not merely not require a proof
of intent, but seemed to reassure the defendant state that their finding of discrimination
was not meant to imply the government had racist intentions.”280 https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 281 MANUFACTURING STATELESSNESS As these developments highlight, much conceptual excavation and doctrinal fine-tuning
remains to be done for international and regional norms on indirect discrimination to realize
their potential, in particular when it comes to challenging the state’s prerogative on matters
that relate to membership in the political community. 281 See Collins & Khaitan, supra note 267, at 21–25 (discussing the distinction between the two categories of
discrimination in a number of different jurisdictions).
282 Open Society Justice Initiative, Strategic Litigation Impacts: Insights from Global Experience, at 25 (2018).
283 Adam Weiss, The Essence of Strategic Litigation, in STRATEGIC LITIGATION: BEGRIFF UND PRAXIS 27, 28
(Alexander Graser & Christian Helmrich eds., 2019).
284 See, e.g., Cathryn Costello, Strategic Litigation to Vindicate the Rights of Refugees and Migrants: Pyrrhic Perils
and Painstaking Progress, in LEGAL CASES THAT CHANGED IRELAND (Ivana Bacik & Mary Rogan eds., 2016). A. The Promise of Indirect Discrimination What kinds of evidence would be
needed to argue that ostensibly neutral policies such as demanding registration requirements
that have served to disenfranchise Thai hill tribes or documentation drives that have led to the
UAE’s practice of off-shore citizenship for minority groups, constitute instances of prohibited
discrimination? Would it be more strategic to deliberately frame challenges to manufactured
statelessness as not implicating malign intentions, but rather state failure to pay sufficient
attention to the prejudicial impact of its neutral policies on a protected group? Alternatively, would it be better to consciously blur the boundaries between direct and indi-
rect discrimination by rethinking whether direct discrimination must always require deliber-
ate intent to discriminate? In domestic legal systems, for example, jurisdictions such as
Canada have chosen to abandon the distinction between the two categories of discrimination
whereas those such as the UK treat the distinction as one of degree rather than kind, with
proof of deliberate intent to discriminate not required for either form of discrimination.281 281 See Collins & Khaitan, supra note 267, at 21–25 (discussing the distinction between the two categories of
discrimination in a number of different jurisdictions). B. Strategic Litigation as a Way Station As the examples of state-choreographed statelessness in Part II revealed, some of the partial
successes in constraining statelessness practices in cases such as the Dioula ethnic community
in Côte d’Ivoire and those “without nationality” in the Netherlands have come from actors
bringing claims before regional human rights courts and bodies. Indeed, many would be clas-
sified as instances of “strategic litigation,” where, in the words of one of its main proponents,
the Open Society Justice Initiative (OSJI), the claimant pursues “legal action in a court that is
consciously aimed at achieving rights-related changes in law, policy, practice, and/or public
awareness above and beyond relief for the named plaintiff(s).”282 Transnational and international strategic litigation is a relatively recent phenomenon with
its fair share of both supporters and detractors. For one, there are inherent challenges with
identifying a “test case” for the purposes of strategic litigation efforts. Or as Adam Weiss,
the managing director of European Roma Rights Centre puts it, “strategic litigation has a
lot in common with the notion of “black swans”” and “[w]hat makes a case strategic can
only be seen in retrospect.”283 There is always a risk that the lawyer(s) attempting to engage
in the risk versus rewards exercise of the potentially beneficial outcome gets the calculation
wrong, leading to an unfavorable outcome that ends up reversing, instead of accelerating, the
campaign for legal reform. And even cases that result in victories might only incentivize states
to come up with workarounds that avoid the precedent set by a negative ruling.284 Moreover,
overreliance on one court as a site for demanding rights comes with its own problems and can
increase the possibility of backlash from states and domestic non-state actors such as https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 282 conservative parties or lobby groups.285 And finally, there is the ever-present question of
resources: even if lawyers could be confident of choosing wisely, not all of them have the insti-
tutional or financial capacity to pursue strategic litigation. 285 See, e.g., Daniel Thym, The End of Human Rights Dynamism? Judgments of the ECtHR on “Hot Returns” and
Humanitarian Visas as a Focal Point of Contemporary European Asylum Law and Policy, 32 INT’L J. REFUGEE L. 569
(2020) (analyzing the European courts’ recent turn away from rights-enhancing judgments in the context of
migration litigation in light of the changing political context and perceptions of their legitimacy).
286 B. Strategic Litigation as a Way Station It is not surprising to see studies
highlighting that strategic litigation before supranational courts is dominated by a few players
who tend to be larger well-funded organizations or smaller organizations that can partner with
them.286 Notwithstanding these limitations within which strategic litigation operates, scholarship as
well as practice, including in the context of statelessness, point to ways in which strategic lit-
igation can act as “a pebble that paves the road for certain [rights-enhancing] changes.”287
The earlier example of OSJI’s successful claim before the African Commission on Human
and People’s Rights challenging Côte d’Ivoire’s denial of nationality to members of the
Dioula ethnic community is a good illustration of some of the elements that would need
to be in place to maximize the chances of strategic litigation translating into positive legal
change. The first is acute sensitivity to the political and social environment that is especially
important for politically explosive issues such as citizenship. In the case of Côte d’Ivoire, as
previously mentioned, President Ouattara’s ascendency to political office meant that the
shifting political winds were likely to favor the Commission’s decision. Strategic litigators
seeking to combat statelessness can, however, also play a part in preparing the ground so as
to increase the likelihood of compliance with supranational decisions through mechanisms
such as robust local civil society mobilization and bringing “preparatory” cases at the national
level that feed into and reinforce the supranational ruling.288 Complementary rulings by pro-
gressive and independent domestic courts combined with legitimation through national
human rights actors might help counter the perception of supranational meddling in sover-
eign matters related to the grant of nationality. Equally important is what happens in the aftermath of a successful ruling, even when it falls
on fertile political ground. 286 See HEIDI NICHOLS HADDAD, THE HIDDEN HANDS OF JUSTICE: NGOS, HUMAN RIGHTS, AND INTERNATIONAL
COURTS 61–62, 104–05 (2018) (surveying the types of NGOs that typically engage in strategic litigation at the
ECtHR and the IACtHR). 287 Open Society Justice Initiative, Strategic Litigation Impacts: Roma School Desegregation, at 72 (2016) (quot-
ing a Czech Ministry of Justice official on the impact of the ECtHR’s ruling in DH on the Czech legal landscape).
288 See MORITZ BAUMGÄRTEL, DEMANDING RIGHTS: EUROPE’S SUPRANATIONAL COURTS AND THE DILEMMA OF
MIGRANT VULNERABILITY 134 (2019).
289 See HADDAD, supra note 286, at 105; STRATEGIC LITIGATION IMPACTS, supra note 282, at 61.
290 Freek van der Vet, Transitional Justice in Chechnya: NGO Political Advocacy for Implementing Chechen
Judgments of the European Court of Human Rights, 38 REV. CENT. & E. EUR. L. 363, 376 (2013). 90 Freek van der Vet, Transitional Justice in Chechnya: NGO Political Advocacy for Implementing Chechen
gments of the European Court of Human Rights, 38 REV. CENT. & E. EUR. L. 363, 376 (2013). 287 Open Society Justice Initiative, Strategic Litigation Impacts: Roma School Desegregation, at 72 (2016) (quot-
ing a Czech Ministry of Justice official on the impact of the ECtHR’s ruling in DH on the Czech legal landscape).
288 See MORITZ BAUMGÄRTEL, DEMANDING RIGHTS: EUROPE’S SUPRANATIONAL COURTS AND THE DILEMMA OF
MIGRANT VULNERABILITY 134 (2019). 285 See, e.g., Daniel Thym, The End of Human Rights Dynamism? Judgments of the ECtHR on “Hot Returns” and
Humanitarian Visas as a Focal Point of Contemporary European Asylum Law and Policy, 32 INT’L J. REFUGEE L. 569
(2020) (analyzing the European courts’ recent turn away from rights-enhancing judgments in the context of
migration litigation in light of the changing political context and perceptions of their legitimacy).
286 See HEIDI NICHOLS HADDAD, THE HIDDEN HANDS OF JUSTICE: NGOS, HUMAN RIGHTS, AND INTERNATIONAL
COURTS 61–62, 104–05 (2018) (surveying the types of NGOs that typically engage in strategic litigation at the
ECtHR and the IACtHR).
287 Open Society Justice Initiative, Strategic Litigation Impacts: Roma School Desegregation, at 72 (2016) (quot-
ing a Czech Ministry of Justice official on the impact of the ECtHR’s ruling in DH on the Czech legal landscape).
288 See MORITZ BAUMGÄRTEL, DEMANDING RIGHTS: EUROPE’S SUPRANATIONAL COURTS AND THE DILEMMA OF
MIGRANT VULNERABILITY 134 (2019).
289 See HADDAD, supra note 286, at 105; STRATEGIC LITIGATION IMPACTS, supra note 282, at 61.
290 Freek van der Vet, Transitional Justice in Chechnya: NGO Political Advocacy for Implementing Chechen
Judgments of the European Court of Human Rights, 38 REV. CENT. & E. EUR. L. 363, 376 (2013). 89 See HADDAD, supra note 286, at 105; STRATEGIC LITIGATION IMPACTS, supra note 282, at 61.
90 87 Open Society Justice Initiative, Strategic Litigation Impacts: Roma School Desegregation, at 72 (2016) (quot-
a Czech Ministry of Justice official on the impact of the ECtHR’s ruling in DH on the Czech legal landscape).
88 B. Strategic Litigation as a Way Station The importance of strategic litigators actively engaging with imple-
mentation in the post-judgment phase has been borne out in the context of supranational
courts, such as the ECtHR and the IACtHR.289 For example, research on the experience of
litigating Chechen cases at the ECtHR has shown the crucial role played by NGOs in the
post-litigation phase in actively lobbying the Committee of Ministers tasked with supervising
the implementation of the court’s judgments by submitting memoranda and creating net-
works with Council of Europe officials.290 In Côte d’Ivoire, following the Commission’s deci-
sion on denial of nationality, OSJI worked closely with civil society actors to build local and https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 283 2022 MANUFACTURING STATELESSNESS regional networks that would facilitate the decision’s implementation. This included partner-
ing with the UNHCR office in Abidjan to help set up the Civil Society against Statelessness
(CICA), a coalition of local NGOs with the mandate to act as a focal point for liaising with
government actors as well as providing feedback and information to the Commission on the
implementation of measures to combat statelessness. B. Strategic Litigation as a Way Station The OSJI itself also assisted these efforts
by making submissions to the Commission outlining the steps that the Ivorian government
had taken to implement the decision.291 p
Given the dearth of international and supranational jurisprudence on the conditions for
the acquisition and denial of nationality, strategic litigation on statelessness can thus trigger
medium- to long-term legal reforms, including in cases that result in losses, if litigators are
able to incrementally move the courts’ jurisprudence in a progressive direction or jumpstart
domestic mobilization.292 In the same vein, instead of putting all their eggs in one litigation
basket, strategic litigators on statelessness may adopt a more pragmatic “topographical” pos-
ture, whereby they simultaneously pursue remedies for tackling statelessness through differ-
ent legal and political mechanisms at the domestic, regional, and international levels.293 The
idea is that combining overlapping and mutually reinforcing liability regimes will not only
prove to have a greater deterrent effect on states but also make it that much harder for
them to introduce policies and measures that are designed to evade the precedential effect
of a negative ruling in any particular legal regime.294 As cases such as the Dioula, those with-
out nationality in the Netherlands, and the Kenyan Nubians demonstrate, strategic litigators
on statelessness would be well advised to move beyond a court-centric focus and also consider
initiating cases before “softer” mechanisms such as human rights treaty bodies. They should
also explore the prospects of bringing nationality claims through international procedures
that have seldom been tested. For example, it has been suggested that India’s discriminatory
citizenship laws discussed earlier could be challenged under the CERD Convention by a state
initiating a complaint before the CERD Committee through the interstate mechanism.295 291 Alpha Sesay & Amon Dongo, Côte d’Ivoire’s Statelessness Problem: Utilizing Multiple Tools to Support
Implementation of Judgments, in IMPLEMENTING HUMAN RIGHTS DECISIONS: REFLECTIONS, SUCCESSES, AND NEW
DIRECTIONS 29 (2021). 295 See Priya Pillai, State Responsibility for Citizenship in India: Lessons from Myanmar, and the CERD Inter-State
Communication Mechanism, OPINIO JURIS (Dec. 21, 2019), at http://opiniojuris.org/2019/12/21/state-responsi-
bility-for-citizenship-in-india-lessons-from-myanmar-and-the-cerd-inter-state-communications-mechanism.
296 A
il bl
h
//
h
/ib l 292 See BAUMGÄRTEL, supra note 288, at 129 (arguing, in the context of migration, that even cases that are des-
tined to fail may turn into “successes without victories”). 296 Available at https://www.unhcr.org/ibelong. 293 Nikolas Feith Tan & Thomas Gameltoft-Hansen, A Topographical Approach to Accountability for Human
Rights Violations in Migration Control, 21 GERMAN L.J. 335, 337 (2020) (outlining the contours of a topographical
approach to strategic litigation). pp
294 Id. 291 Alpha Sesay & Amon Dongo, Côte d’Ivoire’s Statelessness Problem: Utilizing Multiple Tools to Support
Implementation of Judgments, in IMPLEMENTING HUMAN RIGHTS DECISIONS: REFLECTIONS, SUCCESSES, AND NEW
DIRECTIONS 29 (2021).
292 See BAUMGÄRTEL, supra note 288, at 129 (arguing, in the context of migration, that even cases that are des-
tined to fail may turn into “successes without victories”).
293 Nikolas Feith Tan & Thomas Gameltoft-Hansen, A Topographical Approach to Accountability for Human
Rights Violations in Migration Control, 21 GERMAN L.J. 335, 337 (2020) (outlining the contours of a topographical
approach to strategic litigation).
294 Id.
295 See Priya Pillai, State Responsibility for Citizenship in India: Lessons from Myanmar, and the CERD Inter-State
Communication Mechanism, OPINIO JURIS (Dec. 21, 2019), at http://opiniojuris.org/2019/12/21/state-responsi-
bility-for-citizenship-in-india-lessons-from-myanmar-and-the-cerd-inter-state-communications-mechanism.
296 Available at https://www.unhcr.org/ibelong. C. Rethinking Legal Identity Documentation While formal legal actions are certainly one potential avenue to counter manufactured
statelessness, no less important are policy and advocacy measures championed by interna-
tional actors, in particular, those taken by the UNHCR as the nodal agency for tackling state-
lessness. In 2014, the UNHCR launched the #IBelong Campaign with the ambitious aim to
end statelessness in a decade.296 The campaign represents a major shift in the UNHCR’s https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 284 posture on statelessness on which it has historically been reluctant to adopt an interventionist
stance for fear of compromising political support for its central activities concerning refugees
and asylum seekers.297 To fulfill this mandate, the UNHCR has developed the Global Action
Plan to End Statelessness: 2014–2024, which sets out ten actions that must be taken in order to
end statelessness, including formal legal measures with respect to which it has already
achieved some success, such as advocating for the removal of gender discrimination in laws
governing nationality, improving data on statelessness, and encouraging accession to the
Statelessness Conventions. Other prominent recommendations relate to ensuring birth reg-
istration and the issuance of nationality documentation to persons who would be entitled to
it.298 The UNHCR’s emphasis on the acquisition of identity documentation to address stateless-
ness has been echoed in the 2018 Global Compact on Refugees’ program of action, which
advocates civil and birth registration and documentation to reduce the risk of statelessness.299
It is also in line with the championing of legal identity and registration documentation by
major international human rights and development agencies on the premise that they symbol-
ize universal membership and confer a standardized equal identity on the bearer.300 This is
exemplified in the language of the Sustainable Development Goals (SDG) setting out the tar-
get to “provide legal identity for all, including birth registration” by 2030.301 However, as this
Article has argued, identification practices and documentation are a double-edged sword that
can be used to both include and exclude. While the ascription of legal identity and its doc-
umentary proof can certainly enable access to essential goods and services such as health, edu-
cation, housing, and finance, and promote the efficient functioning of social welfare
programs,302 as scholars have noted, the very same document may carry different meanings
depending on the political context and purposes for which it is employed. 297 STAPLES, supra note 103, at 147.
298 Other measures involve resolving existing situations of statelessness, granting protection to stateless
migrants, preventing childhood statelessness and loss of nationality on discriminatory grounds and in cases of
state succession. Global Action Plan to End Statelessness, supra note 7.
299 Global Compact on Refugees, § 2.8, UN Doc. A/73/12 (Part II) (Aug. 2, 2018).
300 See Samantha Balaton-Chrimes, Statelessness, Identity Cards and Citizenship as Status in the Case of the
Nubians of Kenya, 18 CITIZENSHIP STUD. 15, 18, 20 (2014).
301 UN General Assembly, Transforming Our World: The 2030 Agenda for Sustainable Development, Goal
16.9, UN Doc. A/RES/70/1 (Oct. 21, 2015).
302 See Bronwen Manby, The Sustainable Development Goals and “Legal Identity for All”: “First, Do No Harm,”
139 WORLD DEV. 2, 3 (2021) (summarizing the economics and policy literature on the benefits of identity
documentation).
303 DAVID LYON, IDENTIFYING CITIZENS: ID CARDS AS SURVEILLANCE 3 (2009).
304 See Rachel E. Rosenbloom, From the Outside Looking In: U.S. Passports in the Borderlands, in CITIZENSHIP IN
QUESTION, supra note 165, at 132, 140. 303 DAVID LYON, IDENTIFYING CITIZENS: ID CARDS AS SURVEILLANCE 3 (2009).
304 304 See Rachel E. Rosenbloom, From the Outside Looking In: U.S. Passports in the Borderlands, in CITIZENSHI
QUESTION, supra note 165, at 132, 140. 297 STAPLES, supra note 103, at 147.
298 p
98 Other measures involve resolving existing situations of statelessness, granting protection to stateless
rants, preventing childhood statelessness and loss of nationality on discriminatory grounds and in cases of
e succession. Global Action Plan to End Statelessness, supra note 7. C. Rethinking Legal Identity Documentation Identity documents
“may be carried with pride, indifference, reluctance or even fear, depending on the political
conditions and the history of using such documents in the country in question.”303 Identity
cards, in particular, have traditionally carried a range of negative connotations in countries
where they have been used as a form of surveillance and control and to deny and restrict
the rights of marginalized groups.304 As the examples in Part II have indicated, the drive to document and enumerate popula-
tions has at times had the paradoxical effect of rendering stateless individuals who fall out of
the carefully constructed categories of citizens and “foreigners.” Previous studies had https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 285 MANUFACTURING STATELESSNESS 2022 examined the ways in which countries such as the Dominican Republic have implemented
legal and non-legal measures to “forcibly displace” Dominican born persons of Haitian
descent by forcibly attributing to them the putative nationality of their “native land” or
risk being placed in a limbo state of statelessness.305 More recent scholarship has specifically
highlighted the link between the identity documentation drive in the Dominican Republic
and its impact on the exclusion of Dominicans of Haitian descent from citizenship. The push
by international actors such as the UN, the World Bank, and the Inter-American
Development Bank for the Dominican Republic to undertake population identification
and civil registration measures in order to facilitate the delivery of social welfare programs
had the paradoxical effect of unsettling the long established entitlements of Dominicans of
Haitian descent.306 International actors such as the World Bank provided financial and tech-
nical support to implement registration policies at the macro-level but left the Dominican
Republic free to determine the criteria for citizenship acquisition and eligibility for legal iden-
tity documentation. Thus, even Dominicans of Haitian descent who possessed the appropri-
ate paperwork suddenly found themselves unable to renew their documentation or were faced
with their confiscation.307 In the Kenyan case, the new digital identity system, “Huduma Namba,” intended as a
comprehensive registration system to guarantee legal identity and facilitate access and entitle-
ment to government services and welfare programs, would theoretically have functioned as an
inclusionary instrument that recognizes the status of marginalized communities such as the
Nubians and Somali Kenyans as equal citizens. 305 See Kristy A. Belton, Rooted Displacement: The Paradox of Belonging Among Stateless People, 19 CITIZENSHIP
STUD. 907 (2016).
306 HAYES DE KALAF, supra note 235.
307 Eve Hayes de Kalaf, Making Foreign: Legal Identity, Social Policy and the Contours of Belonging in the
Contemporary Dominican Republic, in WELFARE AND SOCIAL PROTECTION IN CONTEMPORARY LATIN AMERICA
101, 107 (Gibran Cruz-Martinez ed., 2019).
308 Holly Ritson, “We Are Not Data Points”: Highlights from our Conversation on the Kenyan Digital ID System,
NYU CENTER FOR HUMAN RIGHTS AND GLOBAL JUSTICE (Nov. 9, 2020), at https://chrgj.org/2020/11/09/we-are-
not-data-points-highlights-from-our-conversation-on-the-kenyan-digital-id-system. 309 Nubian Rights Forum & 2 others v. Attorney General & 6 others; Child Welfare Society & 9 Others
(Interested Parties) [2020] eKLR, at http://kenyalaw.org/caselaw/cases/view/189189.
310 Open Society Justice Initiative, Litigation, Nubian Rights Forum et al. v. the Honourable Attorney General
of Kenya et al. (“NIIMS Case”), at https://www.justiceinitiative.org/litigation/nubian-rights-forum-et-al-v-the-
honourable-attorney-general-of-kenya-et-al-niims-case.
311 Manby, supra note 302, at 7.
312 See Bronwen Manby, Naturalization in African States: Its Past and Potential Future, 25 CITIZENSHIP STUD.
514, 525 (2021).
313 See Christoph Sperfeldt, Legal Identity in the Sustainable Development Agenda: Actors, Perspectives and Trends
in an Emerging Field of Research, 26 INT’L J. HUM. RTS. 1, 14–16 (2021). C. Rethinking Legal Identity Documentation However, as advocates have argued, the
Huduma Namba system is merely “layered over a history of exclusion” faced by these com-
munities and replicates many of the endemic discriminatory practices in their access to iden-
tity documents. Not only may Kenyans from border communities, such as Somali Kenyans,
be required to undergo vetting for community membership by local chiefs before being able
to access the ID system, but the difficulties and delays in being able to prove this membership
has driven some applicants to register as refugees simply to be able to gain access to services.308 Multiple domestic legal actions have been brought before Kenyan domestic courts, chal-
lenging, amongst other things, the broad discretion vested in registration authorities to
demand additional forms of documentary proof of nationality from members of the margin-
alized groups as a violation of the right to equality and non-discrimination. However, in its
January 2020 ruling, the Kenyan High Court held that the law establishing the digital iden-
tity system did not, on its face, establish any distinction between marginalized groups such as
the Nubians and other Kenyans, and the evidence adduced before the court was insufficient
to prove discrimination. Thus, while it recognized the possibility of the risk of exclusion of
some groups and stressed the need for a regulatory mechanism to mitigate this risk, the court https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 286 rejected the discrimination claim.309 Civil society actors such as the OSJI have nonetheless
persisted in their advocacy efforts calling out the digital identity system as a form of indirect
discrimination that violates the Kenyan constitution by penalizing marginalized groups who
face difficulties accessing legal identity documentation required for registration.310 g
g
g
Scholarship analyzing the impact of identity documentation drives shows that far from
being outliers, cases such as the Dominican Republic and Kenya are emblematic of the poten-
tial of new registration systems to reinforce discriminatory citizenship practices. C. Rethinking Legal Identity Documentation The intro-
duction of a new nationality identity card in Mauritania, for instance, has been claimed to be
part of the government’s strategy to revoke the citizenship of black Mauritanians and as a
form of “biometric genocide.” Similarly, concerns have been raised on the establishment of
the Sudanese civil registration system and ID card as a tool to identify individuals of southern
Sudanese descent and deny them the right to citizenship.311 These examples point to the
depressing possibility that, instead of eliminating statelessness, the push by international
actors to encourage or even require states to ascribe a legal status—and the accompanying
identity document—to an individual, may inadvertently end up facilitating its entrenchment. y
y
y
p
g
This does not imply that measures to access legal identity and documentation are automat-
ically suspect; rather they suggest the need for agencies such as the UNHCR to recognize the
Janus-faced nature of identity documentation as reinforcing the binary divisions between cit-
izens and non-citizen others, at times to the detriment of those who the state wants to exclude
from its imaginary.312 Instead of furthering the goal of “leaving no one behind,” the promo-
tion of legal identity documentation and registration without sufficient regard to the politics
of documentation and evidence can end up reproducing marginalization and statelessness. International human rights and development actors should thus be cautious of an uncritical
embrace of legal identity documentation and insist on advance and robust scrutiny of the legal
framework and social context in which they will be implemented in order to prevent them
from becoming tools of coercion and exclusion.313 313 See Christoph Sperfeldt, Legal Identity in the Sustainable Development Agenda: Actors, Perspectives and Tr
in an Emerging Field of Research, 26 INT’L J. HUM. RTS. 1, 14–16 (2021). CONCLUSION The 1920s fictional protagonist of The Death Ship has much in common with the flesh-
and-blood stateless person today. Stripped of his nationality and legal identity in the territory
he seeks to call home and unable to prove either his nationality or the lack of it, the stateless
person inhabits an existential precariousness that knows no escape. As this Article has argued,
international and regional courts and human rights bodies have been doggedly pursuing
piecemeal efforts to challenge manufactured statelessness and, in the rare case, have done
so with some success. However, even these progressive rulings have been characterized by https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press 2022 287 MANUFACTURING STATELESSNESS adhocism and failed to ignite a “justice cascade” where states are routinely being called on to
answer for the liminal no-man’s land to which they have consigned thousands of people where
none of the protections of citizenship apply. Moreover, as the cases of the Dominicans of
Haitian descent and the Kenyan Nubians reveal, their actual impact on the reality of state-
lessness on the ground is questionable. States have either flouted the rulings, adopted an “à la
carte” approach to implementing the least politically costly aspects of the rulings, surrepti-
tiously backtracked on initial compliance measures, or found creative workarounds to
avoid the international legal precedent. In parallel, agencies such as the UNHCR have championed policy interventions to resolve
statelessness by emphasizing the need for a state-centered response grounded in changes to
nationality laws, documentation and registration practices, and improved data collection, to
prevent and eliminate statelessness. However, some of these strategies that emphasize formal,
technical reforms will do little to address the main pathways through which states manufac-
ture statelessness in the shadow of the law. And others, such as identity documentation and
registration drives may even prove to be counterproductive and exacerbate covert stateless-
ness. Comprehensive identity management systems intended to serve as a “single source of
truth,” as claimed by Kenya’s Huduma Namba—and often supported by technical and finan-
cial assistance measures by international human rights and development agencies—can be
layered upon existing forms of exclusion or give rise to new ones. This Article has argued that states’ agility in countering halting efforts by international legal
actors calls for an international legal roadmap that can go toe-to-toe with the various and
evolving techniques the state implements to manufacture statelessness. 314 See Gibney, supra note 27, at 53–55 (on the various reasons motivating states to intentionally create
statelessness). CONCLUSION This roadmap
requires recognizing that rather than invite the wrath of international law by enacting overtly
illegal or discriminatory rules and institutions, the state can instead achieve the same result by
manipulating ostensibly egalitarian criteria for political membership such as time, territory,
and administrative processes. Far from being neutral and unbiased, the effects of legal recon-
figurations of time and space, and the requirements for empirical citizenship, are not ran-
domly distributed but reflect pre-existing and extra-legal exclusions of certain types of
people from the political imaginary of the nation-state. The ultimate result is thus often
the same—statelessness that is caused by state-sponsored discrimination and inequality—
but implemented through facially neutral conceptual and policy instruments that fly under
the radar of international law. This strategic statelessness is not evidence of the limits of the
state’s political authority, but rather constitutive of it: strategy that allows the state to exploit
the vulnerability and labor of stateless persons, strategy that questions the loyalty of certain
groups and paints them as unworthy of citizenship, and strategy that uses exclusion as a polit-
ical weapon to facilitate people-building.314 For international legal actors to build and implement this roadmap, they would need to
learn how to think and see like a state. To do otherwise would be to risk introducing a doc-
trinal or policy measure only to be outsmarted by the state carving out creative exceptions to
its application. The Article has thus emphasized a multi-pronged approach that begins the
process of constructing such a roadmap drawing on legal doctrine, litigation strategy, and pol-
icy. The first of these advocates developing the normative foundations and doctrinal contours https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press THE AMERICAN JOURNAL OF INTERNATIONAL LAW Vol. 116:2 288 of international and regional legal norms on indirect discrimination. As various studies have
shown, these have either been vastly underexplored or unevenly applied in the jurisprudence
of regional human rights courts and the human rights treaty bodies. Since indirect discrim-
ination is generally seen as avoiding the attribution of bad faith or an evil motive to the state,
this may be a more palatable way for international bodies to signal the illegal impact of dis-
criminatory state policies on statelessness. Any doctrinal reform, however, can only be as good as the actors who use it to litigate state-
lessness. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press CONCLUSION The Article has thus highlighted the potential of the “topographical” approach to
strategic litigation on statelessness. This will involve international and local civil society actors
exploring multiple legal fora—including those that may not be obvious choices for stateless-
ness claims—to find different jurisdictional hooks to simultaneously pursue remedies for state
manufactured statelessness. Spreading the litigation risk between different fora may also pre-
vent any particular court being singled out as a repeat player and potentially being subject to
backlash from disgruntled states. And finally, the Article has recommended revisiting the policy push by agencies such as the
UNHCR for legal identity documentation and registration as an instrument to tackle state-
lessness. As the various examples ranging from the UAE, India, Kenya, the Dominican
Republic, and other parts of the world undergoing rapid upgrades in identification and reg-
istration systems have shown, without advance assessment of the legal framework and polit-
ical conditions in which these systems will be implemented, they can easily mutate into
technologies of exclusion rather than inclusion. Vital as these reforms are, they make no claim to be a panacea for all the ingenious ways in
which states may potentially manipulate facially neutral criteria of time, space, and documen-
tation to produce statelessness. In this sense, they are not directed at achieving the interna-
tional community’s aspirational goal of ending statelessness in a decade. Rather, they are
intended to narrow, as much as possible, and within the existing limits of the international
legal order, the circumstances in which states can discriminate against and exclude those who
have a prima facie sufficiently close connection with the state to be able to claim citizenship in
order to engineer and maintain statelessness. The ambition of these proposals is thus—to take
a page out of the European Court of Human Rights’ playbook—one of ethical incremental-
ism rather than radical overhaul. The hope, nonetheless, is that this decision to “hasten
slowly” inspires more revolutionary counter-narratives on statelessness. These may involve
rethinking the nature of citizenship as a politico-legal institution that is associated with a cer-
tain set of rights, territory, and form of political authority. And to refashioning principles of
citizenship allocation in a global political and legal order that systematically produces vast
inequalities in the distribution of political power and resources. https://doi.org/10.1017/ajil.2022.2 Published online by Cambridge University Press
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*
Ks. dr Krzysztof Oskar Pokorski – prezbiter archidiecezji szczecińsko-kamieńskiej; doktor na-
uk prawnych; wiceoficjał w Metropolitalnym Sądzie Biskupim Archidiecezji Szczecińsko-Ka-
mieńskiej; adiunkt w Wyższej Szkole Administracji Publicznej w Szczecinie; dziekan Wydziału
Administracji Publicznej i Nauk Społecznych WSAP. E-mail: xkpokorski@gmail.com. COLLOQUIA THEOLOGICA OTTONIANA 2/2018, s. 259–263 COLLOQUIA THEOLOGICA OTTONIANA 2/2018, s. 259–263 COLLOQUIA THEOLOGICA OTTONIANA 2/2018, s. 259–263 DOI: 10.18276/cto.2018.2-15 SPRAWOZDANIE Z V OGÓLNOPOLSKIEJ
KONFERENCJI PRAWA PROCESOWEGO
„WSPÓŁPRACA SĄDÓW W ZAKRESIE DOWODZENIA”
WYDZIAŁ PRAWA I ADMINISTRACJI
UNIWERSYTETU WARMIŃSKO-MAZURSKIEGO
W OLSZTYNIE 24 KWIETNIA 2018 ROKU Krzysztof Oskar Pokorski*
Wydział Administracji Publicznej i Nauk Społecznych
Wyższa Szkoła Administracji Publicznej
Szczecin Na Wydziale Prawa i Administracji Uniwersytetu Warmińsko-Mazurskiego
w Olsztynie, już po raz piąty, zorganizowano Ogólnopolską Konferencję Prawa
Procesowego, która odbyła się 24 kwietnia 2018 roku, w Centrum Konferencyj-
nym WPiA UWM. Patronat honorowy nad konferencją objął minister sprawiedli-
wości, natomiast patronat naukowy objął Instytut na rzecz Kultury Prawnej „Ordo
Iuris” oraz Adwokatura Polska. Organizatorami konferencji byli: Katedra Praw
Człowieka, Prawa Europejskiego i Kanonicznego WPiA UWM, Katedra Postępo-
wania Cywilnego WPiA UWM, Studenckie Koło Naukowe Prawa Wyznaniowe-
go „Fides”, Koło Naukowe Postępowania Cywilnego „Contra” oraz Studenckie
Koło Naukowe Prawników Kanonistów. Celem konferencji była analiza norm prawnych oraz praktyki w zakresie
dowodzenia w postępowaniach sądowych i administracyjnych w Polsce zarów-
no w systemie prawa państwowego, jak i w prawie kanonicznym. Tematyka 260 Krzysztof Oskar Pokorski konferencji została potraktowana wielopłaszczyznowo, ponieważ podczas etapu
dowodzenia, w każdym systemie prawnym, ujawniają się liczne problemy i kwe-
stie wymagające analizy prawnej. Nauka i praktyka prawa procesowego pozwala-
ją stwierdzić, że gromadzenie, przedkładanie środków dowodowych w perspekty-
wie ich prawnej dopuszczalności, mocy dowodowej i ich oceny, wymagają ciągłej
refleksji naukowej i poszukiwań badawczych. Uroczystego otwarcia konferencji dokonał JM prof. zw. dr hab. Ryszard Gó-
recki, rektor Uniwersytetu Warmińsko-Mazurskiego. W swoim przemówieniu
wyraził wdzięczność organizatorom za cykliczne już podejmowanie zagadnień
prawa procesowego. Wskazał również, że dynamika zamian w prawie polskim
stwarza konieczność naukowej dyskusji i refleksji. Część merytoryczna tegorocznej konferencji rozpoczęła się sesją plenarną,
aby następnie obradować w ramach aż dziewięciu paneli, podczas których głos
zabrało ok. 90 prelegentów. Referaty prezentowane były nie tylko przez specjali-
stów z różnych ośrodków naukowych, ale również przez sędziów, prokuratorów,
adwokatów, a także sędziów i pracowników sądownictwa kościelnego. Sesji plenarnej przewodniczył ks. dr hab. Mieczysław Różański prof. UWM. Już pierwsze, wygłoszone podczas tej sesji referaty pokazały, że temat dowo-
dzenia w prawie procesowym jest zagadnieniem bardzo szerokim. Ks. prof. zw. dr hab. Ryszard Sztychmiler (UWM) podjął się refleksji nad znaczeniem proce-
sowym rekwizycji sądowych. Wskazał on, że sposób przeprowadzenia rekwizycji
oraz ich poziom, nie zawsze są pomocne w dalszym procedowaniu. Apelował,
aby przyjęte zlecenie wykonania sądowej rekwizycji wypełnić rzetelnie i z poczu-
ciem odpowiedzialności. W tej samej sesji referat wygłosiła mec. Agata Rewerska, ze Szkoły Prawa
Procesowego „Ad Exemplum”. Tytuł referatu brzmiał: „Błąd w ustaleniach fak-
tycznych jako skutek błędu logicznego sądu (błąd samoistny)”. SPRAWOZDANIE Z V OGÓLNOPOLSKIEJ
KONFERENCJI PRAWA PROCESOWEGO
„WSPÓŁPRACA SĄDÓW W ZAKRESIE DOWODZENIA”
WYDZIAŁ PRAWA I ADMINISTRACJI
UNIWERSYTETU WARMIŃSKO-MAZURSKIEGO
W OLSZTYNIE 24 KWIETNIA 2018 ROKU Poprowadzony
z pasją i na wysokim poziomie merytorycznym referat, zakończony został oficjal-
nym zgłoszeniem wniosku de lege ferenda do ministra sprawiedliwości. Kolejnym prelegentem był mec. Bartosz Lewandowski, który reprezento-
wał Instytut na rzecz Kultury Prawnej „Ordo Iuris”, tytuł jego referatu brzmiał:
„Przesłuchanie małoletniego pokrzywdzonego poniżej 15. roku życia w trybie
art. 185a KPK – praktyczne problemy czynności obrońcy w sprawach karnych”. Korzystając z własnego doświadczenia zawodowego, mecenas wskazał na wie-
le problemowych kwestii, które dotyczą przesłuchań osób poniżej 15 roku życia
i dowodzenia w sprawach z ich udziałem. Prelegent ukazywał również, jak istotna
dla dowodzenia jest rola biegłego psychologa i jak ważna jest prawidłowa komu-
nikacja między biegłym, sędzią a reprezentantem pokrzywdzonego. 261 Sprawozdanie z V Ogólnopolskiej Konferencji Prawa… Sprawozdanie z V Ogólnopolskiej Konferencji Prawa… Wszystkie referaty sesji plenarnej były przyczynkiem do bardzo ciekawej
i ożywionej dyskusji. Każdy z prelegentów odpowiadał kilkakrotnie na zadawa-
ne pytania, które były dowodem, że podjęte kwestie nadal wymagają naukowej
refleksji i wypracowania wskazań praktycznych. Część dyskusyjną zakończyło
zaproszenie na przerwę i poczęstunek. Nie sposób opisać wszystkich wystąpień ze względu na ich liczbę, ale trzeba
zauważyć, że tematyka prezentowanych referatów potwierdziła jak ważna i wy-
magająca ciągłej dyskusji jest kwestia współpracy sądów w zakresie dowodzenia. Część referatów wprost dotyczyła współdziałania różnych sądów w prowadzeniu
spraw. Przykładowo: „Zakres współpracy organów procesowych w postępowaniu
w sprawach o wykroczenia”, „Transkrypcja uzasadnień orzeczeń kasatoryjnych
sądów gospodarczych”, „Współpraca sądów w zakresie przeprowadzania dowo-
dów w państwach Europy środkowo-wschodniej”, „Współpraca sądów admini-
stracyjnych z organami administracji publicznej w zakresie dowodzenia”, „Akta
sprawy rozwodowej i ich wykorzystanie w procesie o stwierdzenie nieważno-
ści małżeństwa”, „Właściwości sądów w procesie cywilnym z uwzględnieniem
zasady perpetuatio fori”, „Współpraca sądów w Unii Europejskiej w zakresie
przeprowadzania dowodów w sporach transgranicznych”, „Europejski nakaz
aresztowania”, „Międzynarodowa pomoc prawna w zakresie przeprowadzania
dowodów w sprawach cywilnych na podstawie rozporządzenia Rady (WE) Nr
1206/2001”, czy „Współpraca sądów krajów członkowskich UE w postępowaniu
spadkowym”. Warto także wskazać te referaty, które dotyczyły mocy dowodowej poszcze-
gólnych środków dowodowych: „Nagranie jako dowód w sprawie rozwodowej”,
„Wysłuchanie informacyjne a dowód z przesłuchania stron w postępowaniu cy-
wilnym”, „Zakaz przesłuchania duchownego w świetle art. 178 kpk”, „Dopusz-
czalność wykorzystania procedury Niebieskiej Karty w kanonicznym procesie
małżeńskim”, „Wiarygodność zeznań świadków pozyskanych w drodze pomocy
sądowej”, „Dowód z opinii biegłego psychologa i psychiatry w procesie kano-
nicznym oraz prawie polskim”, „Dowody i ich charakter w postępowaniu karnym
w przypadku plagiatu”, „SMS, E-mail i wydruk z Facebooka jako dowód w spra-
wie sądowej”, „Sądowe uznanie za zmarłego jako dowód w procesie o nieważ-
ność małżeństwa z kan. 1085 KPK”, „Moc dowodowa opinii biegłego prywatne-
go w postępowaniu administracyjnym i cywilnym”, czy „Dowód z badań DNA
w sprawach o ustalenie lub zaprzeczenie pochodzenia dziecka”. Warto zaznaczyć, że szczecińskie środowisko prawnicze było reprezentowane
przez czterech prelegentów. Referaty wygłosili: dr hab. Kinga Flaga-Gieruszyń-
ska, prof. US – „Zasada bezpośredniości a przeprowadzanie dowodu na odle- 262 Krzysztof Oskar Pokorski głość”, dr Aleksandra Klich (US) – „Stopień dowodów aspekcie oceny dowodów
pozyskanych w drodze pomocy sądowej”, dr Karolina Ziemianin (US) – „Wiary-
godność zeznań świadków pozyskanych w drodze pomocy sądowej” oraz ks. dr
Krzysztof O. Sprawozdanie z V Ogólnopolskiej Konferencji Prawa… Pokorski (WSAP) – „System legalnej i swobodnej oceny środków
dowodowych w kanonicznym procesie zwyczajnym”. Całość konferencji, oprócz dziewięciu paneli, podzielona została na części, po
których możliwa była już prywatna dyskusja podczas wspólnej kawy czy posiłku. Referaty i dyskusje trwały od godziny 10.00 aż do 18.30, kiedy nastąpiło oficjal-
ne zakończenie obrad. Wiele dyskusji nie zostało dokończonych z braku czasu,
a wiele podjętych kwestii powinno stać się przyczynkiem do dalszych zmagań
naukowych. Kolejna już Konferencja Prawa Kanonicznego w Olsztynie była dowodem jak
potrzebna jest naukowa refleksja nad współpracą sądów nie tylko w kwestii do-
wodzenia, ale każdej czynności, która jest częścią procedury procesowej. Docenić
należy, że w dyskusję akademicką włączają się także praktycy – sędziowie, adwo-
kaci. W ten sposób ożywa łacińska sentencja, która stwierdza, że „verba docent,
exempla trahunt”. Słowa kluczowe: dowodzenie, środki dowodowe, moc dowodowa, współpraca sądów,
proces Streszczenie Na Wydziale Prawa i Administracji Uniwersytetu Warmińsko-Mazurskiego w Olsztynie
dnia 24 kwietnia br., obyła się V Ogólnopolska Konferencja Prawa Procesowego. Jej
celem była analiza norm prawnych dotyczących dowodzenia w postępowaniach sądo-
wych i administracyjnych w systemie prawa polskiego i kanonicznego oraz współpracy
sądowej w tej materii. Liczni prelegenci, jak też wielopłaszczyznowość podejmowanych
zagadnień, potwierdzili jak ważna i potrzebna jest naukowa dyskusja i refleksja nie tylko
teoretyków prawa, ale także jego praktyków. Wiele podjętych zagadnień powinno stać się
przyczynkiem do dalszych zmagań naukowych na kolejnych konferencjach. Słowa kluczowe: dowodzenie, środki dowodowe, moc dowodowa, współpraca sądów,
proces Słowa kluczowe: dowodzenie, środki dowodowe, moc dowodowa, współpraca sądów,
proces 263 Sprawozdanie z V Ogólnopolskiej Konferencji Prawa… Summary At the Faculty of Law and Administration of the University of Warmia and Mazury in
Olsztyn on April 24, 2018, the 5th National Conference on Process Law was held. Its
purpose was to analyze legal norms regarding the command in court and administrative
proceedings in the system of Polish and canon law as well as judicial cooperation in this
matter. Numerous speakers and multidimensionality of the issues confirmed how impor-
tant and needed is a scientific discussion and reflection not only of theoreticians of the law
but also of its practitioners. Many of the issues raised should become a contribution to
further scientific struggles at subsequent conferences. Keywords: command, evidence, probative power, judicial cooperation, trial Translated by Mirosława Landowska
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https://bmcresnotes.biomedcentral.com/track/pdf/10.1186/s13104-019-4708-z
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English
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Flight muscles degenerate by programmed cell death after migration in the wheat aphid, Sitobion avenae
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Research Square (Research Square)
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cc-by
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Feng et al. BMC Res Notes (2019) 12:672
https://doi.org/10.1186/s13104-019-4708-z Feng et al. BMC Res Notes (2019) 12:672
https://doi.org/10.1186/s13104-019-4708-z BMC Research Notes BMC Research Notes © The Author(s) 2019. 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. Abstract Objective: Previous studies showed that flight muscles degenerate after migration in some aphid species; however,
the underlying molecular mechanism remains virtually unknown. In this study, using the wheat aphid, Sitobion ave-
nae, we aim to investigate aphid flight muscle degeneration and the underlying molecular mechanism. Results: Sitobion avenae started to differentiate winged or wingless morphs at the second instar, the winged aphids
were fully determined at the third instar, and their wings were fully developed at the fourth instar. After migration,
the aphid flight muscles degenerated via programmed cell death, which is evidenced by a Terminal deoxynucleotidyl
transferase dUTP-biotin nick-end labeling assay. Then, we identified a list of differentially expressed genes before and
after tethered flights using differential-display reverse transcription-PCR. One of the differentially expressed genes,
ubiquitin-ribosomal S27a, was confirmed using qPCR. Ubiquitin-ribosomal S27a is drastically up regulated follow-
ing the aphids’ migration and before the flight muscle degeneration. Our data suggested that aphid flight muscles
degenerate after migration. During flight muscle degeneration, endogenous proteins may be degraded to reallocate
energy for reproduction. Keywords: Aphid, Sitobion avenae, Flight muscle, Ubiquitin-ribosomal S27a, Programmed cell death of JH initiated degeneration earlier than the innervated
muscles in cricket [11]. (iii) specific proteins are induced
despite the overall decreases of protein synthesis. Ubiq-
uitin, a marker for programmed cell death (PCD), accu-
mulates when aphid IFM undergoes degeneration [7,
8]. Although IFM degeneration has been suggested as
an active PCD, the underlying molecular mechanism
remains unclear.h Flight muscles degenerate by programmed
cell death after migration in the wheat aphid,
Sitobion avenae Honglin Feng1,2,4*† , Xiao Guo1,3†, Hongyan Sun1,2, Shuai Zhang1, Jinghui Xi2, Jiao Yin1, Yazhong Cao1
and Kebin Li1* *Correspondence: h.feng2@umiami.edu; kbli@ippcaas.cn
†Honglin Feng and Xiao Guo contributed equally to this manuscript
1 State Key Laboratory for Biology of Plant Diseases and Insect Pests,
Institute of Plant Protection, Chinese Academy of Agricultural Science,
NO. 2 Yuanmingyuan Xilu, Haidian District, Beijing 100193, China
Full list of author information is available at the end of the article Introduction Many aphids develop wing polyphenism, and winged
aphids explore new habitats by migration [1]. After
winged aphids migrate to new host plants and/or the
onset of larviposition, the indirect flight muscles (IFM)
degenerate [2–6]. IFM degeneration has been previously depicted as
regulated processes in insects including some aphids [7,
8]. The regulation of IFM degeneration involves multi-
ple factors: juvenile hormone (JH); neural factors; and
specific proteins. (i) JH treatment induces IFM degen-
eration [8–10]. (ii) Denervated muscles in the presence The wheat aphid, Sitobion avenae, migrates from
southern to northern China and causes ~ 10% wheat yield
losses every year [12]. Here, we investigated S. avenae
wing development and IFM degeneration, and identified
some differentially expressed genes pre-/post-migration. We further analyzed the dynamic expression of ubiqui-
tin-ribosomal S27a (RPS27a) during IFM degeneration. *Correspondence: h.feng2@umiami.edu; kbli@ippcaas.cn
†Honglin Feng and Xiao Guo contributed equally to this manuscript
1 State Key Laboratory for Biology of Plant Diseases and Insect Pests,
Institute of Plant Protection, Chinese Academy of Agricultural Science,
NO. 2 Yuanmingyuan Xilu, Haidian District, Beijing 100193, China
Full list of author information is available at the end of the article Feng et al. BMC Res Notes (2019) 12:672 Page 2 of 7 Feng et al. BMC Res Notes (2019) 12:672 Page 2 of 7 Page 2 of 7 Morphological examination We examined the external morphology of aphid thorax
using scanning electron microscope (SEM). Aphids were
fixed in 3% glutaraldehyde for 24 h and transferred to
1% osmic acid. Then aphids were saturated with ethanol,
exchanged using isopentyl acetate, and dried in a Hitachi
CO2 Critical Point Dryer. Aphids were then coated with
gold in a sputter coater (Hitachi, IB-5) and imaged under
a Hitachi S-570 SEM (Additional file 1: Figure S1). i
g
We examined the internal morphology of aphid thorax
using histological staining. Aphids were fixed in 4% par-
aformaldehyde for 4 h. The specimens were dehydrated
in a serial of ethanol solutions (70%, 80%, 90%, 100%,
10 min/each), cleared in xylene, and embedded in paraf-
fin. Serial sections were cut and stained with hematoxy-
lin and eosin for imaging using a Carl Zeiss Primo Star
Microscope (Additional file 1: Figure S1). Differential‑display reverse transcription‑PCR (DDRT‑PCR) Differential‑display reverse transcription‑PCR (DDRT‑PCR)
To identify differentially expressed genes pre-/post-
migration, we performed tethered flight using 3–4 days
post-eclosion aphids. For pre-migration, aphids were
tethered (not flighted) and flash-frozen. For post-
migration, aphids were tethered and flighted for 24 h
using a flight-mill program [14]; flighted aphids were
flash-frozen. To investigate IFM degeneration, we collected the
winged aphids every 24 h from eclosion (0 day), to migra-
tion (5th day), to reproduction (8th day), until death was
observed. For each timepoint, half of the aphids were
collected for morphological, histological, and apoptosis
examinations. The other half were dissected for qPCR
following a freeze-drying procedure [13]. l
Total RNA was extracted from single aphid using
Easy-Spin Total RNA Rapid Extraction Kit (Biomad) and
reverse-transcribed by PrimeScript™ 1st-Strand cDNA
Synthesis Kit (Takara). For DDRT-PCR, we designed
three one-base anchored oligo-dT 3′ primers and eight
arbitrary 5′ primers (13-mers) according to the Gen-
Hunter RNAimage DD Kit (3 × 8 pairs) (Additional file 2:
Table S1). Each PCR reaction was composed of 10 μl 2×
PCR mix, 1 μl 5′ primer, 1 μl 3′ primer, 2 μl cDNA, and
6 μl ddH2O. The PCR program was 94 °C for 1 min, fol-
lowed by 30 cycles of 94 °C for 30 s, 48 °C for 1 min and
72 °C for 1 min, and a final extension step at 72 °C for
5 min. Then 2 μl PCR products of each reaction were
used as template for a second round of PCR. The final
PCR products were visualized using 6% SDS polyacryla-
mide gel electrophoresis (Additional file 3: Figure S2). Differentially expressed genes were excised for sequenc-
ing, obtained sequences were annotated on NCBI. Main text
Methods
Aphids Diaminobenzidine for 15 min, then counterstained with
Hematoxylin for 3 min. Finally, specimens were washed
with 100% ethanol, 100% xylene, and mounted for
imaging. We generated an isogenic S. avenae population using
a single wingless aphid. Aphids were raised on wheat
seedlings at 22 °C with a 16 h/8 h light/dark photo-
period. Winged aphids were obtained by manipulating
aphid densities. Under low-density, one wingless aphid
was reared on a joint-stage wheat to maintain the wing-
less morph. Under high-density, 80 wingless adult aphids
were reared on one ripe wheat to induce the winged
morph [6]. Previous study suggested that feeding induces JH secre-
tion, which triggers IFM degeneration [5]. Therefore, we
examined the IFM degeneration on fasted aphid as a
control. For fasting, winged aphids were transferred to
water-soaked sponges. Every 6 h, aphids were transferred
to rearing plants for 2 h to avoid death. RPS27a dynamic expression
Th
f The sequence of S. avenae RPS27a was obtained using
a rapid amplification of cDNA ends method (3′-RACE). Partial S. avenae RPS27a sequence containing the start
codon was amplified using Ub-F/Ub-R primers designed
based on A. pisum RPS27a. The complete C-terminal of
RPS27a was obtained using a RACE kit (Takara) with
gene specific primers and the kit-provided outer/inner
primers (Additional file 4: Table S2). To check the con-
servation of RPS27a, the nucleotide and deduced amino
acid sequences were aligned with homologous from other
insects using DNAMAN (Additional file 5: Figure S3).i To examine apoptosis, we performed a TUNEL assay
using an in situ apoptosis detection kit (Boster, China). Briefly, paraffin-embedded aphids were sliced into 5 μm
sections, which were rehydrated in xylene for 20 min
and a serial of ethanol solutions (100%, 90%, 80%, 70%,
10 min/each). Then all specimens were permeabilized
using Proteinase K (1:200) for 10 min and quenched
using 3% H2O2 for 10 min. Quenched specimen were
labeled with TdT Labeling Reaction Mix (TdT:DIG-
dUTP:Buffer = 1:1:18) for 2 h at 25 °C. After wash with
0.01 M TBS buffer, specimens were incubated with
anti-DIG antibody (1:100) for 30 min. Specimens were
then incubated with SABC (1:100) for 30 min and with i
We quantified the RPS27a expression during IFM
degeneration using qPCR in tissues including head, tho-
rax, and abdomen. Briefly total RNA was extracted from Feng et al. BMC Res Notes (2019) 12:672 Feng et al. BMC Res Notes (2019) 12:672 Page 3 of 7 (Fig. 1d). To the 13th day, the IFM was degenerated com-
pletely (Fig. 1e). The contractile fiber vanished, and the
intact IFM was not visible. tissues pooled from ~ 10 aphids, then same amount of
RNA (0.1 μg) for each sample was used for cDNA Syn-
thesis. The qPCR reaction was 25 μl containing 12.5 μl
2*PCR SuperMix, 0.5 μl Passive Reference DYE, 0.5 μl
of each qPCR primer (Additional file 4: Table S2), 1 μl
cDNA and ddH2O. The qPCR program was 2 min at
95 °C followed by 45 cycles of 15 s at 95 °C, 15 s at 55.5 °C
and 30 s at 72 °C, and then melt curve under 55–95 °C
0.5 °C + (80 cycles). To calculate gene expression, a cred-
ible standard curve was constructed using a series of 10×
dilutions of a standard sample. RPS27a dynamic expression
Th
f Each experiment included
3–4 technical replicates for each sample and repeated
three times. Sitobion avenae RPS27a dynamic expressionh Sitobion avenae RPS27a dynamic expression
The S. avenae RPS27a encodes a 150 aa protein (76aa
ubiquitin + 74aa ribosomal protein). The sequences of
RPS27a are highly conserved across different insects (84–
93.3%), and the divergence was mainly from the ribo-
somal protein, whereas the ubiquitin monomers were
almost identical (Additional file 5: Figure S3). Results Differentially expressed genes pre /post migration
We identified 36 differentially expressed genes that were
classified into three groups (Additional file 6: Table S3):
(1) genes related to apoptosis: this group includes the
widely studied apoptotic genes like p53 regulator [15]
and the apoptosis marker, RPS27a [7, 8]; Some additional
genes are related to apoptosis in specific conditions. Ras-
related protein Rab-29B regulates lysosome integrity
related to age associated defects [16]. (2) genes related to
metabolism: this group includes genes in metabolism of
amino acids (e.g. d-amino acid dehydrogenase), sugars
(e.g. glucose transporter 1), and vitamins (e.g. 3,4-dihy-
droxy-2-butanone-4-phosphate synthase). Genes impor-
tant to energy re-allocation were also found differentially
expressed, including exocyst complex component 3 [17]
and serpin 3a [18]. (3) genes with unknown functions. IFM degeneration after migration is PCD In sections of aphid pterothorax stained in the TUNEL
experiment, no apoptotic signals were observed in ala-
tae aphid before the 7th day after eclosion (Fig. 2a). The
first apoptotic signal appeared in aphids at the 7th day as
brownish yellow grains (Fig. 2b), which is similar to the
apoptosis signals in the positive controls (Fig. 2c, c′). In
parallel, we did not find any apoptotic signals in the mus-
cles of the 3rd, and 7th day fasted aphids (Fig. 2a′, b′). Flight muscle development in S. avenaeh The external and internal structures were similar in the
winged and wingless aphids at the 1st instar; wing pri-
mordia were observed in the internal structures of both
morphs (Additional file 1: Figure S1A, a). From the 2nd
instar, wing primordia developed and enlarged in the
winged morph, but disappeared in the wingless morph
(Additional file 1: Figure S1b, b′). At the 3rd instar of
wing aphids, swollen structures appeared and later devel-
oped into wing bud (Additional file 1: Figure S1C, C′). IFM fibers also differentiated; the corresponding area was
occupied by fat bodies in the wingless morph hereafter
(Additional file 1: Figure S1c, c′). To the 4th instar, wing
buds enlarged into a plate shape and the wing epithelia
were folded in a complicated structure, differentiating the
forewings and hindwings (Additional file 1: Figure S1d′). To adults, the wings were fully developed; wing hair sen-
silla were also seen in the winged morph (Additional
file 1: Figure S1E, F). IFM degeneration after S. avenae migrationh RPS27a expres-
sion significantly increased and was significantly higher
in abdomen than head and thorax in the 6th day, which
is 1 day post-migration and 1 day before the apoptotic
signals were detected (Fig. 2c). After aphid migration,
a sharp decrease of RPS27a occurred in the 7th day
(Fig. 3), the day that apoptosis signals were detected
(Fig. 2c). Discussion
IFM degeneration has been mostly studied physiologi-
cally in insects such as fruit fly, crickets, bugs, and some
aphids [7, 19–25]. Here, we depicted the IFM develop-
ment and degeneration in S. avenae and identified genes
that may regulate IFM degeneration. Fig. 3 The dynamic expression of S. avenae ubiquitin-ribosomal S27a
gene. The aphids we collected are from eclosion (0 day) to breeding
finished (8th day). The expression in all three tissues always show
stable and relatively lower, except a sharp increase in 5th day, with
higher in abdomen than in head and thorax. Error bar = ± standard
deviation Fig. 3 The dynamic expression of S. avenae ubiquitin-ribosomal S27a
gene. The aphids we collected are from eclosion (0 day) to breeding
finished (8th day). The expression in all three tissues always show
stable and relatively lower, except a sharp increase in 5th day, with
higher in abdomen than in head and thorax. Error bar = ± standard
deviation raising from the 3rd day post-eclosion. RPS27a expres-
sion significantly increased and was significantly higher
in abdomen than head and thorax in the 6th day, which
is 1 day post-migration and 1 day before the apoptotic
signals were detected (Fig. 2c). After aphid migration,
a sharp decrease of RPS27a occurred in the 7th day
(Fig. 3), the day that apoptosis signals were detected
(Fig. 2c). IFM degeneration after S. avenae migrationh The IFM of an alatae adult was plump at the 1st day after
eclosion till the 5th day (Fig. 1a, b). From the 9th day, the
IFM started to degenerate. The myofibrils appeared to be
thin. The diameter of the myofibrils was reduced, and the
volume of the interfibrillar sarcoplasmic region increased
(Fig. 1c); the degradation continued through the 11th day i
The expression of S. avenae RPS27a changed dynami-
cally pre/post IFM degeneration. Initially after eclosion,
RPS27a remained a constant low expression in head,
thorax, and abdomen (Fig. 3). The expression started Fig. 1 Breakdown of flight muscles of alatae aphids. Mesothoraces of alatae aphids at various stages were fixed, sectioned at 5 μm thickness and
stained on the a 1st day, b 5th day, c 9th day, d 11th day, and e 13th day after the final ecdysis flight muscles of alatae aphids. Mesothoraces of alatae aphids at various stages were fixed, sectioned at 5 μm thickness and
ay, b 5th day, c 9th day, d 11th day, and e 13th day after the final ecdysis Feng et al. BMC Res Notes (2019) 12:672 Page 4 of 7 a
b
c
a'
b'
c'
Fig. 2 Cross-sections of the mesothoracic flight muscle at various stages. The apoptotic wing degeneration occurs at 7th day after the final ecdysis. All the mesothoraces were sectioned at 5 μm thickness. Images for the TUNEL assays are shown for the 3rd day (a, a′), and 7th day (b, b′) after the
final ecdysis in both the normal and fasted aphid groups. In each of the group, a positive control sample were included to shown the cell apoptosis
signals (c, c′). The arrowheads indicate apoptotic cells c a' b' c' b' a' c' Fig. 2 Cross-sections of the mesothoracic flight muscle at various stages. The apoptotic wing degeneration occurs at 7th day after the final ecdysis. All the mesothoraces were sectioned at 5 μm thickness. Images for the TUNEL assays are shown for the 3rd day (a, a′), and 7th day (b, b′) after the
final ecdysis in both the normal and fasted aphid groups. In each of the group, a positive control sample were included to shown the cell apoptosis
signals (c, c′). The arrowheads indicate apoptotic cells raising from the 3rd day post-eclosion. Supplementary information Supplementary information
Supplementary information accompanies this paper at https:/
org/10.1186/s13104-019-4708-z. A trade-off has been proposed between IFM degenera-
tion and reproduction with regard to energy allocation
[26]. IFM degeneration is regulated in many insects, and
the products are reallocated to reproduction [24–30]. Here, we identified two groups of genes that differen-
tially expressed pre-/post- aphid migration (Additional
file 6: Table S3). First group included apoptotic genes,
like Ras-related Rab-29b, p53, and RPS27a, which sug-
gested that aphid IFM degeneration is an active PCD. The second group included metabolic genes. Some of
those genes are involved in the metabolism of energy
building blocks (e.g. amino acids, sugars, and vitamins),
while other genes are involved in energy transport
(e.g. exocyst complex component-3). The differentially
expressed genes indicated that aphid IFM degeneration
is an active process that involves a trigger of PCD fol-
lowed by a systematic reallocation of energies (e.g. from
migration to reproduction) [5, 29, 31, 32]. Supplementary information ac
org/10.1186/s13104-019-4708-z. Additional file 1: Figure S1. Morphological and histological examina-
tions of wing development in aphid nymphs. (A, a) The external and
internal structures in the first instar nymphs under HD and LD conditions
are similar. Wing primordia were observed in the internal structures of
nymphs in both conditions. (B, b, b′) In the second instar stage, the exter-
nal structures continued to be similar in nymphs under HD and LD condi-
tions. However, the wing primordia (arrow) developed and enlarged in
the winged line and the wing primordia disappeared in the wingless line. (C, C′, c, c′) Swollen structures were observed on the third instar nymphs
under HD conditions, while not in the LD conditions. Swollen structures
were identified as the wing bud in the future winged aphids. In the inner
structures, the wing primordia continually developed and enlarged in
the winged lines. Flight muscles fibers also differentiated. The primordia
disappeared in the wingless line, and the area in which the flight muscle
develops was occupied by fat bodies. (D, D′, d, d′) In the fourth instar
stage, wing buds enlarged into the shape of a plate. There were no wing
buds in the wingless line. The flight muscles of the winged line increased
in size and occupied half of the thoracic area. The wing epithelia of the
wing buds were folded in a complicated structure. The folding patterns
were different between the forewings and hindwings. Discussion IFM degeneration has been mostly studied physiologi-
cally in insects such as fruit fly, crickets, bugs, and some
aphids [7, 19–25]. Here, we depicted the IFM develop-
ment and degeneration in S. avenae and identified genes
that may regulate IFM degeneration. Fig. 3 The dynamic expression of S. avenae ubiquitin-ribosomal S27a
gene. The aphids we collected are from eclosion (0 day) to breeding
finished (8th day). The expression in all three tissues always show
stable and relatively lower, except a sharp increase in 5th day, with
higher in abdomen than in head and thorax. Error bar = ± standard
deviation Fig. 3 The dynamic expression of S. avenae ubiquitin-ribosomal S27a
gene. The aphids we collected are from eclosion (0 day) to breeding
finished (8th day). The expression in all three tissues always show
stable and relatively lower, except a sharp increase in 5th day, with
higher in abdomen than in head and thorax. Error bar = ± standard
deviation Feng et al. BMC Res Notes (2019) 12:672 Page 5 of 7 Feng et al. BMC Res Notes (2019) 12:672 Additional file 4: Table S2. Primers used for the amplification of RPS27a
sequences. Additional file 5: Figure S3. Alignment (left) and phylogenetic analysis
(right) of amino acids sequences of ubiquitin-ribosomal S27a from18
insects. The tree shown is an observed divergency tree inferred from align-
ment. Statistical support for each individual node on the tree is shown
above the nodes. GreenBox stands for Coleoptera, BlueBox stands for Lepi-
doptera, YellowBox stands for Diptera and RedBox stands for Hemiptera. Al
Agriotes lineatus (CAJ01876), Cg Carabus granulates (CAH04347), Md Micro-
malthus delibis (CAJ01880), Tc Tribolium castaneum (XP_969023), Tb Tima-
rcha balearica (CAJ01881), Bm Byoxsm mori (ABM55591), Px Plutella xylostella
(P68202), Pd Papilio dardanus (CAH04128), Sf Spodoptera frugiperda (P68203),
Se Spodoptera exigua (Deduced), Dm Drosophila melanogaster (NP_476778),
Aa Aedes aegypti(AAS79344), Dc Diaphorina citri (ABG81958) Ga Graphoceph-
ala atropunctata (DQ445503), Mh Maconellicoccus hirsutus(ABM55591), Of
Oncopeltus fasciatus (ABN54483), AP Acyrthosiphon pisum (NP_001155610),
Sa Sitobion avenae (Deduced). Additional file 6: Table S3. Differentially expressed genes after aphid
tethered migration. RPS27a: ubiquitin-ribosomal S27a; IFM: indirect flight muscles; JH: juvenile
hormone; TUNEL: Terminal deoxynucleotidyl transferase dUTP-biotin nick-end
labeling assay; DDRT-PCR: differential-display reverse transcription-PCR; SEM:
scanning electron microscope; PCD: programmed cell death; RACE: rapid
amplification of cDNA ends. IFM degeneration for energy re‑allocationf Supplementary information
Supplementary information accompanie
org/10.1186/s13104-019-4708-z. Supplementary information Supplementary information
Supplementary information accompanies this paper at https://doi. org/10.1186/s13104-019-4708-z. Supplementary information Fat bodies occu-
pied the corresponding thoracic locations in the wingless aphids. (E) Wing
hair sensilla were also seen in the winged line. (F) It shows the wing hair
sensilla of the adult wing aphid. Ubiquitin functions as a marker for aphid IFM degeneration
Ubiquitin degrades proteins in eukaryotic cells. During
cell apoptosis, short-lived proteins are subjected to ubiq-
uitination, which triggers different degenerative pro-
cesses [33, 34]. Here, we found that the S. avenae RPS27a
was significantly differentially expressed pre-/post aphid
migration. RPS27a showed a sharp increase before aphid
migration and a sudden decrease after migration, which
indicated that RPS27a is programed during IFM degen-
eration. RPS27a may function as a trigger for apoptosis
to regulate IFM degeneration [33–35] or RPS27a may
degenerate waste proteins to facilitate energy realloca-
tion [36]. Interestingly, from our qPCR results, RPS27a
was primarily expressed in abdomen compared to head
and thorax. During IFM degeneration, RPS27a may trig-
ger a systematic energy reallocation during the shift from
migration to reproduction; URS27a functions as a gen-
eral protein degradation machinery throughout aphid
body including abdomen, which is the major energy sink
for reproduction. Additional file 2: Table S1. DDRT-PCR primers. Additional file 2: Table S1. DDRT-PCR primers. Additional file 3: Figure S2. Gel visualization of differentially expressed
genes before and after aphid migration. 6% polyacrylamide gel electro-
phoresis of PCR products from representative DDRT-PCR primer pairs. Arrowhead indicates genes that show different expressions before and
after aphid migration. Additional file 3: Figure S2. Gel visualization of differentially expressed
genes before and after aphid migration. 6% polyacrylamide gel electro-
phoresis of PCR products from representative DDRT-PCR primer pairs. Arrowhead indicates genes that show different expressions before and
after aphid migration. Additional file 4: Table S2. Primers used for the amplification of RPS27a
sequences. Additional file 4: Table S2. Primers used for the amplification of RPS27a
sequences. Consent for publication Consent for publication Consent for publication
Not applicable. Abbreviations RPS27a: ubiquitin-ribosomal S27a; IFM: indirect flight muscles; JH: juvenile
hormone; TUNEL: Terminal deoxynucleotidyl transferase dUTP-biotin nick-end
labeling assay; DDRT-PCR: differential-display reverse transcription-PCR; SEM:
scanning electron microscope; PCD: programmed cell death; RACE: rapid
amplification of cDNA ends. The timing of migration and IFM degeneration deter-
mines whether insects can locate preferable host plants
[37]. We investigated the IFM degeneration using teth-
ered flight system on lab aphid population. However,
the timing of aphid migration and IFM degeneration in
nature remains elusive. Acknowledgements
Not applicable. Feng et al. BMC Res Notes (2019) 12:672 Page 6 of 7 Feng et al. BMC Res Notes (2019) 12:672 Author details 20. Zera AJ, Larsen A. The metabolic basis of life history variation: genetic
and phenotypic differences in lipid reserves among life history morphs
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tute of Plant Protection, Chinese Academy of Agricultural Science, NO. 2
Yuanmingyuan Xilu, Haidian District, Beijing 100193, China. 2 College of Plant
Science, Jilin University, No. 5333 Xi’an Road, Changchun 130062, Jilin, China. 3 Chongqing Academy of Agricultural Sciences, Baishiyi, Jiulongpo District,
Chongqing 401329, China. 4 Present Address: Boyce Thompson Institute, 533
Tower Road, Ithaca, NY 14853, USA. 1 State Key Laboratory for Biology of Plant Diseases and Insect Pests, Insti-
tute of Plant Protection, Chinese Academy of Agricultural Science, NO. 2
Yuanmingyuan Xilu, Haidian District, Beijing 100193, China. 2 College of Plant
Science, Jilin University, No. 5333 Xi’an Road, Changchun 130062, Jilin, China. 3 Chongqing Academy of Agricultural Sciences, Baishiyi, Jiulongpo District, 21. Zhao Z, Zera AJ. A morph-specific daily cycle in the rate of JH biosynthe-
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No. 2017YFD0201700), National Special Fund for Scientific Research on Public
Causes (Grant No. 200803002) and the Public Welfare Project from Ministry of
Agriculture of the People’s Republic of China (Grant No. 201103022). Funding
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Bleeding management in pediatric patients
|
The Italian Journal of Pediatrics/Italian journal of pediatrics
| 2,014
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cc-by
| 1,005
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Bleeding management in pediatric patients
Paola Giordano*, Giuseppe Lassandro
From 70th Congress of the Italian Society of Pediatrics, Joint National Meeting SIP, SICuPP, SITIP
Palermo, Italy. 11-14 June 2014 for patients with platelet dysfunction are: antifibrinolytics,
desmopressin, platelet transfusions and recombinant
factor VIIa [6,7]. Bleeding events still occurs in patients
with hemophilia despite prophylactic factor replacement. Adequate management depends not only upon the hemo-
philia subtype and site of bleeding, but also the episode
severity, identifiable precipitants (e.g. trauma), the patients’
age and current place of residence, adequacy of venous
access, presence of inhibitors, previous history of bleeding,
and the time of onset in relation to prophylactic therapy. For all diseases other important initial considerations
include the applicability of first aid measures (e.g ice,
direct pressure, splinting) and appropriate analgesia [8]. Bleeding has always been an alarming clinical symptom in
all human societies, and physicians have had varying
degrees of success in diagnosing and treating bleeding
patients [1]. Because bleeding is part of the human experi-
ence, one the most challenging tasks for a physician is to
discriminate between “normal” and “pathologic” bleeding. Hemorrhages or bleeds may occur in every tissue and
organ. Every bleeding symptom may, however, vary greatly
in terms of magnitude: for instance bleeds in the subcuta-
neous tissues may present as small pinpoint lesions (pete-
chiae) or large bruises, and epistaxis may range from some
blood-streaked mucus to a massive hemorrhage [2]. Minor
bleeding is a broad category encompassing a wide variety
of symptoms that are, however, severe enough to interfere
with the patient’ everyday life. Major bleeding defines
those episodes that may cause permanent damage to the
patient or threaten his or her life. Major bleeding is
defined as bleeding in a critical area (intracranial, intrasp-
inal, intraocular, retroperitoneal, intra-articular or pericar-
dial, or intramuscular with compartment syndrome)
resulting in an hemoglobin fall > 2 g/dl or requiring trans-
fusion [3]. Bleeding in a child can be a diagnostic challenge
because of the wide range of causes, but making a specific
diagnosis is clinically important in order to provide appro-
priate therapy. Bleeding disorders can be inherited or
acquired, and include coagulation factor deficiencies or
Von Willebrand diseases, platelet deficiencies and/or dys-
functions, blood vessels alterations [4]. The evaluation of a
child presenting with bleeding should include a compre-
hensive medical and bleeding history, a complete family
history, a detailed examination and selected laboratory
tests. For immune thrombocytopenia, in newly diagnoses
children, intravenous human immunoglobulin or corticos-
teroids can be used [5]. MEETING ABSTRACT Open Access References 1. James P, Coller B: Phenotyping bleeding. Curr Opin Hematol 2012,
19:406-12. 1. James P, Coller B: Phenotyping bleeding. Curr Opin Hematol 2012,
19:406-12. 2. Rodeghiero F, Michel M, Gernsheimer T, Ruggeri M, Blanchette V, Bussel JB,
Cines DB, Cooper N, Godeau B, Greinacher A, Imbach P, Khellaf M,
Klaassen RJ, Kuhne T, Liebman H, Mazzucconi MG, Newland A, Pabinger I,
Tosetto A, Stasi R: Standardization of bleeding assessment in immune
thrombocytopenia: report from the International Working Group. Blood
2013, 121:2596-606. 2. Rodeghiero F, Michel M, Gernsheimer T, Ruggeri M, Blanchette V, Bussel JB,
Cines DB, Cooper N, Godeau B, Greinacher A, Imbach P, Khellaf M,
Klaassen RJ, Kuhne T, Liebman H, Mazzucconi MG, Newland A, Pabinger I,
Tosetto A, Stasi R: Standardization of bleeding assessment in immune
thrombocytopenia: report from the International Working Group. Blood
2013, 121:2596-606. 3. Schulman S, Kearon C: Definition of major bleeding in clinical
investigations of antihemostatic medicinal products in non-surgical
patients. J Thromb Haemost 2005, 3:692-4. 4. Revel-Vilk S: Clinical and laboratory assessment of the bleeding pediatric
patient. Semin Thromb Hemost 2011, 37:756-62. 5. Provan D, Stasi R, Newland AC, Blanchette VS: International consensus
report on the investigations and management of primary immune
thrombocytopenia. Blood 2010, 115:168-86. 6. Almeida AM, Khair K, Hann I, Liesner R: The use of recombinant factor VIIa
in children with inherited platelet function disorders. Br J Haematol 2003,
121:477-81. 7. Giordano P, Lassandro G, Tesse R, Longo S, Valente F, Cappiello AR,
Coppola A: Innovative use of recombinant activated factor VII during
physical rehabilitation in an Italian child with Glanzmann’s
thromboasthenia. Blood Transfus 2013, 11:143-7. thromboasthenia. Blood Transfus 2013, 11:143-7. 8. Giordano P, Franchini M, Lassandro G, Faienza MF, Valente R, Molinari AC:
Issues in pediatric haemophilia care. Ital J Pediatr 2013, 39:24. 8. Giordano P, Franchini M, Lassandro G, Faienza MF, Valente R, Molinari AC:
Issues in pediatric haemophilia care. Ital J Pediatr 2013, 39:24. doi:10.1186/1824-7288-40-S1-A13 Cite this article as: Giordano and Lassandro: Bleeding management in
pediatric patients. Italian Journal of Pediatrics 2014 40(Suppl 1):A13. Cite this article as: Giordano and Lassandro: Bleeding management in
pediatric patients. Italian Journal of Pediatrics 2014 40(Suppl 1):A13. © 2014 Giordano and Lassandro; 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/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. * Correspondence: paola.giordano@uniba.it
Dipartimento di Scienze Biomediche e Oncologia Umana, Clinica Pediatrica
F. Vecchio, Università degli Studi di Bari “Aldo Moro”, Bari, Italy © 2014 Giordano and Lassandro; 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/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. 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. Bleeding management in pediatric patients
Paola Giordano*, Giuseppe Lassandro
From 70th Congress of the Italian Society of Pediatrics, Joint National Meeting SIP, SICuPP, SITIP
Palermo, Italy. 11-14 June 2014 Individuals with platelet function
defects should be managed by qualified specialist and pla-
telet inhibitor medication should be avoid. First line drugs Published: 11 August 2014 Giordano and Lassandro Italian Journal of Pediatrics 2014, 40(Suppl 1):A13
http://www.ijponline.net/content/40/S1/A13 Giordano and Lassandro Italian Journal of Pediatrics 2014, 40(Suppl 1):A13
http://www.ijponline.net/content/40/S1/A13 References 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.
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Axiology of the Civil Law Principles in Modern Conditions
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© Волос А. А., 2022
*
Волос Алексей Александрович, кандидат юридических наук, доцент, доцент департамента частного
права факультета права Национального исследовательского университета «Высшая школа экономики»
Б. Трехсвятительский пер., д. 3, г. Москва, Россия, 109028
volosalexey@yandex.ru ЧАСТНОЕ ПРАВО
JUS PRIVATUM DOI: 10.17803/1729-5920.2022.188.7.009-018 А. А. Волос* Аксиология принципов гражданского права
в современных условиях Аннотация. В исследовании рассмотрена проблема принципов гражданского права с концептуальных по-
зиций автора о принципах-методах гражданского права и их аксиологии, а также в связи с современными
изменениями социально-экономического и правового характера. Целью исследования стало установление
аксиологического значения принципов гражданского права в современных условиях, в том числе с учетом
экономико-правовых преобразований, связанных с пандемией коронавируса и цифровизацией общества. Методологическую основу исследования составили общенаучные и частнонаучные методы познания. Среди них большая роль отведена историко-правовому и сравнительно-правовому методу. Кроме того,
активно анализировалась отечественная судебная практика с позиции поставленных в работе проблем. Автором обосновано выделение самостоятельной категории «аксиология принципов гражданского
права», предложены ее характерные черты. Была раскрыта аксиология принципов в теоретическом и
практическом аспекте. Сделан вывод о том, что аксиологическое значение принципов права является
константным и устойчивым, не зависит от исторических или социально-экономических условий. В самых
разных ситуациях, в том числе в период пандемии коронавируса или широкой цифровизации общества,
принципы гражданского права сохраняют свою ценность и способны решать конкретные теоретиче-
ские и практические задачи. Существенная роль при этом будет принадлежать педагогической функции
принципов. По мнению автора, именно педагогическая функция права в настоящий момент реализуется
в меньшей степени, чем остальные. Студентам, а затем и будущим юристам, далеко не всегда удается
осуществлять толкование норм законодательства в контексте действия принципов гражданского права,
основного смысла законодательства. Ключевые слова: принципы гражданского права; аксиология права; цифровое право; смарт-контракты;
принцип добросовестности; гражданское право; цивилистика; цифровизация общества. Для цитирования: Волос А. А. Аксиология принципов гражданского права в современных условиях // Lex
russica. — 2022. — Т. 75. — № 7. — С. 9–18. — DOI: 10.17803/1729-5920.2022.188.7.009-018. Ключевые слова: принципы гражданского права; аксиология права; цифровое право; смарт-контракты;
принцип добросовестности; гражданское право; цивилистика; цифровизация общества. LEX RUSSICA the coronavirus pandemic and digitalization of society. The methodology of the study was based on general
scientific and private scientific methods of cognition. Among them, a large role is assigned to the historical-legal
and comparative-legal methods. In addition, the author analized domestic jurisprudence from the perspective of
the problems posed in the paper. p
p
p p
The author substantiates the definition of an independent category «axiology of principles of civil law» and
describes its characteristic features. The author elucidated the axiology of principles in theoretical and practical
aspects. It is concluded that the axiological meaning of the principles of law is constant and stable, does not
depend on historical or socio-economic conditions. In a variety of situations, including the coronavirus pandemic
or widespread digitalization of society, the principles of civil law retain their value and are able to solve specific
theoretical and practical problems. An essential role in this case will belong to the pedagogical function of the
principles. According to the author, it is the pedagogical function of law that is currently being implemented to
a lesser extent than the rest functions. Students, and then future lawyers, are not always able to interpret the
norms of legislation in the context of the principles of civil law and the basic meaning of legislation. K
d
i
i l
f i il l
i l
f l
di it l l
t
t
t
i
i l
f
d f ith
i il l Keywords: principles of civil law; axiology of law; digital law; smart contracts; principle of good faith; civil law;
civics; digitalization of society. Cite as: Volos AA. Aksiologiya printsipov grazhdanskogo prava v sovremennykh usloviyakh [Axiology of the Civil
Law Principles in Modern Conditions]. Lex russica. 2022;75(7):9-18. DOI: 10.17803/1729-5920.2022.188.7.009-
018. (In Russ., abstract in Eng.). Принципы гражданского права следует из-
учать не столько с позиции их понятия, содер-
жания или системы, как делают многие авторы,
сколько с позиции реального назначения и цен-
ности основополагающих начал для законода-
теля, суда, участников гражданских правоотно-
шений. Подобный подход предложен автором
настоящих строк несколько лет назад1, и с того
момента накопился достаточный эмпирический
и теоретический материал, который еще больше
подтверждает выдвинутую гипотезу. В частно-
сти, ситуация с COVID-19 предопределила теоре-
тическую сложность обоснования исключений
из действия принципов гражданского права,
научная идея которых была описана с позиции
аксиологии принципов гражданского права. Другая тенденция последних лет — цифрови-
зация общества. 1
См.: Волос А. А. Принципы-методы гражданского права и их система. М., 2018. С. 114–138. Axiology of the Civil Law Principles in Modern Conditions Aleksey A. Volos, Cand. Sci. (Law), Associate Professor, Depa
National Research University «Higher School of Economics»
per. B. Trekhsvyatitelskiy, d. 3, Moscow, Russia, 109028
volosalexey@yandex.ru Abstract. The study examines the problem of the principles of civil law in the context of the author’s conceptual
standings concerning the principles and methods of civil law and their axiology, as well as in connection with
modern changes of socio-economic and legal nature. The aim of the study was to establish axiological significance
of the principles of civil law in modern conditions, including economic and legal transformations associated with LEX RUSSICA Том 75 № 7 (188) июль 2022 9 Частное право
JUS PRIVATUM Частное право
JUS PRIVATUM LEX RUSSICA делает акцент на теоретическом аспекте, ука-
зывая, что принципы пронизывают все граж-
данско-правовые структурные подразделения,
по своей сути являются первичными нормами,
связаны генетическими и функциональными
зависимостями и отличаются самобытностью7. Трудно спорить с приведенными суждения-
ми, а также многими иными мнениями, выска-
занными в науке. При этом, как легко заметить,
рассуждения разновекторные. Чтобы исправить
ситуацию, нужно системное преставление о
принципах гражданского права. Здесь поможет
сформированная авторская конструкция аксио-
логии принципов гражданского права. В таком
понимании аксиология содержит два аспекта:
теоретический и практический. делает акцент на теоретическом аспекте, ука-
зывая, что принципы пронизывают все граж-
данско-правовые структурные подразделения,
по своей сути являются первичными нормами,
связаны генетическими и функциональными
зависимостями и отличаются самобытностью7. характеристики принципов, выражающейся в
их необходимости, полезности для человека,
общества и государства, в возможности дости-
жения с их помощью положительного резуль-
тата. Значимость предложенной категории су-
щественна. В научной литературе отсутствует
системное понимание того, что́ есть значение
принципов. Имеющиеся подходы не всегда
обладают свойствами всесторонности и пол-
ноты. Очень часто при выявлении назначения
принципов авторы рассматривают этот вопрос
однобоко: например, с позиции правопримени-
тельного или сугубо теоретического значения. Более того, зачастую наблюдается разнопла-
новое, разностороннее, а в иных случаях даже
хаотичное, несистематизированное рассмотре-
ние проблемы значимости принципов граждан-
ского права. Все это может привести к ложной
мысли о том, что значение принципов граждан-
ского права неконкретно или неоднозначно. Трудно спорить с приведенными суждения-
ми, а также многими иными мнениями, выска-
занными в науке. При этом, как легко заметить,
рассуждения разновекторные. Чтобы исправить
ситуацию, нужно системное преставление о
принципах гражданского права. Здесь поможет
сформированная авторская конструкция аксио-
логии принципов гражданского права. В таком
понимании аксиология содержит два аспекта:
теоретический и практический. Автор статьи полагает, что с теоретической
точки зрения принципы гражданского пра-
ва, являясь фундаментом отрасли граждан-
ского права, выполняют различные функции:
системоформирующую, герменевтическую,
гносеологическую, коммуникативную, инди-
видуалистическую, этическую. Практическая
значимость принципов различна в зависимости
от субъекта, который использует основные на-
чала в своей деятельности (законодатель, суд,
иной правоприменительный орган, субъекты
гражданского оборота). На основе изложен-
ного подхода возможен всесторонний взгляд
на аксиологию принципов гражданского права. При этом значимость принципов подчерки-
валась многими отечественными авторами еще
с XIX в. Например, Г. Ф. Шершеневич писал, что
с помощью основных начал «мы предугады-
ваем частные правила на не предусмотренные
законодателем случаи»2. Е. В. Васьковский
рассматривал использование принципов как
один из способов толкования и применения
гражданских законов3. Кроме того, принципы
активно применялись в законодательной дея-
тельности, использовались, например, в про-
цессе кодификации гражданского права4. 2
Шершеневич Г. Ф. Задачи и методы гражданского правоведения. Казань, 1898. С. 13.
3
См.: Васьковский Е. В. Цивилистическая методология. Учение о толковании и применении гражданских
законов. Одесса, 1901. С. 153.
4
О кодификации гражданского права в России в XIX в. и о роли принципов гражданского права при ее
осуществлении см., например: Пахман С. В. История кодификации гражданского права. СПб., 1876. Т. 2.
5
См.: Грибанов В. П. Осуществление и защита гражданских прав. М., 2000. С. 215.
6
Алексеев С. С. Структура советского права // Собрание сочинений : в 10 т. М., 2010. Т. 2 : Специальные
вопросы правоведения. С. 79.
7
См.: Свердлык Г. А. Принципы советского гражданского права : автореф. дис. … д-ра юрид. наук. М.,
1985. С. 21.
8
Dziedziak W. Axiological Basis for the Application of Law — a Perspective of the Equitable Law // Studia Iuridica
Lublinensia. 2015. Vol. XXIV, 2. P. 68–69. 4
О кодификации гражданского права в России в XIX в. и о роли принципов гражданского права при ее
осуществлении см., например: Пахман С. В. История кодификации гражданского права. СПб., 1876. Т. 2.
5
См.: Грибанов В. П. Осуществление и защита гражданских прав. М., 2000. С. 215. LEX RUSSICA В качестве примера можно
привести правовое регулирование отношений,
связанных с использованием технологии смарт-
контракта. Была предложена концепция право-
вого регулирования таких отношений, основой
которой стали принципы гражданского права, их
интерпретация через аксиологию. Значимость принципов гражданского права
и необходимость их изучения неоспоримы,
подчеркивается фактически всеми цивилиста-
ми. При этом проблемы, связанные с понятием,
значением, содержанием и системой прин-
ципов гражданского права, рассматриваются
самыми разными авторами. Показательно,
что общего решения или единства хотя бы по
некоторым аспектам темы не прослеживается. В этой сложной научной ситуации, когда найти
решение проблем не представляется возмож-
ным даже при наличии большого количество
исследований, необходим новый методологи-
ческой подход. Принципы гражданского права существуют
не сами по себе: для человека, общества и
государства они имеют реальную ценность, на
выявление которой должна быть направлена
работа современной цивилистики. Принципы
выполняют конкретные теоретические и прак-
тические функции. Однако возможен и обрат-
ный взгляд на проблему. В принципах граждан-
ского права изначально должны быть заложены
определенные ценностные установки и на-
правленность на решение фундаментальных и
правоприменительных задач. Если же право-
вой принцип в силу определенных причин не
выполняет ту роль, которая ему присуща, он
должен быть исключен из перечня принципов. Предложенный вывод важен прежде всего для
законодателя, которому следует воздерживать-
ся от непродуманного изменения количества и
сущности принципов гражданского права. В настоящем исследовании рассмотрена
проблема принципов гражданского права с
учетом концептуальных позиций автора о прин-
ципах-методах гражданского права и их аксио-
логии, а также в связи с современными измене-
ниями в обществе социально-экономического и
правового характера. Аксиологию принципов гражданского пра-
ва следует понимать в качестве определенной Том 75 № 7 (188) июль 2022 10 Волос А. А. Аксиология принципов гражданского права в современных условиях Волос А. А. Волос А. А. Аксиология принципов гражданского права в современных условиях Аксиология принципов гражданского права в современных условиях характеристики принципов, выражающейся в
их необходимости, полезности для человека,
общества и государства, в возможности дости-
жения с их помощью положительного резуль-
тата. Значимость предложенной категории су-
щественна. В научной литературе отсутствует
системное понимание того, что́ есть значение
принципов. Имеющиеся подходы не всегда
обладают свойствами всесторонности и пол-
ноты. Очень часто при выявлении назначения
принципов авторы рассматривают этот вопрос
однобоко: например, с позиции правопримени-
тельного или сугубо теоретического значения. Более того, зачастую наблюдается разнопла-
новое, разностороннее, а в иных случаях даже
хаотичное, несистематизированное рассмотре-
ние проблемы значимости принципов граждан-
ского права. Все это может привести к ложной
мысли о том, что значение принципов граждан-
ского права неконкретно или неоднозначно. 2
Шершеневич Г. Ф. Задачи и методы гражданского правоведения. Казань, 1898. С. 13.
3
См.: Васьковский Е. В. Цивилистическая методология. Учение о толковании и применении гражданских
законов. Одесса, 1901. С. 153. 8
Dziedziak W. Axiological Basis for the Application of Law — a Perspective of the Equitable Law // Studia Iuridica
Lublinensia. 2015. Vol. XXIV, 2. P. 68–69. законов. Одесса, 1901. С. 153.
4
О кодификации гражданского права в России в XIX в. и о роли принципов гражданского права при ее
осуществлении см., например: Пахман С. В. История кодификации гражданского права. СПб., 1876. Т. 2.
5
См.: Грибанов В. П. Осуществление и защита гражданских прав. М., 2000. С. 215.
6
Алексеев С. С. Структура советского права // Собрание сочинений : в 10 т. М., 2010. Т. 2 : Специальные
вопросы правоведения С 79 еневич Г. Ф. Задачи и методы гражданского правоведения. Казань, 898. С. 3.
аськовский Е. В. Цивилистическая методология. Учение о толковании и применении гражданских
ов. Одесса, 1901. С. 153. еневич Г. Ф. Задачи и методы гражданского правоведения. Казань, 1898. С. 13. 6
Алексеев С. С. Структура советского права // Собрание сочинений : в 10 т. М., 2010. Т. 2 : Специальные
вопросы правоведения. С. 79. 9
Weilinger A. Privatrecht. Eine Einführung. Wien, 2016. S. 6–8.
10 Богданов Е. В., Богданова Е. Е., Богданова Д. Е. Принцип солидарности в гражданском праве России //
Журнал российского права. 2016. № 11. С. 37.
11 Семякин М. Н. Принципы вещного права в контексте реформирования российского гражданского зако-
нодательства // Российский юридический журнал. 2021. № 4. С. 118.
12 См.: Семякин М. Н. Указ. соч. С. 118–130.
13 Нам К. В. Принцип добросовестности как правовой принцип // Вестник экономического правосудия
Российской Федерации. 2020. № 2. С. 100. LEX RUSSICA их прибыли», максимизация которой как раз
и возможна в ситуации учета прав и законных
интересов друг друга, содействия двух сторон,
представления необходимой информации. Однако в любом случае приведенный пример
подчеркивает значимость дискуссий в связи с
аксиологическим значением принципов граж-
данского права при понимании права в целом. вопросы уже были подробно раскрыты в трудах
ученых самых разных периодов. Принципы предопределяют смысл граж-
данского права и его понимание. Так, частное
право основывается на принципе свободы,
самоопределении субъекта. Этот принцип вы-
ражается в конкретных формах: свободе дого-
вора, свободе завещательных распоряжений,
свободе вступления в брак, свободе выбора
письменной или нотариальной формы сделок
и т.п.9 Действие принципов, обеспечивающих
свободу участников соответствующих отноше-
ний, есть отличительная черта частного права
в целом. Рассуждая о теоретическом значении прин-
ципов гражданского права, сто́ит осветить два
момента, которые обычно упускаются из вида. Во-первых, прежде чем говорить о правовом
значении и об аксиологии принципов граждан-
ского права, нужно доказать, что то или иное
явление — именно принцип. Так, в одной из
работ автор отмечает, что «в цивилистической
литературе нередко не проводится четкого
различия между понятиями “принципы вещ-
ного права” и “признаки вещного права”»11. При этом описываются некоторые категории,
которые названы принципами, но, по сути, та-
ковыми не являются. Среди них принцип нор-
мативности вещных прав и принцип закрытого
перечня вещных прав, которые на самом деле
есть признаки вещных прав, но не принципы12. Рассуждая о ценности отдельных начал и их
системы, ученые неизбежно переходят в об-
ласть аксиологии гражданского права в целом
и отдельных его норм. Например, обоснована
идея о принципе солидарности в граждан-
ском праве, который «отражает интересы об-
щества и личности как единой социосистемы,
что позволяет формировать отношения между
членами общества на основе солидарности, а
не индивидуализма, когда во имя своей при-
были, своих интересов игнорируются интересы
как общества, так и партнеров по договору»10. Показательно, что авторы тезиса основательно
раскрывают свою идею через отдельные поло-
жения ГК РФ, что подчеркивает аксиологиче-
ский аспект принципа. Для разрешения проблемы нужно точно
выяснить отличительные признаки принципов. Например, принцип как норма высокого уров-
ня абстракции раскрывается через отдельные
нормы права. Признак закрытого перечня вещ-
ных прав не обладает такой характеристикой,
хотя, безусловно, он является важной чертой
подотрасли вещного права, и дискуссии по его
применимости/неприменимости в России акту-
альны и значимы. Говоря непосредственно о принципе соли-
дарности в гражданском праве, следует под-
держать необходимость дополнительных
дискуссий по нему. LEX RUSSICA Вопросы аксиологии права неоднократно
были в центре внимания зарубежных цивили-
стических исследований. Аксиология понятий и
принципов должна быть необходимой частью
анализа права. Так, когда речь идет об аксио-
логических основах применения закона, нужно
найти способ, который вел бы к наиболее спра-
ведливому разрешению спорных ситуаций8. В. П. Грибанов указывал на особую регули-
рующую роль принципов гражданского права,
которая заключается в определении основного
содержания, характера толкования и приме-
нения правовых норм отрасли или института
права5. О том, что принципы «определяют ли-
нию судебной и иной юридической практики»,
писал С. С. Алексеев6. Напротив, Г. А. Свердлык
в докторской диссертации в большей степени В последние годы дискуссии по поводу тео-
ретической роли принципов гражданского пра-
ва только расширились, хотя, казалось бы, эти 6
Алексеев С. С. Структура советского права // Собрание сочинений : в 10 т. М., 2010. Т. 2 : Специальные
вопросы правоведения. С. 79. LEX RUSSICA Том 75 № 7 (188) июль 2022 11 Частное право
JUS PRIVATUM Частное право
JUS PRIVATUM 14 Брановицкий К. Л., Ренц И. Г., Ярков В. В. Судебное правотворчество в условиях пандемии коронавиру-
са: нонсенс или необходимость? // Закон. 2020. № 5. С. 113.
15 Суворов Е. Д. Применение принципов договорного права к договорным отношениям, осложненным
цифровым элементом // Lex russica. 2022. Т. 75. № 1. С. 109.
16 Суворов Е. Д. Указ. соч. С. 109.
17 См.: Иванов А. А. Цифровая этика и право // Закон. 2021. № 4. С. 71. LEX RUSSICA Приводимые авторами при-
меры из Общей и Особенной части ГК РФ сви-
детельствуют скорее не о солидарности членов
общества или о желании ее достичь, а о том,
что законодатель стремится найти разумный
баланс интересов сторон конкретного право-
отношения. Например, цель п. 3 ст. 307 ГК РФ
видится не в обеспечении солидарности или
формировании единых интересов общества. Положения данного пункта вполне эффективно
могут гарантировать интересы сторон «во имя Во-вторых, каждый принцип гражданского
права может иметь свое особое, отличное от
других начал, теоретическое предназначение. Так, принцип добросовестности «призван кор-
ректировать издержки нормативной системы
правового регулирования, когда общая пози-
тивная норма в отдельной конкретной ситуа-
ции не соответствует тому результату, который
предполагался правом»13. Здесь не наблюда- Том 75 № 7 (188) июль 2022 12 Волос А. А. Аксиология принципов гражданского права в современных условиях Волос А. А. Волос А. А. Аксиология принципов гражданского права в современных условиях нению теории субъектов права. Токенизация
также пока не привела к существенному изме-
нению представлений об объектах гражданских
прав, ведь их перечень традиционно неисчер-
пывающий и может быть дополнен в связи с
изменением социально-экономических усло-
вий, что и произошло, например, пару веков
назад с таким объектом, как интеллектуальная
собственность. ется противоречия. Каждый принцип граждан-
ского права обладает как общей, так и специ-
альной аксиологической характеристикой. Теоретическая роль принципов права стала
объектом дискуссий в связи с современными
условиями и изменениями. Началось всё с
процессуальных вопросов, которые возникли
в ситуации тех ограничений, с которыми Рос-
сия живет уже с начала 2020 г. Так, «исходя из
вызванного пандемией ограничения личного
процессуального общения, но преследуя цель
разрешения дела, суды применили аналогию
права, создав новые правила, не противореча-
щие, а, наоборот, соответствующие в полной
мере основным принципам гражданского про-
цессуального права»14. Тот факт, что смарт-контракты автором выне-
сены в качестве примера пересмотра категории
«исполнение обязательств», также иллюстри-
рует спорность суждений, поскольку далеко не
факт, что смарт-контракт предполагает особен-
ности именно исполнения обязательств. Мно-
гие ученые и специалисты видят смарт-контракт
в качестве инструмента, предполагающего осо-
бенности в заключении договора и гарантирую-
щего неизменность его условий. Вместе с тем главная роль принципов граж-
данского права стала раскрываться при обсуж-
дении проблем цифровизации и права. И здесь
всё чаще появляются идеи о том, что «в усло-
виях недостатка нормативного регулирования
соответствующие принципы права являются
востребованными источниками права для
разрешения потенциальных конфликтов инте-
ресов»15. LEX RUSSICA цессами цифровизации общества и пандемии
коронавируса, встает вопрос о том, насколько
общепризнанные принципы актуальны и при-
менимы и нет ли необходимости трансформа-
ции их системы и содержания. О практической
роли принципов гражданского права стали в по-
следнее время упоминать всё чаще различные
ученые, в том числе те, кто имел опыт работы в
судах (в частности, А. А. Иванов, С. В. Сарбаш). Действительно, сейчас вряд ли многие рискнут
утверждать, что принципы гражданского права
имеют лишь сугубо теоретическую ценность,
не связанную с практикой и реальной жизнью. Наоборот, авторы пытаются систематизировать
различные дела, в которых суд разрешил спор
на основании принципов21. рубежом. Встречаются диаметрально противо-
положные мнения. Например, о том, что ком-
пьютеризация в полной мере соответствует не
только принципам права, но и сложившимся
в конкретных государствах традициям и обы-
чаям. В частности, такое утверждение можно
встретить среди правоведов, изучающих му-
сульманское право: «Отличительные особен-
ности смарт-контракта защищают права обоих
сторон договора, их интересы, обеспечивают
справедливое перераспределение, основан-
ное на доверии, добросовестности, равен-
стве сторон, то есть на ключевых принципах
шариата»18. Другие авторы (из Великобрита-
нии и Нидерландов) обращают внимание, что
компьютер будет «беспощаден» к применению
принципов равенства и добросовестности19. Есть и более компромиссный вариант: действие
принципа добросовестности продолжается и в
случае использования цифровых технологий,
правда в ограниченном виде20. Однако куда более важными стали выво-
ды о процессе совершенствования практики,
связанной с применением судами принципов
гражданского права, о конкретных проблемах
именно по данному вопросу. Таким образом,
особенность применения судами принципов
постепенно становится отдельным вопросом
научных исследований. Последнее видится ближе к истине. Тот факт,
что компьютер будет «равнодушен» или «бес-
пощаден» к принципам права, очевиден, по
крайней мере на данном этапе развития техно-
логий. Вместе с тем это вовсе не означает, что
такого же мнения будет придерживаться право-
применитель. В противном случае возникло бы
нарушение формальных правил ст. 1 ГК РФ. При
всей сложности судебной защиты сторон суды
должны реагировать на грубейшие наруше-
ния сторон при использовании технологий вне
зависимости от правильности или неправиль-
ности технических программ. Главной задачей
в настоящий момент видится разработка гаран-
тий по судебной и иной защите участников ци-
фровых отношений. Так, С. В. Сарбаш выделил «девиантные
практики использования принципов при моти-
вировке судебного решения», среди которых
неконкретная отсылка, избыточность ссылки на
принципы, ссылка не на те принципы, которые
релевантны, неумение или нежелание подроб-
но отражать в тексте судебного акта рассужде-
ния «от принципов», игнорирование судами
ссылки сторон на принципы права, необосно-
ванное ограничение принципов22. 18 Alam N., Gupta L., Zameni A. Fintech and Islamic Finance: Digitalization, Development and Disruption. Palgrave
Macmillan, 2019. P. 129.
19 Durovic M., Janssen А. The Formation of Smart Contracts and Beyond: Shaking the Fundamentals of Contract
Law? 2018. September. P. 23.
20 Herian R. Legal Recognition of Blockchain Registries and Smart Contracts. Paris, 2018. P. 22.
21 Попытку систематизации по отдельным вопросам практики предложил С. В. Сарбаш, см.: Основные
положения гражданского права : постатейный комментарий к статьям 1–16.1 Гражданского кодекса
Российской Федерации [Электронное издание. Редакция 1.0] / А. В. Асосков, В. В. Байбак, Р. С. Бевзенко
[и др.] ; отв. ред. А. Г. Карапетов. М. : М-Логос, 2020. С. 109 и сл.
22 См.: Основные положения гражданского права: постатейный комментарий к статьям 1–16.1 Граждан-
ского кодекса Российской Федерации. С. 116 и сл. LEX RUSSICA Есть мнение, что «в условиях, когда
пересматриваются основные категории граж-
данского права — субъекты (идентификация
личности), объекты (токенизация), сделки (спо-
собы волеизъявления в цифровой экономике),
исполнение обязательств (смарт-контракты),
основное, что у права останется неизмен-
ным, — это его принципы»16. Таким образом, следует поддержать вывод
о неизменности принципов гражданского пра-
ва. Однако именно то, что они «неизменны»,
позволяет отказаться от фундаментального
пересмотра основных категорий гражданского
права (субъект, объект и др.). С учетом толко-
вания принципов права и вновь возникающих
социально-экономических условий следует
говорить лишь о трансформации содержания
самих принципов и этих категорий. Указанной сейчас трансформации подвер-
гаются многие категории, даже этика права. Среди особенностей развития этики примени-
тельно к цифровой среде выделено «различное
влияние этики на нормы периферии и ядра». Принципы отнесены к нормам высокого уровня
абстракции, «которые если и будут машинизи-
рованы, то в последнюю очередь»17. Означает
ли это, что принципы совершенно не испыты-
вают на себе влияние цифровизации? Конечно,
нет, но принципы, безусловно, имеют «особый
статус» в контексте социально-экономических
преобразований по сравнению с иными нор-
мами права. Как видим, автор уверен в том, что прин-
ципы права не только не будут вступать в про-
тиворечие с современными процессами, но и
будут востребованы при регулировании вновь
возникающих отношений. Вместе с тем сложно
в полной мере согласиться с предложенными
выводами о том, что сейчас «пересматриваются
основные категории гражданского права». Дей-
ствительно, происходит определенная транс-
формация содержания отдельных понятий, а
также признание технической вариативности
при осуществлении прав и исполнении обя-
занностей. Например, появляются новые воз-
можности по идентификации личности, но они
нереляционны (по крайней мере пока) изме- Говоря о теоретической роли принципов
гражданского права в период цифровизации
общества, нельзя не обратить внимание на
дискуссии, происходящие по этому вопросу за LEX RUSSICA 13 Том 75 № 7 (188) июль 2022 Частное право
JUS PRIVATUM Частное право
JUS PRIVATUM LEX RUSSICA Подчеркивая важность подобных выводов,
следует сказать, что большая часть проблем
при использовании принципов гражданского
права вызвана неумением грамотно их приме-
нять, толковать, выяснять суть. Для конкретной
отсылки или ссылки на «правильный принцип»
суду вряд ли достаточно будет буквального
толкования законодательства, это более слож- Не менее важен и практический аспект
аксиологии принципов гражданского права. В ситуации существенных изменений социаль-
но-экономических условий, ускоренных про- Том 75 № 7 (188) июль 2022 14 Волос А. А. Аксиология принципов гражданского права в современных условиях Волос А. А. Волос А. А. Аксиология принципов гражданского права в современных условиях ная задача, требующая погружения в историю,
доктрину, судебную практику по различным
делам. Вместе с тем по ряду аспектов можно и
поспорить с мнением С. В. Сарбаша. Так, слож-
но согласиться с тем, что «избыточность ссылки
на принципы» есть девиантная практика. Уси-
ление аргументации по делу — важная часть
решения суда, которая показывает, насколько
отдельные примененные по делу нормы права
соответствуют всей системе права, основанной
на принципах. Кроме того, противоречивость
права приводит к тому, что часто для правиль-
ного разрешения дела одного (специального)
аргумента недостаточно. Следует использовать
и принципы. ная задача, требующая погружения в историю,
доктрину, судебную практику по различным
делам. Вместе с тем по ряду аспектов можно и
поспорить с мнением С. В. Сарбаша. Так, слож-
но согласиться с тем, что «избыточность ссылки
на принципы» есть девиантная практика. Уси-
ление аргументации по делу — важная часть
решения суда, которая показывает, насколько
отдельные примененные по делу нормы права
соответствуют всей системе права, основанной
на принципах. Кроме того, противоречивость
права приводит к тому, что часто для правиль-
ного разрешения дела одного (специального)
аргумента недостаточно. Следует использовать
и принципы. условиях ограничений, вызванных пандемией
COVID-19. Сам факт ограничения прав в связи
со сложившейся эпидемиологической обста-
новкой и порядок установления исключений
из действия принципов гражданского права,
которые реально и широко применялись, еще
должен стать объектом отдельных теоретиче-
ских дискуссий. Однако несомненно, что прин-
ципы гражданского права использовались для
разрешения ряда ситуаций. условиях ограничений, вызванных пандемией
COVID-19. Сам факт ограничения прав в связи
со сложившейся эпидемиологической обста-
новкой и порядок установления исключений
из действия принципов гражданского права,
которые реально и широко применялись, еще
должен стать объектом отдельных теоретиче-
ских дискуссий. Однако несомненно, что прин-
ципы гражданского права использовались для
разрешения ряда ситуаций. Так, возник вопрос, распространяется ли мо-
раторий на начисление неустоек на собствен-
ников и пользователей нежилых помещений в
многоквартирном доме. LEX RUSSICA Учитывая, что понятие
платы за жилое помещение и коммунальные
услуги равным образом относится к собствен-
никам и пользователям как жилых, так и нежи-
лых помещений в многоквартирных домах, на
поставленный вопрос Верховный Суд РФ дал
положительный ответ24. Думается, что иное
толкование норм законодательства привело бы
к нарушению принципа равенства участников
жилищных отношений. Надо сказать, что принципы гражданского
права продолжают быть эффективным ин-
струментом разрешения ситуаций, когда закон
не дает конкретного решения кейса. Так, в
недавнем Обзоре судебной практики Верхов-
ный Суд РФ был вынужден признать, что закон
о банкротстве прямо не регулирует вопрос о
возможности последующего изменения кре-
дитором своего выбора способа распоряжения
требованием к субсидиарным ответчикам и это
обстоятельство не позволило судам произве-
сти процессуальную замену должника на его
кредитора. Однако отсутствие прямого право-
вого регулирования может быть восполнено
общими нормами-принципами гражданского
права, поскольку правоотношения по процес-
суальному правопреемству производны от их
материального содержания, а в данном случае
материальные правоотношения между креди-
тором и должником по имущественным требо-
ваниям относятся к сфере действия граждан-
ского законодательства23. Сегодня, как показывают выступления выс-
ших государственных лиц государства и направ-
ления большинства научных исследований,
основным трендом является цифровизация
общества, в том числе с правовых позиций. Например, после выступления В. В. Путина на-
чался новый виток дискуссий по поводу право-
вого режима криптовалют25. Однако судебной
практики, которая могла бы стать эмпирической
базой для исследований и образцом для участ-
ников оборота, практически нет. Вместе с тем
суды нередко пытаются обосновать допусти-
мость рассмотрения криптовалют в качестве
объекта гражданских прав, хотя бы потому, что
иное не предусмотрено ГК РФ. Вместе с тем судебная практика не может
быть в стороне от новых социально-экономи-
ческих процессов. И здесь роль принципов
гражданского права и правильного их толкова-
ния только возрастает. Например, в довольно
сложной ситуации оказался Верховный Суд РФ
при решении вопроса о том, как должно при-
меняться гражданское законодательство в Так, суд кассационной инстанции отменил
решения нижестоящих судов о том, что отно-
шения по поводу криптовалюты не могут быть
объектом гражданско-правового регулирова-
ния. Кассация отметила, что на «момент воз-
никновения спорных правоотношений цифро-
вая валюта де-факто существовала, имела 23 См.: Обзор судебной практики Верховного Суда РФ № 2 (2021), утв. Президиумом Верховного Суда РФ
30.06.2021 // Бюллетень Верховного Суда РФ. 2021. № 10. 24 См.: Обзор по отдельным вопросам судебной практики, связанным с применением законодательства и
мер по противодействию распространению на территории Российской Федерации новой коронавирус-
ной инфекции (COVID-19) № 3, утв. 23 См.: Обзор судебной практики Верховного Суда РФ № 2 (2021), утв. Президиумом Верховного Суда РФ
30.06.2021 // Бюллетень Верховного Суда РФ. 2021. № 10.
24 См.: Обзор по отдельным вопросам судебной практики, связанным с применением законодательства и
мер по противодействию распространению на территории Российской Федерации новой коронавирус-
ной инфекции (COVID-19) № 3, утв. Президиумом Верховного Суда РФ 17.02.2021 // Бюллетень Верхов-
ного Суда РФ. 2021. № 4.
25 См., например: Путин отметил конкурентные преимущества России в майнинге криптовалют // URL:
https://ria.ru/20220126/mayning-1769647271.html (дата обращения: 29.01.2022). 25 См., например: Путин отметил конкурентные преимущества России в майнинге криптовалют // URL:
https://ria.ru/20220126/mayning-1769647271.html (дата обращения: 29.01.2022). 23 См.: Обзор судебной практики Верховного Суда РФ № 2 (2021), утв. Президиумом Верховного Суда РФ
30.06.2021 // Бюллетень Верховного Суда РФ. 2021. № 10. 24 См.: Обзор по отдельным вопросам судебной практики, связанным с применением законодательства и
мер по противодействию распространению на территории Российской Федерации новой коронавирус-
ной инфекции (COVID-19) № 3, утв. Президиумом Верховного Суда РФ 17.02.2021 // Бюллетень Верхов-
ного Суда РФ. 2021. № 4. мер по противодействию распространению на территории Российской Федерации новой коронавирус-
ной инфекции (COVID-19) № 3, утв. Президиумом Верховного Суда РФ 17.02.2021 // Бюллетень Верхов-
ного Суда РФ. 2021. № 4.
25 См., например: Путин отметил конкурентные преимущества России в майнинге криптовалют // URL:
https://ria.ru/20220126/mayning-1769647271.html (дата обращения: 29.01.2022). LEX RUSSICA некую экономическую ценность, с ней могли
совершаться операции по покупке, продаже,
обмену, в том числе на вещи, лицами, имею-
щими материальный интерес в таких операци-
ях». Кроме того, сделан акцент на диспозитив-
ности гражданско-правового регулирования,
открытости перечня объектов по ст. 128 ГК РФ
и возможности применения аналогии закона и
аналогии права26. До этого Верховный Суд РФ
фактически подтвердил, что отношения по по-
воду криптовалюты — законные и имуществен-
ные. По одному из дел сделан такой вывод: пе-
редав свое имущество (криптовалюту) взамен
полученных денежных средств, гражданин пре-
следовал определенную экономическую цель,
заключив сделки по продаже криптовалюты. Таким образом, имелись правовые основания
для получения денежных средств27. есть мнение, что они не формируют перспек-
тиву высоких темпов их использования. Ввиду
их важной роли в качестве стандартов обобще-
ния они используются, только если не применя-
ются другие источники28. Однако и здесь автор
вынужден признать, что правовые принципы
являются для судей единственным доступным
источником права при рассмотрении отноше-
ний, не регулируемых каким-либо положитель-
ным писаным законом29. В таких случаях не
только в России, но и во многих странах мира
лишь общий принцип может быть использован
для разрешения дела по существу. некую экономическую ценность, с ней могли
совершаться операции по покупке, продаже,
обмену, в том числе на вещи, лицами, имею-
щими материальный интерес в таких операци-
ях». Кроме того, сделан акцент на диспозитив-
ности гражданско-правового регулирования,
открытости перечня объектов по ст. 128 ГК РФ
и возможности применения аналогии закона и
аналогии права26. До этого Верховный Суд РФ
фактически подтвердил, что отношения по по-
воду криптовалюты — законные и имуществен-
ные. По одному из дел сделан такой вывод: пе-
редав свое имущество (криптовалюту) взамен
полученных денежных средств, гражданин пре-
следовал определенную экономическую цель,
заключив сделки по продаже криптовалюты. Таким образом, имелись правовые основания
для получения денежных средств27. Обсуждая аксиологию принципов граждан-
ского права, нельзя не сказать о юридическом
образовании, которое сочетает в себе тео-
ретический и практический аспект. Уместно
будет привести мнение профессора права из
Гамбурга, который выделил самостоятельную
педагогическую функцию принципов граждан-
ского права: они могут оказать значительную
помощь студенту при изучении права, помо-
гают придать закону более понятный вид с вы-
соты птичьего полета сложной области права30. По данным двум делам суд не писал в
решении, что оно основано на «принципах
гражданско-правового регулирования». Воз-
можно, с политико-правовой точки зрения в
отсутствие окончательного решения по поводу
запрета (регулирования, свободного обраще-
ния) криптовалют в России такая аргументация
формально была бы не слишком удачной. 26 См.: определение Седьмого кассационного суда общей юрисдикции от 30.06.2021 № 88-10336/2021 //
Документ опубликован не был. Доступ из СПС «КонсультантПлюс».
27 Определение Судебной коллегии по гражданским делам Верховного Суда РФ от 02.02.2021 № 44-КГ20-
17-К7, 2-2886/2019 // Доступ из СПС «КонсультантПлюс».
28 Jordan D. Legal Principles, Legal Values and Legal Norms: are they the same or different? // Academicus.
International Scientific Journal. 2010. July. P. 109–110.
29 Jordan D. Op. cit. P. 109–110.
30 Drobnig U General Principles of European Contract Law // International Sale of Goods: Dubrovnik Lectures LEX RUSSICA Президиумом Верховного Суда РФ 17.02.2021 // Бюллетень Верхов-
ного Суда РФ. 2021. № 4. 25 См., например: Путин отметил конкурентные преимущества России в майнинге криптовалют // URL:
https://ria.ru/20220126/mayning-1769647271.html (дата обращения: 29.01.2022). LEX RUSSICA 15 Том 75 № 7 (188) июль 2022 Частное право
JUS PRIVATUM LEX RUSSICA 30 Drobnig U. General Principles of European Contract Law // International Sale of Goods: Dubrovnik Lectures,
Oceana / P. Sarcevic & P. Volken eds. 1986. Ch. 9. P. 305–332. 29 Jordan D. Op. cit. P. 109–110. БИБЛИОГРАФИЯ 1. Алексеев С. С. Собрание сочинений : в 10 т. Т. 2 : Специальные вопросы правоведения. — М. : Статут,
2010. — 471 с. 1. Алексеев С. С. Собрание сочинений : в 10 т. Т. 2 : Специальные вопросы правоведения. — М. : Статут,
2010. — 471 с. 2. Богданов Е. В., Богданова Е. Е., Богданова Д. Е. Принцип солидарности в гражданском праве России //
Журнал российского права. — 2016. — № 11. — С. 37–45. 3. Брановицкий К. Л., Ренц И. Г., Ярков В. В. Судебное правотворчество в условиях пандемии коронави
нонсенс или необходимость? // Закон. — 2020. — № 5. — С. 107–117. 3. Брановицкий К. Л., Ренц И. Г., Ярков В. В. Судебное правотворчество в условиях пандемии корон
нонсенс или необходимость? // Закон. — 2020. — № 5. — С. 107–117. 4. Васьковский Е. В. Цивилистическая методология. Учение о толковании и применении гражданских
законов. — Одесса : Экон. тип., 1901. — 376 с. 4. Васьковский Е. В. Цивилистическая методология. Учение о толковании и применении гражданских
законов. — Одесса : Экон. тип., 1901. — 376 с. 5. Волос А. А. Принципы-методы гражданского права и их система. — М. : Юстицинформ, 2018. — 258 с. 6 Г
б
В П О
М
С
2001
411 5. Волос А. А. Принципы-методы гражданского права и их система. — М. : Юстицинформ, 2018. — 258 с. 6. Грибанов В. П. Осуществление и защита гражданских прав. — М. : Статут, 2001. — 411 с. 7. Иванов А. А. Цифровая этика и право // Закон. — 2021. — № 4. — С. 67–73. 5. Волос А. А. Принципы-методы гражданского права и их система. — М. : Юстицинформ, 2018. — 258 с. 6. Грибанов В. П. Осуществление и защита гражданских прав. — М. : Статут, 2001. — 411 с. 7. Иванов А. А. Цифровая этика и право // Закон. — 2021. — № 4. — С. 67–73. 7. Иванов А. А. Цифровая этика и право // Закон. — 2021. — № 4. — С. 67–73. 8. Нам К. В. Принцип добросовестности как правовой принцип // Вестник экономического правос
Российской Федерации. — 2020. — № 2. — С. 88–103. 9. Основные положения гражданского права: постатейный комментарий к статьям 1–16.1 Гражданского
кодекса Российской Федерации [Электронное издание. Редакция 1.0] / А. В. Асосков, В. В. Байбак,
Р. С. Бевзенко [и др.] ; отв. ред. А. Г. Карапетов. — М. : М-Логос, 2020. — 1469 с. 10. Пахман С. LEX RUSSICA Ина-
че пришлось бы утверждать, что гражданский
оборот криптовалют допустим в соответствии
с принципами гражданского права. Вместе с
тем суды в приведенных случаях фактически
сделали такой вывод. Действительно, среди
основных принципов гражданского права сво-
бода договора, автономия воли сторон, кото-
рые позволяют заключать сделку постольку,
поскольку иное не указано в законе. Таким
образом, на сегодня нет причин отрицать воз-
можность гражданского оборота криптовалют
на основании принципов гражданского права,
смысла законодательства и, как следствие, ана-
логии права. К сожалению, именно педагогическая функ-
ция права в настоящий момент реализуется в
меньшей степени, чем остальные. Студентам, а
затем и юристам, далеко не всегда удается осу-
ществлять толкование норм законодательства
в контексте действия принципов гражданского
права, основного смысла законодательства. Таким образом, проведенное исследование
показало, что принципы гражданского права
имеют собственную аксиологию, которая выра-
жается в теоретическом и практическом аспек-
тах. Каждый из этих аспектов не в полной мере
раскрыт в действительности. Для решения ука-
занных проблем следует начинать с педагогиче-
ской функции принципов, глубокого их обсуж-
дения и анализа, понимания права с позиции
не его норм, а прежде всего принципов и смыс-
ла. При этом аксиологическое значение прин-
ципов является константным и устойчивым, не
зависит от исторических или социально-эконо- Несмотря на все сказанное, в литературе
иногда можно встретить некоторые сомнения
в том, что принципы права могут быть непо-
средственно использованы судом. Например, Том 75 № 7 (188) июль 2022 16 Волос А. А. Аксиология принципов гражданского права в современных условиях ципы гражданского права сохраняют свою цен-
ность и способны решать конкретные теорети-
ческие и практические задачи. мических условий. В самых разных условиях,
в том числе в период пандемии коронавируса
или широкой цифровизации общества, прин- REFERENCES 1. Alekseev SS. Sobranie sochineniy v 10 t. [Collected works: in 10 vols.]. Vol. 2: Special issues of jurisp
Moscow: Statut Publ.; 2010. (In Russ.). 2. Bogdanov EV, Bogdanova EE, Bogdanova DE. Printsip solidarnosti v grazhdanskom prave Rossii [The
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of civil Law: annotated commentary to Articles 1–16.1 of the Civil Code of the Russian Federation] [Online]. Moscow: M-Logos Publ.; 2020. (In Russ.). 10. Pakhman SV. Istoriya kodifikatsii grazhdanskogo prava [The history of the codification of civil law]. Vol. 2. St. Petersburg: Typ. of the 2nd Dep. of His Imperial Majesty Chancery; 1876. (In Russ.). 10. Pakhman SV. Istoriya kodifikatsii grazhdanskogo prava [The history of the codification of civil law]. Vol. 2. St. Petersburg: Typ. of the 2nd Dep. of His Imperial Majesty Chancery; 1876. (In Russ.). 11. Sverdlyk GA. Printsipy sovetskogo grazhdanskogo prava: avtoref. dis. … d-ra yurid. nauk [Principles of Soviet
civil law: Author’s abstract. Moscow; 1985. (In Russ.). 11. Sverdlyk GA. Printsipy sovetskogo grazhdanskogo prava: avtoref. dis. … d-ra yurid. nauk [Principles of Soviet
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zakonodatelstva [The Principles of Property Law in the Context of Reforming Russian Civil Legislation]. Russian
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JUS PRIVATUM LEX RUSSICA REFERENCES European Review of Private Law. 2018;26(6):753-771. 19. Jordan D. Legal Principles, Legal Values and Legal Norms: are they the same or different? Academicus. International Scientific Journal. 2010;July:109-115. 20. Herian R. Legal Recognition of Blockchain Registries and Smart Contracts. Paris: The Open Unive
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Preoperative reduced hand grip strength and oral frailty as a predictor of disability in the elderly following hepatobiliary-pancreatic surgery
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Preoperative reduced hand grip strength and oral frailty as a
predictor of disability in the elderly following hepatobiliary-
pancreatic surgery
Mariko Tsukagoshi
(
marikot@gunma-u.ac.jp
)
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0003-3748-9615
Kenichiro Araki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takamichi Igarashi
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norihiro Ishii
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Shunsuke Kawai
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kei Hagiwara
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kouki Hoshino
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takaomi Seki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norifumi Harimoto
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0002-8085-2857
Ken Shirabe
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Research Article Preoperative reduced hand grip strength and oral frailty as a
predictor of disability in the elderly following hepatobiliary-
pancreatic surgery
Mariko Tsukagoshi
(
marikot@gunma-u.ac.jp
)
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0003-3748-9615
Kenichiro Araki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takamichi Igarashi
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norihiro Ishii
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Shunsuke Kawai
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kei Hagiwara
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kouki Hoshino
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takaomi Seki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norifumi Harimoto
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0002-8085-2857
Ken Shirabe
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Research Article Preoperative reduced hand grip strength and oral frailty as a
predictor of disability in the elderly following hepatobiliary-
pancreatic surgery
Mariko Tsukagoshi
(
marikot@gunma-u.ac.jp
)
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0003-3748-9615
Kenichiro Araki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takamichi Igarashi
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norihiro Ishii
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Shunsuke Kawai
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kei Hagiwara
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kouki Hoshino
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takaomi Seki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norifumi Harimoto
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0002-8085-2857
Ken Shirabe
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Research Article Preoperative reduced hand grip strength and oral frailty as a
predictor of disability in the elderly following hepatobiliary-
pancreatic surgery Page 1/16
predictor of disability in the elderly following hepatobiliary-
pancreatic surgery
Mariko Tsukagoshi
(
marikot@gunma-u.ac.jp
)
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0003-3748-9615
Kenichiro Araki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takamichi Igarashi
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norihiro Ishii
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Shunsuke Kawai
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kei Hagiwara
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Kouki Hoshino
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Takaomi Seki
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Norifumi Harimoto
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
https://orcid.org/0000-0002-8085-2857
Ken Shirabe
Gunma University Graduate School of Medicine School of Medicine: Gunma Daigaku Daigakuin Igakukei Kenkyuka
Igakubu
Research Article
Keywords: disability, elderly, frailty, hand grip strength, surgery
Posted Date: November 15th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-3483783/v1 Methods We retrospectively analyzed data of 150 elderly patients (≥ 70 years) following hepatobiliary-pancreatic surgery for
malignancies between June 2020 and June 2022. Disability was defined as a new need for long-term health care or an
increase in the level of care within six months after surgery. We assessed frailty using the frailty checkup introduced by the
Ministry of Health, Labor, and Welfare to check the state of frailty. Background This study aimed to investigate the usefulness of preoperative assessment of frailty in elderly patients using a self-check
questionnaire and hand grip strength assessment on surgical outcomes and disability after hepatobiliary-pancreatic surgery. Conclusion Oral frailty and reduced handgrip strength may be useful screening tools for predicting postoperative disability in patients
undergoing hepatobiliary-pancreatic surgery. Results The incidence of disability was significantly correlated with reduced grip strength (P = 0.001), difficulty eating hard foods (P
= 0.004), and falling (P = 0.049). Multivariate analysis showed that difficulty eating hard foods (P = 0.016), oral frailty, and
reduced hand grip strength (P = 0.007) were independent risk factors for the incidence of postoperative disability. Patients at
risk of reduced hand grip strength and difficulty eating hard foods showed significantly lower albumin and zinc levels. Furthermore, patients with both risks were significantly associated with increased postoperative complications (P = 0.026),
prolonged postoperative hospital stay (P = 0.015), increased hospital transfer (P < .001), and the incidence of disability (P
< .001). Research Article Keywords: disability, elderly, frailty, hand grip strength, surgery License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 2/16 Introduction The continuous increase in the aging population is accompanied by an increase in the number of elderly patients eligible for
hepatobiliary-pancreatic (HBP) surgery. According to the annual report on National Clinical Database in Japan, the ratio of
age ≥ 70 years increased from 45.1–54.8% for liver surgery and 47.6–60.3% for pancreatic surgery in the last 10 years [1]. It
is speculated that the proportion of elderly patients undergoing HBP surgery will continue to increase. In general, elderly patients have various histories, such as multiple comorbidities, multiple oral medications, and social and
economic restrictions, in addition to declining physical, organ, and cognitive functions. Another characteristic is that
individual differences are extremely large. Therefore, regarding the tolerability of surgical treatment in elderly patients, it is
difficult to assess surgical indications based on age alone, and it is necessary to make a comprehensive judgment on an
individual basis. Page 3/16
Frailty is considered highly prevalent in old age, conferring a high risk of adverse health outcomes, including falls, disability,
hospitalization, and mortality [2]. Frailty is a state of increased vulnerability to adverse outcomes due to decreased reserves
and resistance to stressors resulting from various functional changes associated with aging [3–4]. Fried et al. provided a
potential standardized definition of frailty in which three or more of the following criteria were present: unintentional weight
loss, exhaustion, weakness (low grip strength), slow walking speed, and low physical activity [4]. In surgery, frailty is
considered a higher risk factor for unfavorable surgical outcomes [5–6]. Panayi et al. showed the modified frailty index (mFI) Page 3/16 Page 3/16 was a prognostic indicator that strongly correlates with the risk of postsurgical morbidity and mortality [5]. MacIsaac et al. reported that frailty was the only significant predictor of mortality or new disability in non-cardiac surgery, and the Clinical
Frailty Scale (CFS) was as accurate as the mFI and easier to use [6]. The Kihon checklist, which is extensively used in Japan,
has also been reported as a useful tool for frailty screening and identifying elderly individuals who are at risk of requiring
support or care [7]. Tanaka et al. previously reported that frailty was defined by the Kihon checklist, age ≥ 76 years, and open
surgery, which are independent risk factors for postoperative loss of independence following hepatic resection [8]. Thus, various indicators are used to screen for and assess frailty, some of which require time. Treatment and data collection The demographic and clinical characteristics and treatment-related details of all the patients were collected from their
medical records. Surgical procedures were performed according to the institutional policies and cancer board
recommendations. Postoperative complications within 30 days were recorded and scored, according to the Clavien–Dindo
classification [9]. Disability was defined based on long-term healthcare support requirements. Long-term Care Insurance is a system in which
the society as a whole support individuals and their families faced with situations where someone needs long-term care in
Japan. When they require long-term care or support and qualify for such care or support, they can use the Long-term Care
Insurance services. In this study, disability was defined as a new need for long-term support required within six months after
surgery, or an increase in the level of care within six months after surgery. Two patients died within six months of surgery
and were excluded from the disability analysis. Study design and participants We performed a retrospective study of 150 elderly patients (≥ 70 years) following HBP surgery for malignancies between
June 2020 and June 2022 in the Department of Hepatobiliary and Pancreatic Surgery at Gunma University Hospital. This
study was approved by the Ethics Committee of the hospital, and it met the institutional guidelines of the Declaration of
Helsinki Introduction Meanwhile, the frailty checkup
for elderly people was introduced in 2020 fiscal year in Japan. Frailty factors that affect surgical outcomes have not yet
been established. Therefore, we aimed to investigate whether preoperative assessment of frailty using the frailty checkup
and hand grip strength in elderly patients is useful for predicting surgical outcomes and disability after HBP surgery. Frailty assessment We used the "Late-Stage Elderly Questionnaire" newly introduced by the Ministry of Health, Labor, and Welfare to check the
state of frailty [10]. This checklist is a self-administered questionnaire consisting of 15 items on health condition, mental
health, eating habits, oral function, weight change, exercise and falling, cognitive function, smoking, social participation, and
social support (Table 1). Muscle strength was assessed by handgrip strength. We considered only the maximum handgrip
strength of at least two trials [11]. Cut-off values for handgrip strength were 28 kg for males and 18 kg for females,
according to the revised Japanese version of the Cardiovascular Health Study criteria [12]. Page 4/16 Table 1 Table 1
“Late-Stage Elderly Questionnaire” introduced by the Ministry of Health, Labor, and Welfare to check the state of frailty
Factors
Questions
Answer
Weakness
Reduced grip
strength
If hand grip strength is < 28 kg for
men and 18 kg for women, this
item is scored. No
Yes
Health
condition
What is your current state of
health? Good/Somewhat
good/Normal
Not so good/Bad
Mental
health
Are you satisfied with your daily
life? Satisfied/Somewhat
satisfied
Somewhat
dissatisfied/Dissatisfied
Eating
habits
Do you eat three meals a day
regularly? Yes
No
Oral
function
Difficulty to
eat hard
foods
Has it become difficult to eat hard
foods compared to six months
ago? No
Yes
Choking
Do you choke when drinking water
or soups? No
Yes
Weight loss
Have you lost more than 2–3 kg
over a period of six months? No
Yes
Exercise and
falling
Slow walking
speed
Does it feel like you walk slower
than before? No
Yes
Falling
Have you experienced a fall over
the last year? No
Yes
Lack of
exercise
Do you exercise, such as walking,
at least once a week? Yes
No
Cognitive
function
Forgetfulness
Has anyone around you mentioned
that you have a tendency to forget
things, such as repeating the same
question? No
Yes
Losing track
the date
Do you ever lose track of the day of
the month? No
Yes
Smoking
Do you smoke? No/I quit
Yes
Social
participation
Going out
Do you go out at least once a
week? Yes
No
Social
participation
Do you usually interact with your
family or friends? Yes
No
Social
support
Do you have someone nearby
whom
you can talk to if you are not
feeling well? Frailty assessment Yes
No
Evaluation of inflammatory and nutritional factors
We evaluated prognostic indicators based on inflammatory and nutritional factors, including neutrophil-to-lymphocyte ratio
and prognostic nutritional index (PNI). The PNI was calculated as follows: 10 × serum albumin (g/dL) + 0.005 × total
l
h
t
t (/
3) [13] Evaluation of inflammatory and nutritional factors We evaluated prognostic indicators based on inflammatory and nutritional factors, including neutrophil-to-lymphocyte ratio
and prognostic nutritional index (PNI). The PNI was calculated as follows: 10 × serum albumin (g/dL) + 0.005 × total
lymphocyte count (/mm3) [13]. Page 5/16 Page 5/16 Page 5/16 Categorical variables were assessed using chi-squared test or Fisher’s exact test, as appropriate. Cox proportional hazards
model analysis was performed using univariate and multivariate analyses of prognostic factors. All statistical analyses were
performed using JMP Pro 14 software (SAS Institute, Cary, NC, USA). A P-value of < 0.05 was considered statistically
significant. We evaluated each factor on the frailty checklist and postoperative course (Table 3). The incidence of postoperative
complications was significantly correlated with health (Q1; P = 0.006), mental health (Q2; P = 0.009), and weight loss (Q6; P =
0.016). Reduced grip strength (P < .001), health condition (Q1; P = 0.019), difficulty eating hard foods (Q4; P = 0.009), slow
walking speed (Q7; P < .001), and losing track of the date (Q11; P = 0.019) were significantly associated with transfer to
another hospital. The incidence of disability was significantly correlated with reduced grip strength (P = 0.001), difficulty
eating hard foods (Q4; P = 0.004), and falling (Q8; P = 0.049). Clinical characteristics A total of 150 patients were included in the study. Eighty-three patients underwent hepatectomy, 64 underwent
pancreatectomy, and 3 underwent concomitant hepatectomy and pancreatectomy. Characteristics of the patient are
summarized in Table 2. Overall, 18.7% of the patients were octogenarians, and 6.0% had certification of long-term care or
support preoperatively. Table 2
Patient characteristics Table 2
Patient characteristics
All patients (n = 150)
Age (years)
70–74
71 (47.3%)
75–79
51 (34.0%)
≥80
28 (18.7%)
Sex
Male
89 (59.3%)
Female
61 (40.7%)
Surgical procedure
Hepatectomy
83 (55.3%)
Pancreatectomy
64 (42.7%)
Concomitant hepatectomy and pancreatectomy
3 (2.0%)
Surgical technique
Open
101 (67.3%)
Laparoscopic
49 (32.7%)
Primary cancer type
Hepatobiliary
66 (44.0%)
Colorectal
36 (24.0%)
Duodenum
7 (4.7%)
Pancreas
41 (27.3%)
Preoperative Certification of Long-term Care or Support
9 (6.0%)
between frailty factors and postoperative course Table 2 Page 6/16 We evaluated each factor on the frailty checklist and postoperative course (Table 3). The incidence of postoperative
complications was significantly correlated with health (Q1; P = 0.006), mental health (Q2; P = 0.009), and weight loss (Q6; P =
0.016). Reduced grip strength (P < .001), health condition (Q1; P = 0.019), difficulty eating hard foods (Q4; P = 0.009), slow
walking speed (Q7; P < .001), and losing track of the date (Q11; P = 0.019) were significantly associated with transfer to
another hospital. The incidence of disability was significantly correlated with reduced grip strength (P = 0.001), difficulty
eating hard foods (Q4; P = 0.004), and falling (Q8; P = 0.049). We evaluated each factor on the frailty checklist and postoperative course (Table 3). The incidence of postoperative
complications was significantly correlated with health (Q1; P = 0.006), mental health (Q2; P = 0.009), and weight loss (Q6; P =
0.016). Reduced grip strength (P < .001), health condition (Q1; P = 0.019), difficulty eating hard foods (Q4; P = 0.009), slow
walking speed (Q7; P < .001), and losing track of the date (Q11; P = 0.019) were significantly associated with transfer to
another hospital. The incidence of disability was significantly correlated with reduced grip strength (P = 0.001), difficulty
eating hard foods (Q4; P = 0.004), and falling (Q8; P = 0.049). Clinical characteristics Page 8/16 n =
150
Postoperative
complications ≥ Grade III
Clavien-Dindo
classification
Hospital transfer
Disability
No (n
=
109)
Yes
(n =
41)
P
value
No (n
=
141)
Yes (n
= 9)
P
value
No (n
=
140)
Yes
(n =
8)
P
value
No
64
(43%)
44
(40%)
20
(49%)
0.36
59
(42%)
5
(56%)
0.50
58
(41%)
5
(63%)
0.29
Q10. Has anyone around you mentioned that you have a tendency to forget
things, such as repeating the same question? Yes
30
(20%)
20
(18%)
10
(24%)
0.49
26
(18%)
4
(44%)
0.079
26
(19%)
3
(38%)
0.19
Q11. Do you ever lose track of
the day of the month? Yes
20
(13%)
13
(12%)
7
(17%)
0.43
16
(11%)
4
(44%)
0.019*
17
(12%)
2
(25%)
0.27
Q12. Do you smoke? Yes
17
(11%)
11
(10%)
6
(15%)
0.56
17
(12%)
0
0.60
17
(12%)
0
0.60
Q13. Do you go out at
least once a week? No
12
(8%)
8
(7%)
4
(10%)
0.74
10
(7%)
2
(22%)
0.15
11
(8%)
1
(13%)
0.50
Q14. Do you usually interact with
your family or friends? No
4
(3%)
3
(3%)
1
(2%)
> .99
4
(3%)
0
> .99
4
(3%)
0
> .99
Q15. Do you have someone nearby whom you can
talk to if you are not feeling well? No
3
(2%)
3
(3%)
0
0.56
3
(2%)
0
> .99
3
(2%)
0
> .99
* P value < 0.05
Frailty factors associated with postoperative disability
Univariate and multivariate analyses were performed to analyze frailty factors associated with postoperative disability
(Table 4). The univariate analysis revealed that reduced hand grip strength, not so good or bad health condition, difficulty
eating hard foods, and a history of falls were significant factors for the incidence of disability. The multivariate analysis
revealed that reduced hand grip strength (odds ratio [OR] = 12.97; 95% confidence interval [CI]: 2.03–82.76; P = 0.007) and
difficulty eating hard foods (OR = 10.31; 95% CI: 1.56–68.33; P = 0.016) were independent risk factors for incidence of
disability Q10. Has anyone around you mentioned that you have a tendency to forget
things, such as repeating the same question? Frailty factors associated with postoperative disability Frailty factors associated with postoperative disability Univariate and multivariate analyses were performed to analyze frailty factors associated with postoperative disability
(Table 4). Clinical characteristics Page 7/16 Table 3 Table 3
Correlation between frailty factors and postoperative course
n =
150
Postoperative
complications ≥ Grade III
Clavien-Dindo
classification
Hospital transfer
Disability
No (n
=
109)
Yes
(n =
41)
P
value
No (n
=
141)
Yes (n
= 9)
P
value
No (n
=
140)
Yes
(n =
8)
P
value
Hand grip strength
< 28 kg for males/<18
kg for female
31
(21%)
18
(17%)
13
(32%)
0.068
24
(17%)
7
(78%)
< .001*
25
(18%)
6
(75%)
0.001*
Q1. What is your current
state of health? Not so good/Bad
31
(21%)
16
(15%)
15
(37%)
0.006*
26
(18%)
5
(56%)
0.019*
26
(19%)
4
(50%)
0.054
Q2. Are you satisfied
with your daily life? Somewhat
dissatisfied/Dissatisfied
21
(14%)
10
(9%)
11
(27%)
0.009*
18
(13%)
3
(33%)
0.11
18
(13%)
2
(25%)
0.30
Q3. Do you eat three
meals a day regularly? No
15
(10%)
11
(10%)
4
(10%)
> .99
15
(11%)
0
0.60
15
(11%)
0
> .99
Q4. Has it become difficult to eat hard
foods compared to six months ago? Yes
38
(25%)
27
(25%)
11
(27%)
0.84
32
(23%)
6
(67%)
0.009*
32
(23%)
6
(75%)
0.004*
Q5. Do you choke when drinking
water or soups? Yes
25
(17%)
19
(17%)
6
(15%)
0.81
23
(16%)
2
(22%)
0.65
23
(16%)
1
(13%)
> .99
Q6. Have you lost more than 2–3 kg over a
period of six months? Yes
63
(42%)
39
(36%)
24
(59%)
0.016*
58
(41%)
5
(56%)
0.49
57
(41%)
6
(75%)
0.073
Q7. Does it feel like you walk
slower than before? Yes
69
(46%)
51
(47%)
18
(44%)
0.86
60
(43%)
9
(100%)
< .001*
63
(45%)
6
(75%)
0.15
Q8. Have you experienced a fall
over the last year? Yes
17
(11%)
10
(9%)
7
(17%)
0.25
15
(11%)
2
(22%)
0.27
14
(10%)
3
(38%)
0.049*
Q9. Do you exercise, such as
walking, at least once a week? Q8. Have you experienced a fall
over the last year? Correlation between risk score and incidence of dis We focused on reduced hand grip strength and difficulty eating hard foods as factors for predicting postoperative disability. A risk score of 0 (n = 89) was defined as neither, 1 (n = 51) was defined as either, and 2 (n = 10) was defined as both of the
two factors. Postoperative disability significantly increased from 0% (0 of 89) with a risk score of 0 to 40% (4 of 10) with a
risk score of 2 (P < 0.001; Fig. 1). Comparison of perioperative characteristics and postoperative course between the two groups classified by risk factors for
disability
Table 5 shows the perioperative characteristics and postoperative course of the two groups, classified according to risk
factors for disability. The risk factors for disability were a score of 0 or 1 and a score of 2. Ten patients with a risk score of 2
were significantly correlated with older age and low albumin and zinc levels. There was a significant association between a
risk score of 2 and prolonged postoperative hospital stay (15 vs. 31 days, P = 0.015), postoperative complications (25 vs. 60%, P = 0.026), hospital transfer (3 vs. 50%, P < .001), and incidence of disability (3 vs. 40%, P < .001). Clinical characteristics The univariate analysis revealed that reduced hand grip strength, not so good or bad health condition, difficulty
eating hard foods, and a history of falls were significant factors for the incidence of disability. The multivariate analysis
revealed that reduced hand grip strength (odds ratio [OR] = 12.97; 95% confidence interval [CI]: 2.03–82.76; P = 0.007) and
difficulty eating hard foods (OR = 10.31; 95% CI: 1.56–68.33; P = 0.016) were independent risk factors for incidence of
disability. Page 9/16 Table 4
Univariate and multivariate analyses to analyze frailty factors considered for postoperative disability
Univariate analysis
Multivariate analysis
OR
95% CI
P-value
OR
95% CI
P-
value
Hand grip strength
< 28 kg for males/<18 kg for females
13.80
2.63–72.41
0.002*
12.97
2.03–82.76
0.007*
Q1. What is your current state of health? Not so good/Bad
4.38
1.03–18.69
0.046*
3.45
0.60–19.78
0.17
Q2. Are you satisfied with your daily life? Somewhat dissatisfied/Dissatisfied
2.26
0.42–12.06
0.34
Q3. Do you eat three meals a day regularly? No
NA
NA
NA
Q4. Has it become difficult to eat hard foods compared to six months ago? Yes
10.13
1.95–52.63
0.006*
10.31
1.56–68.33
0.016*
Q5. Do you choke when drinking water or soups? Yes
0.73
0.09–6.19
0.77
Q6. Have you lost more than 2 to 3 kg over a period of six months? Yes
4.37
0.85–22.42
0.077
Q7. Does it feel like you walk slower than before? Yes
3.67
0.72–18.80
0.12
Q8. Have you experienced a fall over the last year? Yes
5.40
1.16–25.04
0.031*
5.99
0.92–69.27
0.062
Q9. Do you exercise, such as walking, at least once a week? No
2.36
0.54–10.25
0.25
Q10. Has anyone around you mentioned that you have a tendency to forget things, such as repeating the same
question? Yes
2.63
0.2–59–11.71
0.20
Q11. Do you ever lose track of the day of the month? Yes
2.41
0.45–12.92
0.30
Q12. Do you smoke? Yes
NA
NA
NA
Q13. Do you go out at least once a week? No
1.68
0.19–14.88
0.64
Q14. Do you usually interact with your family or friends? N
NA
NA
NA Table 4 Univariate analysis
Multivariate analysis
Q15. Do you have someone nearby whom
you can talk to if you are not feeling well? No
NA
NA
NA
Abbreviations: OR, odds ratio; CI, confidence interval; NA, not applicable. * P value < 0.05 Univariate analysis Multivariate analysis Correlation between risk score and incidence of disability Correlation between risk score and incidence of disability Comparison of perioperative characteristics and postoperative course between the two groups classified by risk factors for
disability Table 5 shows the perioperative characteristics and postoperative course of the two groups, classified according to risk
factors for disability. The risk factors for disability were a score of 0 or 1 and a score of 2. Ten patients with a risk score of 2
were significantly correlated with older age and low albumin and zinc levels. There was a significant association between a
risk score of 2 and prolonged postoperative hospital stay (15 vs. 31 days, P = 0.015), postoperative complications (25 vs. 60%, P = 0.026), hospital transfer (3 vs. 50%, P < .001), and incidence of disability (3 vs. 40%, P < .001). Page 11/16 Page 11/16 Table 5 Table 5
Comparison of perioperative characteristics and postoperative course between the two groups classified by risk factors
for disability
Variables
Risk factor
P-value
Score 0 or 1 (n = 140)
Score 2 (n = 10)
Age (years)
75 (70–89)
78 (72–88)
0.019*
Male
85 (61%)
4 (40%)
0.32
Body mass index (kg/m2)
22.8 (16.5–33.0)
22.4 (17.1–27.6)
0.36
Parameters
Albumin (g/dL)
4.1 (2.8–5.0)
3.8 (2.0–4.4)
0.012*
Lymphocytes (/µL)
1510 (340–3410)
1720 (880–1960)
0.59
CRP (mg/dL)
0.09 (0.01–5.02)
0.21 (0.01–20.48)
0.58
Zn (µg/dL)
70 (44–133)
62 (33–78)
0.008*
NLR
2.4 (1.0–23.1)
2.6 (1.4–7.4)
0.23
PNI
48.8 (33.1–62.1)
45.7 (25.3–53.5)
0.052
Operative procedures
Pancreatectomy
59 (42%)
7 (70%)
0.11
Laparoscopic surgery
47 (34%)
2 (20%)
0.50
Postoperative hospitalization (days)
15 (7–62)
31 (9–43)
0.015*
Complications ≥ Grade III Clavien-Dindo classification
35 (25%)
6 (60%)
0.026*
Transfer to another hospital
4 (3%)
5 (50%)
< .001*
Disability
4 (3%)
4 (40%)
< .001*
Data are expressed as median (interquartile range), or number of patient (%). * P value < 0.05
Abbreviations: CRP, C-reactive protein; NLR, Neutrophil-to-lymphocyte ratio; PNI, Prognostic Nutritional Index; Zn, Zinc. Comparison of perioperative characteristics and postoperative course between the two groups classified by risk factors
for disability Discussion Frailty defined by the CFS was found to be an independent prognostic
factor in patients with colorectal liver metastasis [21], hepatocellular carcinoma [22], and perihilar cholangiocarcinoma [23]
undergoing hepatectomy and in patients with pancreatic ductal adenocarcinoma undergoing pancreatic resection [24]. In April 2020, the Ministry of Health, Labor, and Welfare revised the health checkup questionnaire and introduced the "Late-
Stage Elderly Questionnaire" to assess the state of frailty. This is the so-called "frailty checkup". In this study, we used this
new questionnaire for frailty screening in patients undergoing HBP surgery and examined the relationship between 15
questionnaire items and hand grip strength during the postoperative course. This questionnaire is easily administered and
can be answered by older adults. It is characterized by the inclusion of questions regarding a trivial decline in oral function,
known as oral frailty. Among the oral frailty items in this study, difficulty eating hard foods was significantly associated with
postoperative disability in patients undergoing HBP surgery. Recent studies reported that oral frailty is associated with physical frailty and sarcopenia. In the Kashiwa study, 16% of
elderly individuals had oral frailty at baseline, which was significantly associated with 2.4-, 2.2-, 2.3-, and 2.2-fold increased
risks of physical frailty, sarcopenia, disability, and mortality, respectively [25]. Iwasaki et al. demonstrated that poor oral
function, as indicated by low maximum bite force, was associated with the development of frailty in community-dwelling
elderly individuals [26]. The results of our study suggest that oral frailty may cause impairment of eating function, which
may cause negative chain reaction, thereby leading to the deterioration of mental and physical functions after HBP surgery. The revised international consensus on sarcopenia suggests low muscle strength, which is identified using grip strength as a
key parameter of sarcopenia [27]. Measurement of handgrip strength is a simple and non-invasive marker of muscle
strength. Ishii et al. reported that comorbid physical frailty and low muscle mass have a significant impact on disability
among community-dwelling Japanese older adults [28]. They also indicated that low muscle mass alone may not be
associated with an increased risk of incident disability, and that low muscle mass was a risk factor for disability in older
adults with physical frailty. In the present study, reduced hand grip strength and oral frailty were independent risk factors for
disability after HBP surgery, and their coexistence was a high-risk factor. Discussion In this study, preoperative oral frailty and reduced handgrip strength were significantly associated with the incidence of
disability after HBP surgery. Furthermore, both risks were significantly associated with increased postoperative
complications, prolonged postoperative hospital stay, and increased hospital transfers. These findings suggest that
preoperative frailty assessment using the frailty checkup and hand grip strength could be a novel and simple screening tool
for predicting potential outcomes in patients undergoing HBP surgery. Frailty is one of the most problematic manifestations among the aging population. Elderly individuals with frailty are at risk
of minor stress, which causes major health changes [14]. Surgery in frail elderly patients is predicted to be at an even higher
risk, and sufficient consideration must be given to surgical indications. Two meta-analyses reported significantly higher rates
of postoperative complications and mortality in frail patients [5, 15]. Panayi et al. reported that the risk of mortality was 4.19
times higher in frail patients. Although studies on frailty in elderly patients with HBP malignancies are limited, frailty has
been reported to be associated with negative short- and long-term outcomes [16, 17]. In the present study, some items of the
frailty questionnaire were associated with worse short-term outcomes after HBP surgery. Page 12/16 Page 12/16 In the surgical field, the frailty index or mFI, which evaluates risk as a continuous numerical value of the degree of frailty, has
been widely used as a predictor of surgical outcomes [18]. High mFI has been reported to be an independent predictor of
major postoperative complications and loss of independence in patients undergoing liver resection [19, 20]. The CFS is
frequently used to assess frailty in the surgical field. Frailty defined by the CFS was found to be an independent prognostic
factor in patients with colorectal liver metastasis [21], hepatocellular carcinoma [22], and perihilar cholangiocarcinoma [23]
undergoing hepatectomy and in patients with pancreatic ductal adenocarcinoma undergoing pancreatic resection [24]. In the surgical field, the frailty index or mFI, which evaluates risk as a continuous numerical value of the degree of frailty, has
been widely used as a predictor of surgical outcomes [18]. High mFI has been reported to be an independent predictor of
major postoperative complications and loss of independence in patients undergoing liver resection [19, 20]. The CFS is
frequently used to assess frailty in the surgical field. Discussion Preoperative evaluation of these two factors may
be useful for decision-making when performing HBP surgery in elderly patients. In the present study, patients with both reduced hand grip strength and difficulty eating hard foods showed significantly
lower albumin and zinc levels than other patients. Nishikawa et al. showed that serum zinc levels were well stratified,
according to frailty status (i.e., frailty, pre-frailty, and robust) in patients with chronic liver diseases [29]. We previously
reported that zinc deficiency is associated with hepatic resection complications in patients with hepatocellular carcinoma
[30]. Serum zinc, a microelement, tends to decrease with advancing age [31], and its deficiency is thought to affect taste
acuity [32]. Zinc deficiency is associated with reduced appetite through its interaction with leptin [33]. Zinc deficiency could
be both a cause and effect of frailty through a decline in taste acuity and appetite. Oral frailty causes poor nutritional status
and may lead to postoperative disability owing to the deterioration of frailty, such as loss of muscle mass and decreased
physical function. Therefore, preoperative frailty assessment could inform an appropriate selection of elderly patients for
invasive surgical procedures. This study has several limitations. First, this single-center, retrospective observational study had a small sample size, which
limited the generalizability of the results. Therefore, nationwide multicenter studies are required to validate our findings. Second, the study had a selection bias; HBP surgery is often avoided in elderly patients because of high morbidity and
mortality rates. Third, as the frailty check was self-administered, it is possible that the cognitive decline of the respondents
affected the results. Finally, this study did not examine the effects of preoperative and postoperative chemotherapy. Chemotherapy may have influenced postoperative disability. However, the present study demonstrated that preoperative oral
frailty and reduced handgrip strength significantly correlated with the incidence of disability after HBP surgery. Page 13/16 Page 13/16 In conclusion, we found that preoperative frailty checkups, especially for oral frailty, and the assessment of handgrip
strength had a significant impact on disability after HBP surgery in elderly patients. Hence, frailty is a predictor of disability
after HBP surgery and can be used to inform patients about potential outcomes. In conclusion, we found that preoperative frailty checkups, especially for oral frailty, and the assessment of handgrip
strength had a significant impact on disability after HBP surgery in elderly patients. Discussion Hence, frailty is a predictor of disability
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any product mentioned or concept discussed in this article. Conflict of interests: The authors declare no conflict of interest. The authors report no proprietary or commercial interests in
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development of frailty in community-dwelling older adults. J Oral Rehabil 45:17–24 27. Cruz-Jentoft AJ, Bahat G, Bauer J, et al (2019) Sarcopenia: revised European consensus on definition and diagnosis. Age Ageing 48:16–31 27. Cruz-Jentoft AJ, Bahat G, Bauer J, et al (2019) Sarcopenia: revised European consensus on definition and diagnosis. Age Ageing 48:16–31 28. Ishii H, Tsutsumimoto K, Doi T, et al (2020) Effects of comorbid physical frailty and low muscle mass on incident
disability in community-dwelling older adults: A 24-month follow-up longitudinal study. Maturitas 139:57–63 28. References Ishii H, Tsutsumimoto K, Doi T, et al (2020) Effects of comorbid physical frailty and low muscle mass on incident
disability in community-dwelling older adults: A 24-month follow-up longitudinal study. Maturitas 139:57–63 29. Nishikawa H, Yoh K, Enomoto H, et al (2020) Serum Zinc Level Is Associated with Frailty in Chronic Liver Diseases. J
Clin Med 9:1570 29. Nishikawa H, Yoh K, Enomoto H, et al (2020) Serum Zinc Level Is Associated with Frailty in Chronic Liver Diseases. J
Clin Med 9:1570 30. Harimoto N, Araki K, Muranushi R, et al (2022) Significance of zinc deficiency in patients with hepatocellular carcinoma
undergoing hepatic resection. Hepatol Res 52:210–20 30. Harimoto N, Araki K, Muranushi R, et al (2022) Significance of zinc deficiency in patients with hepatocellular carcinoma
undergoing hepatic resection. Hepatol Res 52:210–20 31. Maes M, DeVos N, Wauters A, et al (1999) Inflammatory markers in younger vs elderly normal volunteers and in patients
with Alzheimer's disease. J Psychiatr Res 33:397–405 31. Maes M, DeVos N, Wauters A, et al (1999) Inflammatory markers in younger vs elderly normal volunteers and in patients
with Alzheimer's disease. J Psychiatr Res 33:397–405 32. Stewart-Knox BJ, Simpson EE, Parr H, et al (2008) Taste acuity in response to zinc supplementation in older Europeans. Br J Nutr 99:129–36 32. Stewart-Knox BJ, Simpson EE, Parr H, et al (2008) Taste acuity in response to zinc supplementation in older Europeans. Br J Nutr 99:129–36 33. Konukoglu D, Turhan MS, Ercan M, et al (2004) Relationship between plasma leptin and zinc levels and the effect of
insulin and oxidative stress on leptin levels in obese diabetic patients. J Nutr Biochem 15:757–60 33. Konukoglu D, Turhan MS, Ercan M, et al (2004) Relationship between plasma leptin and zinc levels and the effect of
insulin and oxidative stress on leptin levels in obese diabetic patients. J Nutr Biochem 15:757–60 Page 15/16 Page 15/16 Figures Figure 1
Correlation between risk score and incidence of disability. A risk score of 0 (n = 89) was defined as neither, 1 (n = 51) was
defined as either, and 2 (n = 10) was defined as both of reduced hand grip strength and difficulty eating hard foods. Postoperative disability significantly increased from 0% (0 of 89) with a risk score of 0 to 40% (4 of 10) with a risk score of 2
(P < 0.001). Figure 1 Correlation between risk score and incidence of disability. A risk score of 0 (n = 89) was defined as neither, 1 (n = 51) was
defined as either, and 2 (n = 10) was defined as both of reduced hand grip strength and difficulty eating hard foods. Postoperative disability significantly increased from 0% (0 of 89) with a risk score of 0 to 40% (4 of 10) with a risk score of 2
(P < 0.001). Correlation between risk score and incidence of disability. A risk score of 0 (n = 89) was defined as neither, 1 (n = 51) was
defined as either, and 2 (n = 10) was defined as both of reduced hand grip strength and difficulty eating hard foods. Postoperative disability significantly increased from 0% (0 of 89) with a risk score of 0 to 40% (4 of 10) with a risk score of 2
(P < 0.001). Page 16/16
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Pengaruh Perputaran Piutang dan Perputaran Persediaan Terhadap Roa pada PT Bank Mandiri Tbk
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All Fields of Science Journal Liaison Academia And Sosiety/All Fields of Science Journal Liaison Academia and Sosiety
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Abstract The purpose of this study was to find out whether there was an influence of accounts
receivable turnover and inventory turnover to roa at PT. Bank Mandiri Tbk period
2011 to 2018. The method used in this study was a quantitative method with multiple
linear regression analysis techniques. The data used were secondary data, hypothesis
testing using the test of the coefficient of determination (R2), Simultaneous Test (F)
and partial test (t) by calculation using the SPSS program. The results showed that
partially Accounts Receivable Turnover has a significant effect on ROA. While
Inventory Turnover has not a significant ROA effect on PT. Bank Mandiri Tbk, while
simultaneously Receivable Turnover and Inventory Turnover has not a significant
effect on ROA at PT. Bank Mandiri Tbk. Keywords: Accounts Receivable Turnover, Inventory Turnover, and ROA. AFoSJ-LAS, Vol.2, No.3, 01 Sept 2022 (hal: 56-62) AFoSJ-LAS, Vol.2, No.3, 01 Sept 2022 (hal: 56-62) e-ISSN.2776-2408 ; p-ISSN 2798-9267 Availabel Online: https://j-las.lemkomindo.org/index.php/AFoSJ-LAS/index Abstrak Tujuan dari penelitian ini adalah untuk mengetahui apakah ada pengaruh perputaran
piutang dan perputaran persediaan terhadap roa pada PT. Bank Mandiri Tbk periode
2011 sampai 2018. Metode yang digunakan dalam penelitian ini adalah metode
kuantitatif dengan teknik analisis regresi linier berganda. Data yang digunakan adalah
data sekunder, pengujian hipotesis menggunakan uji koefisien determinasi (R2), Uji
Simultan (F) dan uji parsial (t) dengan perhitungan menggunakan program SPSS. Hasil penelitian menunjukkan bahwa secara parsial Perputaran Piutang berpengaruh
signifikan terhadap ROA. Sedangkan Inventory Turnover tidak berpengaruh signifikan
terhadap ROA PT. Bank Mandiri Tbk, sedangkan secara simultan Perputaran Piutang
dan Perputaran Persediaan tidak berpengaruh signifikan terhadap ROA pada PT. Bank
Mandiri Tbk. Kata kunci: Perputaran Piutang, Perputaran Persediaan, dan ROA. 56 PENDAHULUAN Bank merupakan suatu organisasi yang memiliki tujuan memperoleh laba atau
keuntungan, dari keuntungan tersebut digunakan untuk membiayai kegiatan perusahaan
sehari-hari termasuk membayar gaji karyawan dan mengelola modal usaha. Untuk
kelancaran dalam kegiatan operasional perusahaan tersebut dibutuhkan manajemen
keuangan yang baik. Kita bisa menilai apakah keadaan keuangan perusahaan dalam
keadaan yang stabil atau tidak dengan cara mengetahui kinerja keuangan perusahaan
tersebut. Jika suatu perusahaan mengalami masalah dalam hal pendapatan atau
manajemen keuangan nya, perusahaan harus mampu mengatasi nya segera jika tidak
maka ini bisa berdampak pada kebangkrutan atau kelumpuhan total pada semua kegiatan
perusahaan. Dari pendapatan yang diperoleh perusahaan dari kegiatan perusahaan ini
bisa dimanfaatkan dengan efisien untuk memenuhi kebutuhan kegiatan perusahaan
kedepannya. Dengan kata lain jika perusahaan mampu menghasilkan pendapatan yang
stabil untuk menjaga kinerja keuangan perusahaannya. Profitabilitas mempunyai peranan penting dalam perusahaan sebagai cerminan
masa depan apakah perusahaan mempunyai prospek yang baik di masa mendatang. Bagi
perusahaan masalah profitabilitas sangat penting. Bagi pemimpin perusahaan
profitabilitas digunakan untuk melihat seberapa besar kemajuan atau berhasil tidak
perusahaan yang dipimpinnya. Untuk mengukur tingkat keuntungan suatu perusahaan,
digunakan rasio profitablitisa yang dikenal juga dengan nama rasio rentabilitas. Rasio
profitabilitas dalam penilitian ini menggunakan Return On Asset (ROA). Semakin besar
ROA, berarti semakin efisien penggunaan aktiva perusahaan atau dengan kata lain dengan
jumlah aktiva yang sama bisa dihasilkan laba yang lebih besar dan sebaliknya. Tabel Ikhtisar Keuangan
PT Bank Mandiri Tbk
N
o
Uraian
2013
2014
2015
2016
2017
1
ROA
3.66%
3.57%
3.15%
1.95%
2.72%
2
ROE
27.31%
25.81%
23.03%
11.12%
14.53%
3
NIM
5.68%
5.94%
5.90%
6.29%
5.63%
4
BOPO
62.41%
64.98%
69.67%
80.94%
71.78%
5
Rasio Laba (Rugi)
terhadap Jumlah Aset
2.66%
2.57%
2.49%
1.42%
2.05%
6
Rasio Laba (Rugi)
terhadap Jumlah
Ekuitas
20.85%
19.96%
17.99%
9.07%
12.54%
7
Rasio Liabilitas
terhadap Jumlah Aset
87.26%
87.14%
86.16%
84.31%
83.69%
8
Rasio Liabilitas
terhadap Ekuitas
685.17%
677.79%
622.67%
537.32%
512.94%
9
Rasio Fee Based
Income terhadap
Total Pendapatan
Operasional
23.48%
20.09%
22.26%
21.29%
23.29%
Dinyatakan dalam (%)
Penelitian ini dilakukan disalah satu perbankkan yang terdaftar di BEI yaitu PT. Bank Mandiri Tbk. Bank mandiri merupakan bank terbesar di Indonesia dalam hal aset,
pinjaman, dan deposit. Bank ini berdiri pada tanggal 2 Oktober 1998 sebagai bagian dari
program restrukturisasi perbankan yang dilaksanakan oleh Pemerintah Indonesia. y
(%)
Penelitian ini dilakukan disalah satu perbankkan yang terdaftar di BEI yaitu PT PENDAHULUAN Pada
bulan Juli 1999, empat bank milik Pemerintah yaitu, Bank Bumi Daya (BBD), Bank Dagang Tabel Ikhtisar Keuangan
PT Bank Mandiri Tbk p
y
g
y
Bank Mandiri Tbk. Bank mandiri merupakan bank terbesar di Indonesia dalam hal aset,
pinjaman, dan deposit. Bank ini berdiri pada tanggal 2 Oktober 1998 sebagai bagian dari
program restrukturisasi perbankan yang dilaksanakan oleh Pemerintah Indonesia. Pada
bulan Juli 1999, empat bank milik Pemerintah yaitu, Bank Bumi Daya (BBD), Bank Dagang 57 Negara (BDN), Bank Ekspor Impor Indonesia (Bank Exim), dan Bank Pembangunan
Indonesia (Bapindo), digabungkan ke dalam Bank Mandiri. Terlihat bahwa perbankan
mandiri mengalami fluktuasi dalam pengelolahan aset (ROA) dari tahun 2011- 2018
adanya perubahan pendapatan yang didapat pada bank akan menyebabkan perubahan
akan kinerja keungan perusahaan. Timbulnya piutang tak tertagih akan menyebabkan
bank mengalami kerugian atau beban untuk perusahaan mengurangi pendapatan
perusahaan, bahkan bisa menimbulkan kerugian jika jumlah piutang yang diterima kurang
dari harga pokok barang yang dijual secara kredit dan mempengaruhi akan persediaan
pada perusahaan persediaan pada bank merupa dana yang nantinya akan diberikan pada
nasabah Persediaan terlalu rendah, akan berdampak dalam laporan posisi keuangan
(neraca) yaitu jumlah persediaan, aset lancar, total aset, saldo laba akan menjadi
dinyatakan terlalu rendah, dan modal kerja bersih serta saldo lancar akan menjadi lebih
rendah pula dari seharusnya. Berdasarkan uraian diatas maka penulis tertarik untuk
melakukan penelitian dengan judul “Pengaruh Perputaran Piutang dan Perpuatan
Persediaan Terhadap ROA pada PT Bank Mandiri Tbk”. METODE PENELITIAN Peneliti tidak melakukan riset langsung ke lokasi tetapi peneliti hanya mengambil
data yang diperlukan di website PT. Bank Mandiri, Tbk yang di laksanakan pada bulan
April 2019 sampai Mei 2019. Data yang digunakan dalam penelitian ini adalah data
sekunder. Sumber data yang digunakan yaitu data internal dan data eksternal, metode
pengumpulan data yang digunakan adalah studi literatur dan metode dokumentasi. Sedangkan variabel yang digunakan dalam penelitian ini adalah variabel bebas yang
terdiri dari perputaran piutang (X1) dan perputaran persediaan (X2) dan variabel terikat
yaitu return on asset (Y). Metode analisis data yang digunakan dalam penelitian ini adalah
metode deskriptif kuantitatif, sedangkan model analisis yang digunakan dalam penelitian
ini adalah regresi linier berganda. Hasil Uji Regresi Linier Sederhana Hasil Uji Regresi Linier Sederhana Untuk mengetahui pengaruh Perputaran Piutang dan Perputaran Persediaan
terhadap ROA pada PT. Bank Mandiri Tbk yang terdaftar di Bursa Efek Indonesia, maka
digunakan uji Regresi Linier Berganda. g
j
g
g
Tabel 4.5. Hasil Pengujian Regresi
Coefficientsa
Model
Unstandardized
Coefficients
Standardized
Coefficients
t
Sig. B
Std. Error
Beta
1
(Constant)
11,172
4,175
2,676
,044
Perputaran Piutang
,140
,052
,868
2,702
,043
Perputaran
Persediaan
-,069
,073
-,303
-,944
,389
a. Dependent Variable: ROA
Berdasarkan hasil pengujian dibawah ini, maka diperoleh persamaan regresi
sebagai berikut:
Y = 11,172 + 0.140X1 +(-069)X2 Tabel 4.5. Hasil Pengujian Regresi 58 58 Pada model regresi diperoleh nilai konstanta ROA 11,17 artinya bahwa jika nilai
variabel bebas (X1) bernilai 0,140 dan variabel (X2) nilai bernilai (0,069) variabel terikat
(Y) il i
b
11 17 K
fi i
i
i b l b b
b
il i
itif d
tif (
)
(
)
(
)
(Y) nilainya sebesar 11,17. Koefisien regresi variabel bebas bernilai positif dan negatif. Berikut adalah tabel hasil pengujian regresi pada masing masing variabel: Pengujian Hipotesis g j
p
Koefisien Determinasi (R) Koefisien determinasi
(R2)
bertujuan
untuk
mengukur
berapa
besar
kekmampuan model dalam menerangkan variabel terikat. Nilai koefisien determinasi (R2)
dapat dilihat dari tabel dibawah : Tabel 4.6. Hasil Pengujian Koefisien Determinasi (R2)
Model Summary
Model
R
R Square
Adjusted R
Square
Std. Error of
the Estimate
1
,773a
,598
,437
3,16894
a. Predictors:
(Constant),
Perputaran
Persediaan,
Perputaran Piutang p
g
Nilai koefisien Determinasi (R2) yang diperoleh sebesar 0,59,8 atau 59,8 %
menunjukan bahwa variabel Perputaran piutang dan Perputaran persediaan mampu
menjelaskan variasi yang terjadi pada ROA pada PT. Bank Mandiri Tbk, sedangkan sisanya
sebesar 0,402% atau 40,2% dijelaskan oleh variabel lain yang tidak diteliti dalam
penilitian ini. p
Uji Simultan (Uji F) Uji simultan (uji F) dilakukan untuk melihat perputaran piutang dan perputaran
persediaan terhadap ROA, pengujian dilakukan dengan tingkat kepercayaan 95% atau
tingkat kesalahan σ = 0.05 (5%), dengan kriteria jika Fhitung ≤ Ftabel maka diterima, H1
ditolak, artinya secara simultan penelitian ini tidak ada pengaruh, sedangkan jika Fhitung >
Ftabel maka H0 ditolak, H1 diterima, artinya secara simultan penelitian terdapat pengaruh. Tabel 4.7 Hasil uji simultan (uji F)
ANOVAa
Model
Sum of
Squares
Df
Mean Square
F
Sig. 1
Regression
74,664
2
37,332
3,718
,103b
Residual
50,211
5
10,042
Total
124,875
7
a. Dependent Variable: ROA
b. Predictors: (Constant), Perputaran Persediaan, Perputaran Piutang p
b. Predictors: (Constant), Perputaran Persediaan, Perputaran Piutang Berdasarkan tabel diatas dapat terlihat pengaruh X1 dan X2 secara simultan
terhadap Y adalah sebesar 0,1 > 0,05 dan nilai Fhitung 3,718 ≤ 5,41 Ftabel sehingga
disimpulkan bahwa tidak terdapat pengaruh X1 dan X2 secara simultan terhadap Y. Dengan
demikian variabel Perputaran Piutang dan Perputaran Persediaan simultan tidak
berpengaruh positif dan tidak signifikan terhadap ROA pada PT. Bank Mandiri Tbk. Uji Parsial (Uji t) j
( j
)
Uji parsial (Uji t) untuk melihat perputaran piutang dan perputaran persediaan
secara parsial terhadap ROA, dengan kriteria jika thitung ≤ ttabel maka H0 diterima, H1 ditolak,
artinya secara parsial penelitian ini tidak berpengaruh, sedangkan jika thitung > ttabel maka
H0 ditolak, H1 diterima, artinya secara parsial penelitian ini terdapat pengaruh. 59 Hasil uji parsial pada penelitian ini terlihat pada tabel berikut:
Tabel 4.8 Hasil uji parsial (uji t)
Coefficientsa
Model
Unstandardized
Coefficients
Standardize
d
Coefficients
t
Sig. B
Std. Error
Beta
1
(Constant)
11,172
4,175
2,676
,044
Perputaran
Piutang
,140
,052
,868
2,702
,043
Perputaran
Persediaan
-,069
,073
-,303
-,944
,389
a. Pengujian Hipotesis Dependent Variable: ROA Berdasarkan tabel tersebut di atas dapat terlihat bahwa : Berdasarkan tabel tersebut di atas dapat terlihat bahwa : p
1. Nilai thitung untuk variabel perputaran piutang = 2,702 dan ttabel = 2.570 dengan
demikian pengaruh X1 dan Y sebesar 0,04 < 0,05 dan nilai thitung 2,702 ≤ 2,570
sehingga dapat disimpulkan bahwa H0 ditolak dan H1 diterima yang berarti ada
pengaruh X1 dan Y, dengan demikian secara parsial variabel Perputaran Piutang
berpengaruh dan signifikan terhadap ROA. 2. Nilai thitung untuk variabel perputaran persediaan = -9,44 dan ttabel = 2,702 dengan
demikian pengaruh X2 dan Y sebesar 0,38 > 0,05 dan nilai thitung -9,44 ≤ ttabel 2,702
H2 ditolak dan H0 diterima yang berarti tidak ada pengaruh X2 dan Y, dengan
demikian secara parsial variabel tidak ada berpengaruh dan tidak signifikan
terhadap ROA. Hasil pengujian hipotesis pertama yaitu koefisien determinasi (R2) menunujukan
bahwa variabel Perputaran Piutang dan Peputaran Persediaan mampu menjelaskan
variasi yang terjadi pada ROA PT. Bank Mandiri Tbk yang terdaftar di bursa efek
indonesia, hal ini dibuktikan dengan nilai koefisien determinasi (R2) yang diperoleh
sebesar 0,59,8 atau 59,8 % menunjukan bahwa variabel Perputaran piutang dan
Perputaran persediaan mampu menjelaskan variasi yang terjadi pada ROA pada PT. Bank
Mandiri Tbk. Hasil pengujian hipotesis ketiga yaitu uji parsial (uji t) menunjukan bahwa
pengaruh X1 dan Y sebesar 0,04 < 0,05 dan nilai thitung 2,702 ≤ 2,570 sehingga dapat
disimpulkan bahwa H0 ditolak dan H1 diterima yang berarti ada pengaruh X1 dan Y, dengan
demikian secara parsial variabel Perputaran Piutang berpengaruh dan signifikan terhadap
ROA. Hasil penelitian sesuai dengan penelitian yang dilakukan oleh (Lestari, 2017) yang
berjudul ”Pengaruh Perputaran kas, Perputaran Persediaan dan Perputaran Piutang
terhadap Profitabilitas pada perusahaan manufaktur yang terdaftar di bursa efek
indonesia” Perputaran persediaan tidak berpengaruh positif dan signifikan terhadap profitabilitas
pada perusahaan manufaktur yang terdaftar di BEI. Perputaran Piutang berpengaruh
positif dan signifikan terhadap profitabilitas pada perusahaan manufaktur yang terdaftar
di BEI. Selanjutnya penelitian yang dilakukan oleh (Sompie, Murni, & Uhing, 2018) yang
berjudul “Pengaruh Perputaran Modal Kerja, Piutang, Persediaan Terhadap Profitabilitas
pada Perusahaan Kosmetik dan Keperluan Rumah Tangga di Bursa Efek Indonesia” Sejalan
dengan hasil uji simultan yang menyatakan variabel perputaran modal kerja, piutang, 60 persediaan secara simultan tidak berpengaruh signifikan terhadap profitabilitas. Dan hasil
uji parsial Rasio perputaran piutang berpengaruh signifikan terhadap profitabilitas pada
perusahaan kosmetik dan keperluan rumah tangga di Bursa Efek Indonesia (BEI). KESIMPULAN Secara parsial Perputaran piutang berpengaruh signifikan terhadap ROA pada
PT. Bank Mandiri Tbk, artinya semakin baik perusahaan dalam mengolah piutang maka
perusahaan baik dalam mengolah aset sehingga mempengaruhi akan pendapatan
perusahaan. Dan Perputaran Persediaan tidak berpengaruh signifikan g
g
Secara simultan Perputaran Piutang dan Perputaran Persediaan tida
berpengaruh signifikan terhadap ROA pada PT. Bank Mandiri Tbk. Berdasarkan kesimpulan diatas, penulis memberikan beberapa saran yang
mungkin akan bermanfaat, bahwa Pihak Perusahaan diharapkan memperhatikan
Perputaran Piutang dan Perputaran Persediaan yang mempengaruhi profitabilitas
perusahaan (ROA), sedangkan Peneliti selanjutnya disarankan memperluas jenis
perusahaan, memperpanjang jangka waktu penelitian. Pengujian Hipotesis Namun
tidak sejalan dengan hasil Rasio persediaan berpengaruh terhadap profitabilitas pada
perusahaan kosmetik dan keperluan rumah tangga di Bursa Efek Indonesia (BEI). Hasil pengujian hipotesis kedua yaitu uji simultan (uji t) menunjukan bahwa
secara simultan variabel Perputaran Piutang dan Perputaran Persediaan tidak
berpengaruh terhadap ROA pada PT. Bank Mandiri Tbk yang terdaftar dibursa efek
indonesia. Silaen, S. (2018). Metodologi Penelitian Sosial Untuk Penulisan Skripsi dan Tesis. Bogo
Penerbit in media. gg
( )
Sugiyono. (2017). Metode Penilitian Kuantitatif,Kualitatif, dan R&D. Bandung: Alfabeta. Somple, A. G., Murni, S., & Uhing, Y. (2018). Pengaruh Perputaran Modal Kerja , Piutang ,
Persediaan Terhadap Profitabilitas pada perusahaan kosmetik dan keperluan
rumah tangga di Bursa Efek Indonesia, 6(4), 1888–1897. Jakarta: Salemba empat.
Silaen, S. (2018). Metodologi Penelitian Sosial Untuk Penulisan Skripsi dan Tesis. Bogor:
Penerbit in media.
Somple, A. G., Murni, S., & Uhing, Y. (2018). Pengaruh Perputaran Modal Kerja , Piutang ,
Persediaan Terhadap Profitabilitas pada perusahaan kosmetik dan keperluan
rumah tangga di Bursa Efek Indonesia, 6(4), 1888–1897.
Sugiyono. (2017). Metode Penilitian Kuantitatif,Kualitatif, dan R&D. Bandung: Alfabeta. Jakarta: Salemba empat. DAFTAR PUSTAKA Aish, S. (2018). Pengaruh Perputaran Kas dan Perputaran Piutang terhadap Return on
assets pada perusahaan keramik yang terdaftar di bursa efek indonesia periode
2012-2017. Aish, S. (2018). Pengaruh Perputaran Kas dan Perputaran Piutang terhadap Return on
assets pada perusahaan keramik yang terdaftar di bursa efek indonesia periode
2012-2017. Diana, A., & Setiawati, L. (2017). Akutansi Keuangan Menengah. Yogyakarta: C.V An
Offset. Giri, Ferdinan, E. (2017). Akutansi Keuangan Menengah 1 Perspektif IFRS. Yogyakarta: Upp
Stim Ykpn. Harahap, A. N. K. (2018). Pengaruh Perputaran Persediaan Dan Perputaran Piutang
Terhadap Likuiditas Pada Perusahaan Otomotif Yang Terdaftar Di Bursa Efek
Indonesia Priode 2010-2013. Jurnal Ilmiah Manajemen Dan Bisnis, 17(2), 116–
127. https://doi.org/10.30596/jimb.v17i2.1000 Hastuti, W. (2018). Pengaruh Perputaran Piutang dan Perputaran Persediaan terhadap
Margin Laba Bersih pada perusahaan makanan dan minuman yang terdaftar
dibursa efek indonesia, III(2), 224–234. Hery. (2015). Analisis Laporan Keuangan Pendekatan Rasio Keuangan. Yogyakarta: CAP
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)
Hery. (2016). Analisis Laporan Keuangan-Integrated and Comprehensive. Jakarta: Grasindo. Hery. (2016). Analisis Laporan Keuangan-Integrated and Comprehensive. Jakarta: Grasindo Hery. (2016). Analisis Laporan Keuangan-Integrated and Comprehensive. Jakarta: Grasindo. Husnan, S., & Pudjiastuti, E. (2015). Dasar-Dasar Manajemen Keuangan. Yogyakarta: UPP
AMP YKPN. Lestari, A. P. T. (2017). Pengaruh Perputaran kas, Perputaran Persediaan dan Perputaran
Piutang terhadap Profitabilitas pada perusahaan manufaktur yang terdaftar di
bursa efek indonesia. Muchson. (2015). Metode Riset Akutansi. Bogor: spasi media. Muchson. (2015). Metode Riset Akutansi. Bogor: spasi media. Musthafa, H. (2017). Manajemen Keuangan. Yogyakarta: C.V Andi Offset. j
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Revee, Warren, & Duchac. (2015). Pengantar Akuntansi (Adaptasi Indonesia) (25th ed 61 62 62
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The Formation of the Structure and Tribological Properties of Composite Bronzes Reinforced with Steel Dendrites
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KnE engineering
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Conference Paper Conference Paper The Formation of the Structure and
Tribological Properties of Composite Bronzes
Reinforced with Steel Dendrites Zhilyakov A.Yu.1, Khristolyubov A.S.2, Potekhin B.A.2, and Ilyushin V.V.2 1Department of Heat Treatment and Physics of Metals, Institute of New Materials and
Technologies, Ural Federal University named after the first President of Russia B.N.Yeltsin,
620002, 19 Mira Street, Ekaterinburg, Russia
2Ural State Forest Engineering University, Yekaterinburg, 620100, 36 Siberian Road, Ekaterin-
burg Russia 1Department of Heat Treatment and Physics of Metals, Institute of New Materials and
Technologies, Ural Federal University named after the first President of Russia B.N.Yeltsin,
620002, 19 Mira Street, Ekaterinburg, Russia
2 Abstract The possibility of creating of composite bronzes reinforced with steel dendrites from
martensitic, austenitic and ferritic steels was considered. Compared to the BrO10 bronze
widely used in the sliding friction units, bronze BRZHNA 12-7-1 has an increased complex
of mechanical, technological and, especially, tribological properties. At comparable
values of the friction coefficient, the wear resistance of bronze BRZHNA 12-7-1 is much
higher. In contrast to the classic BrO10 bronze, composite bronze can be obtained in a
hot-deformed state, welded, welded on steel and cast iron. The level of mechanical properties: σ0.2 = 220 MPa; σ𝑢= 295 MPa; ψ = 38% is 1.5-3 times
higher than that of BrO10. The possibility of creating an industrial version of composite
bronze with a particularly high level of tribological properties was proved for the first
time at the laboratory level. Keywords: composite bronze, mechanical and technological properties, martensitic
steel, austenitic steel, ferritic steel. Zhilyakov A.Yu. et al. This
article is distributed under the
terms of the Creative Commons
Attribution License, which
permits unrestricted use and
redistribution provided that the
original author and source are
credited. How to cite this article: Zhilyakov A.Yu., Khristolyubov A.S., Potekhin B.A., and Ilyushin V.V., (2019), “The Formation of the Structure and Tribological
Properties of Composite Bronzes Reinforced with Steel Dendrites” in XIX International scientific-technical conference “The Ural school-seminar of
metal scientists-young researchers”, KnE Engineering, pages 176–183. DOI 10.18502/keg.v1i1.4407
Page 176 The Ural school-seminar of metal scientists-young researchers
XIX International scientific-technical conference
“The Ural school-seminar of metal scientists-young researchers”
Volume 2019 The Ural school-seminar of metal scientists-young researchers
XIX International scientific-technical conference
“The Ural school-seminar of metal scientists-young researchers”
Volume 2019 The Ural school-seminar of metal scientists-young researchers
XIX International scientific-technical conference 1. Intorduction Tin bronzes, such as BrO10 gave a good account of itself in sliding friction units as anti-
friction sliding alloys. However, it cannot be deformed either in hot or cold states due to
the presence in it of intermetallic compounds like Cu31Sn8. Therefore the range of their
rational use limits [1]. Welding, restoration surfacing is difficult, since the intermetallic
compounds are brittle at all temperatures of their existence and have an unfavorable
acute-angular shape. Selection and Peer-review under
the responsibility of The Ural
school-seminar of metal
scientists-young researchers
Conference Committee. The technological plasticity of BrO10 bronze can be made satisfactory by dissolving
and transferring coarse, brittle intermetallic compounds into α (Cu-Sn) solid solution. In
this case, the rule of Charpie-Bochwara (for anti-friction alloys) is violated and bronze
completely loses its service, that is, tribological properties. The Ural school-seminar of metal scientists-young researchers Our attempts to improve the morphology of intermetallic compounds using additional
alloying of BrO10 by Ni and Co did not give positive results, and we replaced the Cu31Sn8
intermetallic compound with steel dendrites, the formation of which is known in the Cu
– Fe alloys [2-6]. 2. Materials and Methods Experimental bronze ingots with a diameter of 65 mm and a height of 120 mm (weight
about 2 kg) were prepared by melting pure charge materials in a Tamman furnace using
alundum crucibles in a reducing atmosphere of carbon monoxide. Further, the rod ingots 7 mm in diameter were made by vacuum casting, the rate of
their crystallization and cooling was about 700 ∘C / s [2]. In addition, the castings of the
studied bronzes were melted down by a tungsten electrode in an argon environment to
a depth of 5 mm. Table 1 shows the chemical composition of studied bronze. Table 1: The chemical composition of the studied bronze, [wt.%]. Table 1: The chemical composition of the studied bronze, [wt.%]. Bronze
Fe
Ni
Co
Cr
Al
Si
BrZhNKA 9-4-1-1
8,6
3,9
1,1
-
0,8
-
BrZhNA 12-7-1
12,9
6.0
-
-
1,0
-
BrZhNKA 23-8-3-1
22,9
82
2,8
-
1,0
-
BrZhNKhA 12-9-3-1
13,1
9,7
-
2,3
1,1
-
BrZhNKhK 12-7-5-1
13,4
7,2
-
5,8
-
1.0
Note: 1) Cu - the rest; 2) the amount of impurities does not exceed 0.30%, S and P ≤0.02% A local chemical analysis was performed using Jeol JSM 6490 LV scanning electron
microscope with an attachment for an energy dispersive X-ray microanalysis (Oxford Inca
Dry Cool) with a resolution of 133 eV. A total chemical analysis of the alloy was performed
on an area of 1 mm2 with the averaging of the results of three measurements taken
at different regions. The heat treatment was performed in a SNOL 8.2/1100 chamber
furnace, the deviations from the specified temperature did not exceed ±5 ∘С. The number of dendrites by their relative area on the surface of the metallographic
section (sample) was estimated according to the method [7]. The microhardness of the structural constituents of cast and heat treated alloys were
measured using PMT-3M and 402MVD devices under a load of 0.5 N. The mechanical characteristics of the alloy were determined using standard (fivefold)
tensile specimens with a diameter of the gage part of 5 mm at room temperature using
an Instron 3382 testing complex. DOI 10.18502/keg.v1i1.4407 Page 177 Page 177 The Ural school-seminar of metal scientists-young researchers The coefficient of friction and the rate of wear were determined using a special setup
mounted on the base of a lathe tool with a numerical program control. 2. Materials and Methods The tests were
performed using the disk–finger scheme with a continuous computer fixation of the
testing parameters (pressure, rate of sliding, temperature). In each experiment, three
specimens with dimensions of 6 × 6 × 12 mm were used; a disk made of steel ShKh15
(45 HRC) was used as a counterbody. The test procedure has been described in [8]. 3. Results and Discussion The low solubility of Fe and Co in Cu in the solid state: 1.92 and 3.5 at.% at 950 ∘C and
less than 0.5 at.% at 600 ∘С, respectively, determines the formation of dendrites in the
process of crystallization, the basis of which are Fe, Ni and Co. The crystallization of iron
dendrites begins at temperatures of about 1250 ∘C, at which temperature the solubility
of Cu in γFe is up to 10 at.% [9]. The size of dendrites in casting ingots weighing 3 kg is 15-20 microns (Fig. 1, a). With a
high rate of crystallization and cooling of the melt (700 ∘C / s), their size decreases by an
order of magnitude, while steel dendrites, unlike intermetallics such as Cu31Sn8, have
a favorable shape, which, as a rule, affects mechanical and technological properties. First of all the quantity (volume) of dendrites depends on the content of iron in bronze,
and the additional alloying of alloys by Ni, Co, Al, and others forms carbon-free steels
of different classes. Figure 2a shows the linear dependence of the number of dendrites
on the total content of Fe, Ni, Co. in bronze. The composition of dendrites is presented in the diagram (Fig. 2, b), from which it
follows that the amount of Fe in them is almost always the same and is 58–62%, the
copper content is also stable and is 19–23%, and the content of Ni and Co is proportional
to their number in the charge. During the bronzes cooling after crystallization zones enriched in Cu, Ni, and Co are
formed due to a decrease in the copper solubility in iron dendrites [10–13]. These zones
(inclusions) are close in chemical composition to the matrix and are in the form of plates
that coagulate after heating to 450 ∘C and holding at this temperature for 2 hours (Fig. 3, a, b). In other cases, these precipitates are shells around the grains that create the
dendrite; a shell structure is formed (Fig. 3, c) [14–15]. The transverse size of all these inclusions is <0.2 μm. Whereas these areas are a
substitution solid solution of Ni, Al in copper and are close in composition to the matrix. 3. Results and Discussion DOI 10.18502/keg.v1i1.4407 Page 178 The Ural school-seminar of metal scientists-young researchers Figure 1: Morphological features of the structure of composite bronze BRZHNA 12-7-1, depending on the
technology of its manufacture: a) casting 3 kg; b) vacuum casting; c) arc remelting in argon; d) casting bronze
BrO10. Figure 1: Morphological features of the structure of composite bronze BRZHNA 12-7-1, depending on the
technology of its manufacture: a) casting 3 kg; b) vacuum casting; c) arc remelting in argon; d) casting bronze
BrO10. a)
b)
Figure 2: The dependence of the number of dendrites (S𝑑) - a) andtheir chemical composition in bronze -
b). Figure 2: The dependence of the number of dendrites (S𝑑) - a) andtheir chemical composition in bronze -
b). For example, in bronze BRZhNA 12-7-1, the composition of the “steel” part of the dendrite
is H15U1 steel, and the matrix and inclusions in the dendrites are bronze BrZhN 3-3 [16]. DOI 10.18502/keg.v1i1.4407 Page 179 The Ural school-seminar of metal scientists-young researchers a)
b)
c)
Figure 3: The internal structure of the dendrite in bronze BRZHNKA 9-4-1-1 (a - casting, b- after aging 450 ∘
C for 2 hours) and BrZhNKA 23-8-3-1 (c - casting). b) a) b) a) c) a)
b)
c) a)
c)
Fi
3 Th
i t
l t
t
f th
d
d it
i
b
BRZHNKA 9 4 1 1 ( c) Figure 3: The internal structure of the dendrite in bronze BRZHNKA 9-4-1-1 (a - casting, b- after aging 450 ∘
C for 2 hours) and BrZhNKA 23-8-3-1 (c - casting). The experimental data presented in Table 2 show that the hardness of the base
surface (steel dendrites, intermetallic in BrO10) does not affect the coefficient of friction
and is in the range of 0.013–0.018, and the wear resistance varies widely from 0.001 to
0.025 μm / km. Whereas the wear resistance determines the reliability and durability of friction-slip
units. In our opinion, the reason for high wear resistance is that steel dendrites (Fig. 3)
have soft inclusions, and there are dispersed solid steel inclusions in the matrix [20,
22]. 3. Results and Discussion In the process of tribological testing, the hydraulic effect of the lubricant forms
an oil-intensive microrelief on the friction-slip surface, which provides very high wear DOI 10.18502/keg.v1i1.4407 Page 180 The Ural school-seminar of metal scientists-young researchers able 2: The dependence of friction coefficient (f) and wear rate (I) of the studied bronzes on the dendrite
tructure and hardness. Table 2: The dependence of friction coefficient (f) and wear rate (I) of the studied bronzes on the dendrite
structure and hardness. Table 2: The dependence of friction coefficient (f) and wear rate (I) of the studied bronzes on the dendrite
structure and hardness. able 2: The dependence of friction coefficient (f) and wear rate (I) of the studied bronzes on the dendrit
ructure and hardness. №
The composition of bronze,
castings
Dendrite base (base
surface)
HV50
f𝑚𝑝
I, [µm/km]
1
BrО10
Cu31Sn8
401
0,016
0,025
2
BrZhNA 12-7-1
aging martensite
338
0,018
0,026
3
BrZhNKhA 12-9-3-1
martensite+ austenite
200
0,015
0,010
4
BrZhNKhК 12-7-5-1
stainless austenite
189
0,013
0,006
5
BrZhNA 12-7-1 vacuum casting
martensite
-
0,017
0,002
6
BrZhNA 12-7-1 arc remelting
martensite
-
0,017
0,002
7
BrZhNKhК 12-7-5-1 vacuum
casting
stainless ferrite
-
0,016
0,001
Note: 1) positions 1-4 - castings weighing 3 kg, positions 5-7 - rods 7 mm in diameter, length 600
mm, obtained by vacuum casting; 2) the microhardness of dendrites in bronze (positions 5-7)
is not determined due to their high dispersion, but, in our opinion, cannot be higher than 200
HV50; 3) the microhardness of the matrix for different bronzes is in the range of 100-120 HV50;
4) the friction coefficient is determined at P = 3 MPa and V = 3.3 m / s. Note: 1) positions 1-4 - castings weighing 3 kg, positions 5-7 - rods 7 mm in diameter, length 600
mm, obtained by vacuum casting; 2) the microhardness of dendrites in bronze (positions 5-7)
is not determined due to their high dispersion, but, in our opinion, cannot be higher than 200
HV50; 3) the microhardness of the matrix for different bronzes is in the range of 100-120 HV50;
4) the friction coefficient is determined at P = 3 MPa and V = 3.3 m / s. 3. Results and Discussion Note: 1) positions 1-4 - castings weighing 3 kg, positions 5-7 - rods 7 mm in diameter, length 600
mm, obtained by vacuum casting; 2) the microhardness of dendrites in bronze (positions 5-7)
is not determined due to their high dispersion, but, in our opinion, cannot be higher than 200
HV50; 3) the microhardness of the matrix for different bronzes is in the range of 100-120 HV50;
4) the friction coefficient is determined at P = 3 MPa and V = 3.3 m / s. resistance of composite bronzes, especially in the dispersed state (positions 5-6, Table
2). Composite bronze BrZhNKhK 12-7-5-1 has a particularly high wear resistance (position
7, table 2) in which the dendrites are stainless steel with the composition Kh23N15S1,
“coated” with solid oxides of the (Fe,Cr)2O3 type. The mechanical properties of composite bronze BrZhNA 12-7-1 are significantly higher
than those of BrO10 bronze, especially in terms of plastic properties, even in casting
without any heat treatment (position 2, Table 3). Table 3: Mechanical properties of composite bronze BrZhNA 12-7-1 after various treatments. №
Bronze
composition
Heat treatment
mode
Mechanical properties
σ0,2, [MPa] σ𝑢, [MPa]
ψ, [%]
δ, [%]
δ𝑡, [%]
1
BrО10
-
170
215
10-14
3-10
< 1
2
BrZhNA 12-7-1
-
170
364
42,8
38,2
20,3
3
BrZhNA 12-7-1
quenching 950 ∘С,
30 min, water
147
300
69,5
66,9
34,2
4
BrZhNA 12-7-1
quenching + aging
450 ∘С, 2 h
149
301
39,4
51,4
39,3
5
BrZhNA 12-7-1
-
220
295
38,5
16,0
6,4
Note: Positions 1–4 ingots weighing 3 kg, diameter 50 mm; Position 5 - rod 7 mm in diameter, obtained
by vacuum casting. Table 3: Mechanical properties of composite bronze BrZhNA 12-7-1 after various treatments. Note: Positions 1–4 ingots weighing 3 kg, diameter 50 mm; Position 5 - rod 7 mm in diameter, obtained
by vacuum casting. In addition, unlike BrO10 bronze, widely used in mechanical engineering, composite
bronze is well surfaced on steel and cast iron, more environmentally friendly (no tin) [22]. DOI 10.18502/keg.v1i1.4407 Page 181 The Ural school-seminar of metal scientists-young researchers 4. Conclusions At the laboratory level the studies substantiate the reasonability of creating an industrial
version of composite bronze with particularly high wear resistance under conditions of
sliding friction. The increased level of mechanical and technological properties makes it possible to
use composite bronzes reinforced with dendrites from steels of different classes, both
in cast and hot-deformed states, that is, to expand the range of their use in comparison
with the “prototype” BrO10 bronze. BRZHNA 12-7-1 bronze was shown to be the best
version of such bronze. References [1] B.N. Arzamasov Construction materials: a Handbook. Mechanical Engineering,
Moscow, 1990. [2] Yu.S. Avraamov, A.D. Shlyapin Alloys based on systems with limited solubility in the
liquid state. Intercontact science, Moscow, 2002 [3] C.P. Wang, X.J. Liu, I. Ohnuma, R. Kainuma, K. Ishida Thermodynamic database of the
phase diagrams in Cu–Fe base ternary systems. J. Phase Equilib. Diffus. 25 (2004)
320–328. [4] M. Baricco, E. Bosco, G. Acconciaioco, P. Rizzi, M. Coisson Rapid solidification of Cu–
Fe–Ni alloys. Mater. Sci. Eng. A. 375–377 (2004) 1019–1023. [5] Y.Y. Chuang, R. Schmid, and Y.A. Chang Calculation of the equilibrium phase
diagrams and the spinodally decomposed structures of the Fe–Cu–Ni system. Acta
Mater. 8 (1985) 1369–1380. [6] K.P. Gupta The Cu–Fe–Ni (Copper–Iron–Nickel) system. Phase Diagram of Ternary
Nickel Alloys. 1 (1990) 290–315. [7] S.A. Saltykov Stereometric metallography. Metallurgy, Moscow, 1970. [8] B.A. Potekhin, V.V. Ilyushin, A.S. Khristolyubov Special properties of babbitt B83
obtained by the turbulent casting method. Casting and metallurgy. 57 (2010) 78-81. [9] N.P. Lyakishev State diagrams of double metal systems: A Handbook. Mashinostroe-
nie, Moscow, 1997 [10] G.W. Qin, G. Zhao, M. Jiang, H.X. Li, S.M. Hao. The isothermal sections of the Cu–Ni–
Fe ternary system at 600, 800, 1000, and 1050∘C. Z. Metallkd. 5 (2000) 379–382. [11] V.M. Lopez, N. Sano, T. Sakurai, and K. Hirano. A study of phase decomposition in
Cu–Ni–Fe alloys. Acta Metall. Mat. 1 (1993) 265–271. DOI 10.18502/keg.v1i1.4407 Page 182 Page 182 The Ural school-seminar of metal scientists-young researchers [12] K.J. Ronka, A.A. Kodentsov, P.J.J. Van Loon, J.K. Kivilahti, F.J.J. Van Loo. Thermo-
dynamic and kinetic study of diffusion paths in the system Cu–Fe–Ni. Metall. Mater. Trans. A. 27 (1996) 2229–2238. [13] . U. Ugaste, A.A. Kodentsov, and F.J.J. Van Loo. Interdiffusion and Kirkendall-effect
in the Fe–Ni–Cu system. Sol. St. Phenomena. 72 (2000) 117–122. [14] B. Potekhin, A. Hernández, A. Khristolyubov, V. Ilushin. Formación de la estructura
y propiedades de los bronces Fe-Ni-Al. CIM 2011 – VI Congreso Internacional del
Materiales. 27-30 Noviembre de 2011, Bogotá D.C., Colombia. [15] B.A. Potekhin, V.V. Ilyushin, A.S. Khristolyubov, A.Yu. Zhilyakov, A. Hernandez. The
possibility of creating a composite bronze alloy - martensitic-aging steel. MITOM. 5
(2013) 6-10. [16] B.A. Potekhin, A.S. Khristolyubov, A.Yu. Zhilyakov, V.V. Ilyushin. Features of the
formation of the structure of composite bronzes reinforced with steel dendrites. Voprosy Materialovedenia. 76 (2013) 43-49. [17] Ya.M. Potak. High-strength steels. Metallurgy, Moscow, 1972. [18] Ya.M. Potak, and E.A. Sagalevich. References Structural Diagram of Deformable Stainless Steels. MITOM. 9 (1971) 12–16. [19] E.A. Matsin. Charpy rule and antifriction alloy surface microrelief. Proceedings of the
2nd All-Union Conference on Friction and Wear in Machines. Academy of Sciences
of the USSR, Moscow. 3 (1948) 222-229. [20] B.A. Potekhin, V.V. Ilyushin, A.S. Khristolyubov, and A.Yu. Zhilyakov. Formation of
structure and properties of composite bronzes reinforced by steel dendrites. Phys. Met. Metallogr. 115 (2014) 413–419. [22] B.A. Potekhin, A.S. Khristolyubov, A.A. Hernandez Fereira. New class of composite
bronze, armed with steel dendrites for antifriction technique. XXIV International
scientific conference Trans & Motauto 16, Varna Bulgaria, June 2016. [22] V.I. Shumyakov, B.A. Potekhin, Yu.S. Korobov, A.S. Khristolyubov, V.V. Ilyushin, S.P. Kochugov, A.N. Balin, and A.A. Vishnevskii, RF Patent 170923, (2017). DOI 10.18502/keg.v1i1.4407 Page 183 Page 183
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English
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Phase diagram for the transition from photonic crystals to dielectric metamaterials
|
Nature communications
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cc-by
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ARTICLE Received 20 May 2015 | Accepted 31 Oct 2015 | Published 2 Dec 2015 Received 20 May 2015 | Accepted 31 Oct 2015 | Published 2 Dec 2015 1 Ioffe Institute, St Petersburg 194021, Russia. 2 Department of Nanophotonics and Metamaterials, ITMO University, St Petersburg 197101, Russia. 3 Nonlinear
Physics Center and the ARC Center of Excellence CUDOS, Australian National University, Canberra Australian Capital Territory 0200, Australia.
Correspondence and requests for materials should be addressed to M.V.R. (email: m.rybin@mail.ioffe.ru) or to Y.S.K. (email: ysk@internode.on.net). URE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications Results
A
i An interplay between Bragg and Mie resonances. To analyse the
PhC–MM phase transition, we investigate theoretically electro-
magnetic properties of the dielectric periodic medium depending
on the dielectric contrast, filling ratio and incident wave polar-
ization. As an illustrative example, we consider here 2D square
lattices of parallel dielectric circular rods infinitely long in the
z direction with the radius r and real frequency independent
permittivity e. The rods are embedded in air (eair ¼ 1) and the
arrays can be characterized by the filling ratio r/a. We have
derived three key sets of spectroscopic data, namely: (i) spectra of
the Mie scattering by an isolated rod; (ii) photonic band structure
of an infinite 2D square lattice composed of rods; and
(iii) transmittance of a 2D square lattice of 10 layers in length. All
data sets have been calculated for a wide range of the rod
permittivity 1 e 100 with the step of De ¼ 1 (e-scenario) and
in the range of filling ratio 0 r=a 0:5 with the step of 0.01
(r/a-scenario). In the r/a-scenario cylinder radius is supposed to
be as a fixed parameter. Note that at r/a ¼ 0.5 all rods touch each
other and at r/a40.5 the rods penetrate into each other and the
structure appears as inverted one of air holes in a dielectric
matrix. First, we identify two different scenarios for the transition of a
two-dimensional (2D) square lattice of dielectric rods from PhC
to MM (Fig. 1). The first scenario that has never been discussed
previously occurs when the lattice constant a decreases in
comparison with the fixed radius of rods r and dielectric
permittivity e. This transformation leads to an increase of the
filling ratio r/a, and it makes possible the homogenization18 of the
periodic
dielectric
structure
with
the
negative
effective
permeability (mo0) at higher values of e (ref. 19–23). The second scenario occurs when the dielectric permittivity of
rods e varies in a fixed square lattice. This transformation leads to
an increase of the Mie scattering wavelength, and it can also
provide the conditions for the homogenization approach with
negative m. While photonic structures with varying e were studied
earlier theoretically24,25, the transition between PhCs and MMs First, we consider the Mie scattering by an isolated rod. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 a
a
Metamaterial
Metamaterial
Photonic crystal
Mie
Br < Mie
Br
Br
Br
Br > Mie
Br < Mie
Mie
Mie
′
Decreasing lattice constant a′<a
a′
r/a-scenario
-scenario
Increasing rod permittivity ′>
a
b
c
Figure 1 | Transition from photonic crystals to metamaterials. Schematic
illustrates two possible transformations of the PhC (b) to MM (a,c) through
the competition between the Bragg and Mie scattering wavelengths. To
satisfy the classical homogenization condition in the low-frequency long-
wavelength limit (lBraggolMie), one may decrease the lattice constant and
increase the filling ratio r/a (r/a-scenario) or, alternatively, increase the rod
permittivity e (e-scenario). a
a
Metamaterial
Metamaterial
Photonic crystal
Mie
Br < Mie
Br
Br
Br
Br > Mie
Br < Mie
Mie
Mie
′
Decreasing lattice constant a′<a
a′
r/a-scenario
-scenario
Increasing rod permittivity ′>
a
b
c T T
he concepts of phase transitions and phase diagrams are
among the most fundamental concepts in physics. Here we
reveal and analyse a rather unusual type of phase
transitions between two classes of artificial electromagnetic
structures:
photonic
crystals
(PhCs)1,2
and
metamaterials
(MMs)3,4. Rapidly growing attention to the study of PhCs and
MMs is due to their unique electromagnetic properties and the
exciting new physics these structures may offer for novel
applications in photonics5–9. The resonant properties of PhCs
are driven by the familiar Bragg scattering from a periodic
structure when the lattice constant becomes comparable with the
wavelength of light. MMs are regarded as effective media with
averaged parameters which in turn can be engineered by
changing
the
properties
of
their
subwavelength
elements
modifying the propagation of electromagnetic waves with the
wavelengths much larger than the lattice constant. a Metamaterial
Metamaterial
Photonic crystal
Decreasing lattice constant a′<a
Increasing rod permittivity ′> Metamaterial Figure 1 | Transition from photonic crystals to metamaterials. Schematic
illustrates two possible transformations of the PhC (b) to MM (a,c) through
the competition between the Bragg and Mie scattering wavelengths. To
satisfy the classical homogenization condition in the low-frequency long-
wavelength limit (lBraggolMie), one may decrease the lattice constant and
increase the filling ratio r/a (r/a-scenario) or, alternatively, increase the rod
permittivity e (e-scenario). Figure 1 | Transition from photonic crystals to metamaterials. Schematic
illustrates two possible transformations of the PhC (b) to MM (a,c) through
the competition between the Bragg and Mie scattering wavelengths. Phase diagram for the transition from photonic
crystals to dielectric metamaterials Mikhail V. Rybin1,2, Dmitry S. Filonov2, Kirill B. Samusev1,2, Pavel A. Belov2, Yuri S. Kivshar2,3
& Mikhail F. Limonov1,2 V. Rybin1,2, Dmitry S. Filonov2, Kirill B. Samusev1,2, Pavel A. Belov2, Yuri S. Kivshar2,3
il F Li
1 2 Mikhail V. Rybin1,2, Dmitry S. Filonov2, Kirill B. Samusev1,2, Pavel A. Belov2, Yuri S. Kivshar2,3
& Mikhail F. Limonov1,2 Photonic crystals and dielectric metamaterials represent two different classes of artificial
media but are often composed of similar structural elements. The question is how to
distinguish these two types of periodic structures when their parameters, such as permittivity
and lattice constant, vary continuously. Here we discuss transition between photonic crystals
and dielectric metamaterials and introduce the concept of a phase diagram, based on the
physics of Mie and Bragg resonances. We show that a periodic photonic structure transforms
into a metamaterial when the Mie gap opens up below the lowest Bragg bandgap where the
homogenization approach can be justified and the effective permeability becomes negative. Our theoretical approach is confirmed by microwave experiments for a metacrystal
composed of tubes filled with heated water. This analysis yields deep insight into the prop-
erties of periodic structures, and provides a useful tool for designing different classes of
electromagnetic materials with variable parameters. 1 Ioffe Institute, St Petersburg 194021, Russia. 2 Department of Nanophotonics and Metamaterials, ITMO University, St Petersburg 197101, Russia. 3 Nonlinear
Physics Center and the ARC Center of Excellence CUDOS, Australian National University, Canberra Australian Capital Territory 0200, Australia. Correspondence and requests for materials should be addressed to M.V.R. (email: m.rybin@mail.ioffe.ru) or to Y.S.K. (email: ysk@internode.on.net). 1 NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 The transition
we describe here can be mapped onto a phase diagram; however,
it is quite different from phase transitions well known in other
fields such as thermodynamics. The thermodynamical phase
transitions appear as transformations of a system from one state
or ‘phase’ to another with changing external variables such as
pressure, temperature, chemical potential and so on. Here we
reveal and analyse a rather unusual type of phase transitions
between two regimes of light propagation, that is, the regime
where the propagation of light is mainly influenced by the
interference between multiple Bragg scattered (PhC ‘phase’), and
the regime where the propagation of light is mainly determined
by the properties of each single element of the materials
(MM ‘phase’). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 To
satisfy the classical homogenization condition in the low-frequency long-
wavelength limit (lBraggolMie), one may decrease the lattice constant and
increase the filling ratio r/a (r/a-scenario) or, alternatively, increase the rod
permittivity e (e-scenario). g
g
Many properties of conventional MMs are usually defined by
the optically induced magnetic response of metallic wires or split-
ring resonators, which has been demonstrated experimentally in
many studies for both microwave and near-infrared spectral
regions10,11. However, the scaling of such MMs to higher
frequencies
encounters
many
problems,
including
strong
absorption of electromagnetic radiation in metals. Recently
suggested
electromagnetic
periodic
structures
composed
of
high-permittivity
dielectric
elements12–14
can
avoid
these
problems, while still delivering an effective magnetic response. The main physics underlying the properties of such all-dielectric
MMs is based on the resonant modes of the Mie scattering15
supported by dielectric particles16,17. Mie resonances provide a
mechanism for the generation of an optically induced resonant
magnetic response based on the displacement current, and they
offer a simpler and more versatile route towards the fabrication of
isotropic MMs and metasurfaces operating at optical frequencies. has never been analysed previously to our best knowledge,
especially in terms of the phase diagram, as discussed below. We notice that the aim of both scenarios is the same: to tune
the wavelength of the Mie mode lMie higher than the Bragg
wavelength lBr that can be achieved by either decreasing the
Bragg wavelength or by increasing the Mie wavelength. Decreas-
ing the Bragg wavelength means decreasing the lattice constant
(building block size) a, which will be smaller than the operating
wavelength for the MM behaviour, lMie. Here we integrate both scenarios and introduce a novel concept
of a phase transition between all-dielectric PhC and MM and
suggest the corresponding phase diagram. The phase diagram
PhC–MM is represented on the plane ‘filling ratio versus
dielectric permittivity’ for an example of 2D structure composed
of dielectric circular rods. Our theory is confirmed by very careful
experimental design and analysis. p
p
g
p
q
PhCs and all-dielectric MMs can be composed of the similar
structural elements arranged in the similar geometries. Such
structures offer a unique opportunity to study a transition from
PhCs to MMs when their parameters, such as dielectric
permittivity and lattice period, vary continuously. NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications Results
A
i The calculated data allow us to analyse precisely the evolution
of the low-frequency region of the photonic band structure
formed by a complicated mixture of the dispersion curves
originating from Mie and Bragg resonances and propagating
modes. Since our goal is to discuss the PhC–MM transition, we
concentrate on the TE polarization where the lowest TE01
magnetic dipole resonance of the rods results in a negative
magnetic permeability in the Mie gap spectral region19. The physics of the PhC–MM transition is displayed by the gap
map (Fig. 3) that relates the Bragg and Mie gaps positions to the
rod permittivity e for given r/a ¼ 0.25. These illustrate essential
features such as strong decreasing of Mie resonance frequencies
with e increase followed by intersection of the Mie and Bragg
bands. The Mie resonances of individual rods form both
non-dispersive flat bands in the photonic structure and Mie
photonic gaps in the energy spectrum (Figs 2 and 3). For
low-contrast PhCs, all Mie resonances are located is a frequency
range higher than the lower Bragg gap. With increasing rod The photonic band structures for the 2D square lattice of
circular rods were computed numerically using the plane wave
expansion method28. The square 2D lattice has a square Brillouin
zone, with the three special points G, X and M corresponding to
k ¼ 0, k ¼ p
a ^x, and k ¼ p
a ^x þ p
a ^y, respectively. We restrict here
our discussion to the case for which the wave vector k of the
eigenmodes is oriented in the G-X direction of the first Brillouin
zone displaying the lowest Bragg frequencies in comparison with
the G-M direction (Fig. 2). The photonic band structures were
obtained with 16,384 (128 128) plane waves. Results
A
i The far-field scattering can be expanded into orthogonal
electromagnetic dipolar and multipolar modes, described by
circular Lorenz–Mie resonant coefficients an (transverse-electric NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 (TE) polarization) and bn (transverse-magnetic (TM) polari-
zation)
corresponding
to
electric
and
magnetic
moments,
respectively15. Figure 2 presents the numerically calculated
spectra of the Mie scattering efficiency Qsca;n ¼ 2
x an
j
j2 (ref. 26)
for the dipole TE0 and multipole TEn n 1
ð
Þ modes in the range
of dimensionless frequencies a/l from 0 to 0.8. Each mode
consists of an infinite set of quasi-equidistant modes TEnk
(ref. 27). The Mie modes of the rod are denoted as TEnk, where n
is integer related to the symmetry of the mode, and k 1
identifies resonance number for the modes with fixed symmetry
n. The calculations reveal a strong decrease of the Mie
eigenfrequencies and narrowing of the resonant Mie bands with
e increasing, as can be clearly seen for the lowest TE01 magnetic
Mie resonance in Fig. 2. (TE) polarization) and bn (transverse-magnetic (TM) polari-
zation)
corresponding
to
electric
and
magnetic
moments,
respectively15. Figure 2 presents the numerically calculated
spectra of the Mie scattering efficiency Qsca;n ¼ 2
x an
j
j2 (ref. 26)
for the dipole TE0 and multipole TEn n 1
ð
Þ modes in the range
of dimensionless frequencies a/l from 0 to 0.8. Each mode
consists of an infinite set of quasi-equidistant modes TEnk
(ref. 27). The Mie modes of the rod are denoted as TEnk, where n
is integer related to the symmetry of the mode, and k 1
identifies resonance number for the modes with fixed symmetry
n. The calculations reveal a strong decrease of the Mie
eigenfrequencies and narrowing of the resonant Mie bands with
e increasing, as can be clearly seen for the lowest TE01 magnetic
Mie resonance in Fig. 2. The transmission spectra were calculated using the CST
Microwave Studio software for the wave vector of the incident
beam parallel to the G-X direction. We considered the 2D
square lattice with different thicknesses along x axis that leads to
creation of the photonic bandgaps, including thicknesses of 10
lattice layers as shown in Fig. 2. Results
A
i TE01
TE11
=9
Bragg
d
e
f TE01
TE01
TE11
TE01
TE02
TE11
TE21
TE01
TE11
Frequency (a /λ)
0.0
0.2
0.4
0.6
0.8
0.0
0.2
0.4
0.6
0.8
0.0
0.2
0.4
0.6
0.8
=12.8
=19.5
=40
=25
=4
=9
TE01
TE02
TE11
TE12
TE21
TE31
1 2
4
3
0
Field intensity
1
0
Wavevector
Transmission
X
Γ
Γ
Γ
Γ
1 2
4
3
0
Field intensity
1
0
Wavevector
Transmission
X
TE01
TE02
TE11
TE21
Mie
Mie
Bragg
Bragg
Mie + Bragg
Mie + Bragg
a
b
c
d
e
f
g
h
i
j
k
l
m
n
o
p
q
r
Figure 2 | Numerical calculations. (a), (d), (g), (j), (m), (p) Calculated Mie scattering efficiency Qsca,n for an isolated dielectric circular rod for TEn (nZ0)
modes. (b), (e), (h), (k), (n), (q) The band structure for 2D square lattice of rods with r ¼ 0.25a in air (eair ¼ 1) for the TE polarization. The band structure is
shown between the G point (wave vector k ¼ 0) and the X point (|k| ¼ p/a along the x direction). (c), (f), (i), (l), (o), (r) The transmittance calculated for 10
lattice layers of the 2D square structure of rods in air for the TE polarization. The frequency and wave vector are plotted in dimensionless units a/l, where l is
vacuum wavelength and a denotes the lattice constant. (a)–(c) e ¼ 4, (d)–(f) e ¼ 9, (g)–(i) e ¼ 12.8, (j)–(l) e ¼ 19.5, (m)–(o) e¼ 25, (p)–(r) e¼ 40. NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications
3 TE01
0.0
0.2
0.4
0.6
0.8
=4
Bragg
a
b
c d b c a i TE01
TE02
TE11
TE21
=19.5
Mie + Bragg
j
k
l j l h k 8
g r =40
TE01
TE02
TE11
TE12
TE21
TE31
Γ
Γ
1 2
4
3
0
Field intensity
1
0
Wavevector
Transmission
X
Mie
p
q
r p Transmission Figure 2 | Numerical calculations. (a), (d), (g), (j), (m), (p) Calculated Mie scattering efficiency Qsca,n for an isolated dielectric circular rod for TEn (nZ0)
modes. (b), (e), (h), (k), (n), (q) The band structure for 2D square lattice of rods with r ¼ 0.25a in air (eair ¼ 1) for the TE polarization. Results
A
i The band structure is
shown between the G point (wave vector k ¼ 0) and the X point (|k| ¼ p/a along the x direction). (c), (f), (i), (l), (o), (r) The transmittance calculated for 10
lattice layers of the 2D square structure of rods in air for the TE polarization. The frequency and wave vector are plotted in dimensionless units a/l, where l is
vacuum wavelength and a denotes the lattice constant. (a)–(c) e ¼ 4, (d)–(f) e ¼ 9, (g)–(i) e ¼ 12.8, (j)–(l) e ¼ 19.5, (m)–(o) e¼ 25, (p)–(r) e¼ 40. NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 20
30
40
50
60
10
0.0
0.2
0.4
0.6
TE01
TE11
TE12
TE02
TE21
TE0k
TE1k
TE2k
TE3k
b
c
TE31
Wavevector
X
Γ
X
TE
TM
Metamaterial
Photonic
crystal
Bragg
Mie
a/λ
a
Γ
Figure 3 | Bandgap diagram for the 2D square lattice of circular rods. (a) The bandgap diagram obtained from the photonic band structures
calculated for 1 e 60 with steps of De ¼ 1. The rods are embedded in
air, r/a ¼ 0.25, and TE polarization is considered. The Bragg and Mie gaps
obtained from the band structure calculations are marked by dark green. (b,c) The photonic band structure for the 2D square lattice of rods with
e ¼ 60 for TE and TM polarization, respectively, for the G-X scan of the
wave vector k. x
y
z
E
H
TE
y
z
Figure 4 | Experimental set-up. An anechoic ch
composed of 10 tubes in length (x axis) and 5 t
50 tubes in total. Each tube has a length of 1 m
radius of 2 cm and an inner radius of 1.7 cm. Al
closed series circuit together with a water heate
stabilizer. Insert: schematic illustration of the tra 20
30
40
50
60
10
0.0
0.2
0.4
0.6
TE01
TE11
TE12
TE02
TE21
TE0k
TE1k
TE2k
TE3k
b
c
TE31
Wavevector
X
Γ
X
TE
TM
Metamaterial
Photonic
crystal
Bragg
Mie
a/λ
a
Γ
Figure 3 | Bandgap diagram for the 2D square lattice of circular rods. (a) The bandgap diagram obtained from the photonic band structures
calculated for 1 e 60 with steps of De ¼ 1. The rods are embedded in
air, r/a ¼ 0.25, and TE polarization is considered. Results
A
i The Bragg and Mie gaps
obtained from the band structure calculations are marked by dark green. (b,c) The photonic band structure for the 2D square lattice of rods with
e ¼ 60 for TE and TM polarization, respectively, for the G-X scan of the
wave vector k. 20
30
40
50
60
10
0.0
0.2
0.4
0.6
TE01
TE11
TE12
TE02
TE21
TE0k
TE1k
TE2k
TE3k
b
c
TE31
Wavevector
X
Γ
X
TE
TM
Metamaterial
Photonic
crystal
Bragg
Mie
a/λ
a
Γ x
y
z
E
H
TE
x
y
z
2r
a
a
Figure 4 | Experimental set-up. An anechoic chamber with a metacrystal
composed of 10 tubes in length (x axis) and 5 tubes in width (y axis),
50 tubes in total. Each tube has a length of 1 m (along z axis), an outer
radius of 2 cm and an inner radius of 1.7 cm. All tubes are connected in a
closed series circuit together with a water heater and a temperature
stabilizer. Insert: schematic illustration of the transformation of the 2D
square lattice composed of dielectric rods as the lattice constant a increase. The scheme shows the square lattice from above. The rods with dielectric
permittivity e and fixed radius r are embedded in air (eair ¼ 1). The material
is homogeneous along the z direction and periodic along x and y. x
y
z
E
H
TE
x
y
z
2r
a
a b E Wavevector
X Γ Figure 3 | Bandgap diagram for the 2D square lattice of circular rods. (a) The bandgap diagram obtained from the photonic band structures
calculated for 1 e 60 with steps of De ¼ 1. The rods are embedded in
air, r/a ¼ 0.25, and TE polarization is considered. The Bragg and Mie gaps
obtained from the band structure calculations are marked by dark green. (b,c) The photonic band structure for the 2D square lattice of rods with
e ¼ 60 for TE and TM polarization, respectively, for the G-X scan of the
wave vector k. Figure 4 | Experimental set-up. An anechoic chamber with a metacrystal
composed of 10 tubes in length (x axis) and 5 tubes in width (y axis),
50 tubes in total. Each tube has a length of 1 m (along z axis), an outer
radius of 2 cm and an inner radius of 1.7 cm. Results
A
i Armed with the
results of our calculations, we verify our concept experimentally
by engineering a metacrystal composed of plastic circular tubes
filled with water and forming a 2D square lattice with variable
lattice constant a (Fig. 4). The structure of the metacrystal enables
us to perform two types of experiments according to the r/a- and
e-scenarios. The r/a-scenario was realized using a special
construction of the metacrystal that makes it possible to change
the distance between tubes synchronously in x and y directions
keeping the 2D square symmetry of the lattice (Fig. 4). For the
e-scenario, we employ the advantages of strong temperature
dependence of the dielectric permittivity of water that is
characterized by e ¼ 80 at 20 C and e ¼ 50 at 90 C in the
microwave frequencies range from 1 to 6 GHz (refs 29,30). On the
basis of the calculated results and the parameters of the
metacrystal, we chose intervals of most interest for each
scenario,
namely
60 e 80
at
0:7 r=a 0:8
for
the
e-scenario and 0:65 r=a 1:9 at e ¼ 60 for the r/a-scenario. Results
A
i Two crossover scenarios for a metacrystal. Armed with the
results of our calculations, we verify our concept experimentally
by engineering a metacrystal composed of plastic circular tubes
filled with water and forming a 2D square lattice with variable
lattice constant a (Fig. 4). The structure of the metacrystal enables
us to perform two types of experiments according to the r/a- and
e-scenarios. The r/a-scenario was realized using a special
construction of the metacrystal that makes it possible to change
the distance between tubes synchronously in x and y directions
keeping the 2D square symmetry of the lattice (Fig. 4). For the
e-scenario, we employ the advantages of strong temperature
dependence of the dielectric permittivity of water that is
characterized by e ¼ 80 at 20 C and e ¼ 50 at 90 C in the
microwave frequencies range from 1 to 6 GHz (refs 29,30). On the
basis of the calculated results and the parameters of the
metacrystal, we chose intervals of most interest for each
scenario,
namely
60 e 80
at
0:7 r=a 0:8
for
the
e-scenario and 0:65 r=a 1:9 at e ¼ 60 for the r/a-scenario. The transmission spectra of the metacrystal installed in an
anechoic chamber were measured in the 1–3-GHz range. A rectangular horn antenna (TRIM 0.75–18 GHz; DR) connected
to a transmitting port of the vector network analyser Agilent
E8362C was used to approximate plane wave excitation. A similar
horn antenna was employed as a receiver. For the electromagnetic
wave incident perpendicular to the tube axis z, the two transverse
polarizations appear decoupled and the vector wave problem can
be reduced to two independent scalar equations. As a result, the
modes of 2D PhCs can be classified as either TE modes (Ex, Ey
and Hz) with the electric field confined to the x y plane and the
magnetic field polarized along the axes of the rods (Fig. 4) or TM
modes (Hx, Hy and Ez) for which the magnetic field is oriented
perpendicular to the rod axis z. For the TM polarization, such
structures can not show any magnetic activity31, so we only
consider TE polarization. Fi
5 d
t
t
ll
t
t b t
th Two crossover scenarios for a metacrystal. Discussion
h Figure 6a shows our main result: the PhC–MM phase diagram for
the 2D square lattice of circular rods. The axes represent the
dielectric permittivity e and filling ratio r/a. The phase diagram
was obtained based on 50 gap maps (such as in Fig. 3a) calculated
in the permittivity region 1 e 100 with the step r/a ¼ 0.01 for
TE polarization. The diagram is divided into two areas, which
represent the PhC and MM phases. The transition from PhC
phase to MM phase can be identified by critical points, which are
defined by a special combination of permittivity e and filling ratio
r/a. The curvature of the second dispersion curve around the
G point decreases and finally becomes perfectly flat along the GX
path (at e ¼ 19.5, r/a ¼ 0.25, Fig. 2k). With future increase in e or
change in r/a, the TE01 Mie gap completely splits from
complicated coupled Mie–Bragg band becoming the lowest gap
in the spectrum and the MM phase appears. Within this Mie gap,
the magnetic permeability is negative and all waves in the
medium are evanescent. Since all the Bragg gaps are located at
higher frequencies, any diffraction losses in the vicinity of the Mie
resonance are absent. The transition from the PhC phase to the
MM phase is completed and the medium is classified as the MM
with mo0. A phase transition is usually characterized by an order
parameter that basically arises from symmetry breaking but can
also be defined for non-symmetry-breaking transitions32. Here The transmission spectra of the metacrystal installed in an
anechoic chamber were measured in the 1–3-GHz range. A rectangular horn antenna (TRIM 0.75–18 GHz; DR) connected
to a transmitting port of the vector network analyser Agilent
E8362C was used to approximate plane wave excitation. A similar
horn antenna was employed as a receiver. For the electromagnetic
wave incident perpendicular to the tube axis z, the two transverse
polarizations appear decoupled and the vector wave problem can
be reduced to two independent scalar equations. As a result, the
modes of 2D PhCs can be classified as either TE modes (Ex, Ey
and Hz) with the electric field confined to the x y plane and the
magnetic field polarized along the axes of the rods (Fig. 4) or TM
modes (Hx, Hy and Ez) for which the magnetic field is oriented
perpendicular to the rod axis z. Results
A
i All tubes are connected in a
closed series circuit together with a water heater and a temperature
stabilizer. Insert: schematic illustration of the transformation of the 2D
square lattice composed of dielectric rods as the lattice constant a increase. The scheme shows the square lattice from above. The rods with dielectric
permittivity e and fixed radius r are embedded in air (eair ¼ 1). The material
is homogeneous along the z direction and periodic along x and y. Figure 4 | Experimental set-up. An anechoic chamber with a metacrystal
composed of 10 tubes in length (x axis) and 5 tubes in width (y axis),
50 tubes in total. Each tube has a length of 1 m (along z axis), an outer
radius of 2 cm and an inner radius of 1.7 cm. All tubes are connected in a
closed series circuit together with a water heater and a temperature
stabilizer. Insert: schematic illustration of the transformation of the 2D
square lattice composed of dielectric rods as the lattice constant a increase. The scheme shows the square lattice from above. The rods with dielectric
permittivity e and fixed radius r are embedded in air (eair ¼ 1). The material
is homogeneous along the z direction and periodic along x and y. permittivity e, the Mie resonances of single rods and corres-
pondingly Mie bands of the structure demonstrate a shift from
the higher to low frequencies, crossing the strongly dispersive
Bragg bands. The creation of the lowest Mie gap driving the
artificial magnetism is clearly seen both in the band structure and
in the transmission spectra (Figs 2 and 3). e dependencies. For the r/a-scenario, we started our experiment
from the PhC phase (r/a ¼ 0.08) and compressed the structure by
decreasing the lattice constant a (Fig. 5a). The lowest Bragg gap
demonstrates remarkable shift towards high-frequency region,
then nearly almost disappears at r/aE0.09 when it approaches
the unchanging TE01 Mie gap from the low-frequency side, and
finally appears again at r/aE0.095 on the high-frequency side of
the Mie gap. As a result, the lowest Bragg band and the TE01 Mie
band change their positions in the energy scale inaugurating the
transition into MM phase. In contrast, for the e-scenario, the
Bragg gap position changes very slowly as opposed to the strong
shift of the TE01 Mie band that finally leads to the same general
result (Fig. 5d). NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 The calculated (b) and experimentally
measured (c) transmission spectra of the metacrystal as a function of the filling ratio r/a. The calculated spectra are shown in the range 0:05 r=a 0:21,
the experimental spectra are shown in the range 0:08 r=a 0:19. (d–f) e-scenario, r/a ¼ 0.08. The calculated (e) and experimentally measured (f)
transmission spectra of the metacrystal as a function of the dielectric permittivity. The calculated spectra are shown in the range 30 e 94, the
experimental spectra are shown in the range 62 e 94. The spectra are shifted vertically by the constant value. Photonic crystal
Metamaterial
0.0
40
60
80
100
20
0.1
0.2
0.3
0.4
0.5
0.6
Ge
Te
Ge2Sb2Te5
H2O at 0 °C
H2O at 90 °C
Si
Inverted structure
1
50
100
0
0.1
0.2
0.3
0.4
0.5
0
0.05
0.10
0.15
0.20
0.25
Order parameter
b
a
r/a
r/a
Figure 6 | PhC–MM phase diagram. (a) PhC–MM phase diagram for a square lattice of dielectric circular rods. TE polarization. Blue circles indicate the
points where the TE01 Mie gap splits from Bragg band becoming the lowest gap in the spectrum (Fig. 2). The experimentally investigated regions are
marked by red. The dielectric permittivities e of different materials are marked by horizontal lines. (b) The dependence of the order parameter Z on the
dielectric permittivity e and the filling factor r/a. The order parameter is defined as a difference in the energy between the TE01 Mie and Bragg gaps in the
MM phase.
1
50
100
0
0.1
0.2
0.3
0.4
0.5
0
0.05
0.10
0.15
0.20
0.25
Order parameter
b
r/a Photonic crystal
Metamaterial
0.0
40
60
80
100
20
0.1
0.2
0.3
0.4
0.5
0.6
Ge
Te
Ge2Sb2Te5
H2O at 0 °C
H2O at 90 °C
Si
Inverted structure
a
r/a b a r/a Figure 6 | PhC–MM phase diagram. (a) PhC–MM phase diagram for a square lattice of dielectric circular rods. TE polarization. Blue circles indicate the
points where the TE01 Mie gap splits from Bragg band becoming the lowest gap in the spectrum (Fig. 2). The experimentally investigated regions are
marked by red. The dielectric permittivities e of different materials are marked by horizontal lines. (b) The dependence of the order parameter Z on the
dielectric permittivity e and the filling factor r/a. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 r/a-scenario (=62)
-scenario (r/a =0.08)
Transmission (arb.units)
Frequency (GHz)
Frequency (GHz)
Bragg
Bragg
Bragg
TE01
TE01
TE01
TE01
TE01
1.5
2.0
2.5
1.5
1.0
2.0
1.5 2.0 2.5
1.5
1.0
2.0
Bragg
Bragg
Bragg
Theory
Experiment
Theory
Experiment
b
a
c
e
d
f
Model
Model
Bottom: r /a =0.08
Bottom: r/a =0.05
Top: r/a =0.21
Top: r/a =0.19
Theory
Experiment
TE01
Theory
Top: =94
Bottom: =30
Experiment
Bottom: =62
Top: =72
TE01
TE01
TE01
Figure 5 | Transmission spectra for a square lattice of circular rods. TE polarization. (a–c) r/a-scenario, e ¼ 62. The calculated (b) and experimentally
measured (c) transmission spectra of the metacrystal as a function of the filling ratio r/a. The calculated spectra are shown in the range 0:05 r=a 0:21,
the experimental spectra are shown in the range 0:08 r=a 0:19. (d–f) e-scenario, r/a ¼ 0.08. The calculated (e) and experimentally measured (f)
transmission spectra of the metacrystal as a function of the dielectric permittivity. The calculated spectra are shown in the range 30 e 94, the
experimental spectra are shown in the range 62 e 94. The spectra are shifted vertically by the constant value. Frequency (GHz) Figure 5 | Transmission spectra for a square lattice of circular rods. TE polarization. (a Figure 5 | Transmission spectra for a square lattice of circular rods. TE polarization. (a–c) r/a-scenario, e ¼ 62. The Figure 5 | Transmission spectra for a square lattice of circular rods. TE polarization. (a–c) r/a-scenario, e ¼ 62. The calculated (b) and experimentally
measured (c) transmission spectra of the metacrystal as a function of the filling ratio r/a. The calculated spectra are shown in the range 0:05 r=a 0:21,
the experimental spectra are shown in the range 0:08 r=a 0:19. (d–f) e-scenario, r/a ¼ 0.08. The calculated (e) and experimentally measured (f)
transmission spectra of the metacrystal as a function of the dielectric permittivity. The calculated spectra are shown in the range 30 e 94, the
experimental spectra are shown in the range 62 e 94. The spectra are shifted vertically by the constant value. Figure 5 | Transmission spectra for a square lattice of circular rods. TE polarization. (a–c) r/a-scenario, e ¼ 62. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 The order parameter is defined as a difference in the energy between the TE01 Mie and Bragg gaps in the
MM phase. Identification of candidates for dielectric low-loss materials is
critical for designing a practical MM for applications in different
ranges of the electromagnetic spectrum. As an example, in Fig. 6a,
we mark the regions of the MM phase for water in the microwave
range (region 55 e 87)31, the chalcogenide glass Ge2Sb2Te5
(eE30)33
and
tellurium
(eE25)34
in
infrared. Thus,
the
well-studied 2D square lattice of germanium (eE16) and
silicon (eE13)34 rods has only PhC phase. for the unusual phase transition PhC-MM, we define the order
parameter Z as a measure of splitting in the energy scale between
the TE01 Mie and Bragg gaps. It is zero in the PhC phase and
nonzero in the MM phase. Figure 6b presents the order
parameter depending on both external variables e and r/a. p
p
g
Now, we review some features of the PhC–MM phase diagram. At low filling ratio r/ao0.05, the concentration of the completely
isolated rods in the lattice is too small for achieving negative
average permeability at reasonable values of e. In contrast, when
distance between rods become very small (r/a40.45), the
inter-rod interaction become strong and the hopping of the
Mie photons from one rod to another dominates. This means that
Mie resonances are not localized anymore and they finally exhibit
the character of propagating Bloch waves. All requirements for
the appearance of the MM phase are broken and the PhC phase
extends its region of existence to very high e. We notice that for
the metacrystals with a small lattice constant a, the frequency of
the Mie resonance is increasing. Therefore, there is no transition
to the MM phase in this limit. Discussion
h For the TM polarization, such
structures can not show any magnetic activity31, so we only
consider TE polarization. Figure 5 demonstrates excellent agreement between the
measured and calculated transmission spectra both for r/a and NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications 4 4 ARTICLE NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications References 1. Joannopoulos, J. D., Johnson, S. G., Winn, J. N. & Meade, R. D. Photonic
Crystals: Molding the Flow of Light 2nd edn (Princeton Univ. Press, 2008). 1. Joannopoulos, J. D., Johnson, S. G., Winn, J. N. & Meade, R. D. Photonic
Crystals: Molding the Flow of Light 2nd edn (Princeton Univ Press 2008) 27. Rybin, M. V. et al. Mie scattering as a cascade of Fano resonances. Opt. Express
21, 30107–30113 (2013). 2. Limonov, M. F. & De La Rue, R. M. (eds) Optical Properties of Photonic
Structures: Interplay of Order and Disorder (CRC Press, Taylor & Francis
Group, 2012). 28. Johnson, S. G. & Joannopoulos, J. D. Block-iterative frequency-domain methods
for Maxwell’s equations in a planewave basis. Opt. Express 8, 173 (2001). 29. Kaatze, U. Complex permittivity of water as a function of frequency and
temperature. J. Chem. Eng. Data 34, 371–374 (1989). 3. Enghata, N. & Ziolkowski, R. (eds) Electromagnetic Metamaterials: Physics and
Engineering Exploration (Wiley-IEEE Press, 2006). 30. Andryieuski, A., Kuznetsova, S. M., Zhukovsky, S. V., Kivshar, Y. S. &
Lavrinenko, A. V. Water: Promising opportunities for tunable all-dielectric
electromagnetic metamaterials. Sci. Rep. 5, 13535 (2015). 4. Smith, D. & Liu, R. (eds) Metamaterials: Theory, Design, and Applications
(Springer, 2010). 5. Cai, W., Chettiar, U. K., Kildishev, A. V. & Shalaev, V. M. Optical cloaking with
metamaterials. Nat. Photon. 1, 224–227 (2007). 31. Ramakrishna, S. A. Physics of negative refractive index materials. Rep. Prog. Phys 68, 449 (2005). 6. Lapine, M., Shadrivov, I. V., Powell, D. A. & Kivshar, Y. S. Magnetoelastic
metamaterials. Nat. Mater. 11, 30–33 (2012). 32. Gooding, R., Ye, Y., Chan, C., Ho, K. & Harmon, B. Role of non-symmetry-
breaking order parameters in determining the martensitic energy barrier: The
bcc-to-9R transformation. Phys. Rev. B 43, 13626 (1991). 7. Silva, A. et al. Performing mathematical operations with metamaterials. Science
343, 160–163 (2014). y
33. Ncˇmec, P. et al. Ge-Sb-Te thin films deposited by pulsed laser: An 33. Ncˇmec, P. et al. Ge-Sb-Te thin films deposited by pulsed laser: An
ellipsometry and Raman scattering spectroscopy study. J. Appl. Phys. 106,
103509 (2009). 8. Smith, D. R., Pendry, J. B. & Wiltshire, M. C. K. Metamaterials and negative
refractive index. Science 305, 788–792 (2004). ellipsometry and Raman scattering spectroscopy study. J. Appl. Phys. 106,
103509 (2009). 9. Soukoulis, C. M., Kafesaki, M. & Economou, E. N. Negative-index materials:
New frontiers in optics. Adv. Mater. References 18, 1941–1952 (2006). 34. Palik, E. D. Handbook of Optical Constants of Solids vol. 3 (Academic press,
1998). 10. Soukoulis, C. M. & Wegener, M. Past achievements and future challenges in the
development of three-dimensional photonic metamaterials. Nat. Photon. 5,
523–530 (2011). Acknowledgements We acknowledge fruitful discussions with many of our colleagues, including W. Barnes, I. Brener, S. Fan, S. Foteinopoulou, A. Khanikaev, D.A. Powell, J.R. Sambles and A.P. Slobozhanyuk, as well as we thank S.B. Glybovski for the technical help. M.R., K.S.,
and M.L. acknowledge support by the Russian Foundation for Basic Research
(grant 15-02-07529, theory and numerical analysis), P.B. and D.F. acknowledges support
by the Russian Science Foundation (Grant 15-19-30023, experimental studies), and
Y.K. acknowledges a support by the Australian Research Council. We acknowledge fruitful discussions with many of our colleagues, including W. Barnes, I. Brener, S. Fan, S. Foteinopoulou, A. Khanikaev, D.A. Powell, J.R. Sambles and A.P. Slobozhanyuk, as well as we thank S.B. Glybovski for the technical help. M.R., K.S., 11. Zheludev, N. I. & Kivshar, Y. S. From metamaterials to metadevices. Nat. Mater. 11, 917–924 (2012). 12. Huang, K. C., Povinelli, M. & Joannopoulos, J. D. Negative effective permeability
in polaritonic photonic crystals. Appl. Phys. Lett. 85, 543–545 (2004). and M.L. acknowledge support by the Russian Foundation for Basic Research and M.L. acknowledge support by the Russian Foundation for Basic Research
(grant 15-02-07529, theory and numerical analysis), P.B. and D.F. acknowledges support
by the Russian Science Foundation (Grant 15-19-30023, experimental studies), and
Y.K. acknowledges a support by the Australian Research Council. 13. Kallos, E., Chremmos, I. & Yannopapas, V. Resonance properties of optical all-
dielectric metamaterials using two-dimensional multipole expansion. Phys. Rev. B 86, 245108 (2012). 14. Moitra, P. et al. Realization of an all-dielectric zero-index optical metamaterial. Nat. Photon. 7, 791–795 (2013). Author contributions 15. Bohren, C. F. & Huffman, D. R. Absorption and Scattering of Light by Small
Particles (Wiley-VCH, 1998). M.V.R. and K.B.S. developed the theoretical model and conducted simulations and data
analysis. D.S.F. performed experimental measurements. M.F.L, P.A.B. and Y.S.K. provided general guidance to the theory, numerical analysis and experiment. All authors
discussed the results and contributed to the writing of the manuscript. M.V.R. and K.B.S. developed the theoretical model and conducted simulations and data
analysis. D.S.F. performed experimental measurements. M.F.L, P.A.B. and Y.S.K. provided general guidance to the theory, numerical analysis and experiment. All authors
discussed the results and contributed to the writing of the manuscript. 16. Ginn, J. C. et al. Realizing optical magnetism from dielectric metamaterials. Phys. Rev. Lett. 108, 097402 (2012). y
17. Zhao, Q., Zhou, J., Zhang, F. & Lippens, D. Mie resonance-based dielectric
metamaterials. Mater. Today 12, 60–69 (2009). 18. Andryieuski, A. et al. Homogenization of resonant chiral metamaterials. Phys. Rev. B 82, 235107 (2010). ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms10102 MM with a wide range of applications at infrared and visible
frequencies. 25. Notomi, M. Theory of light propagation in strongly modulated photonic
crystals: Refractionlike behaviour in the vicinity of the photonic band gap. Phys. Rev. B 62, 10696 (2000). 26. Rybin, M. V., Filonov, D. S., Belov, P. A., Kivshar, Y. S. & Limonov, M. F. Switching from visibility to invisibility via Fano resonances: theory and
experiment. Sci. Rep. 5, 8774 (2015). Conclusion We have studied a metacrystal composed of dielectric circular
rods and introduced the concept of a phase diagram in the
permittivity-filling ratio plane. The boundaries of the MM phase
have been obtained theoretically and confirmed experimentally. On the basis of the proposed approach, one can obtain different
PhC–MM phase diagrams by altering the dimension, symmetry,
composition, size and geometry of the structural elements within
a unit cell. The underlying mechanism of the PhC–MM transition
provides unique criteria for goal-oriented search of novel low-loss URE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications 5 NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications Competing financial interests: The authors declare no competing financial interests. Competing financial interests: The authors declare no competing financial interests. 19. O’Brien, S. & Pendry, J. B. Photonic band-gap effects and magnetic activity in
dielectric composites. J. Phys. Condens. Matter 14, 4035 (2002). Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ 20. Yannopapas, V. & Moroz, A. Negative refractive index metamaterials from
inherently non-magnetic materials for deep infrared to terahertz frequency
ranges. J. Phys. Condens. Matter 17, 3717 (2005). How to cite this article: Rybin, M. V. et al. Phase diagram for the transition from
photonic crystals to dielectric metamaterials. Nat. Commun. 6:10102
doi: 10.1038/ncomms10102 (2015). How to cite this article: Rybin, M. V. et al. Phase diagram for the transition from
photonic crystals to dielectric metamaterials. Nat. Commun. 6:10102
doi: 10.1038/ncomms10102 (2015). g
y
21. Wheeler, M. S., Aitchison, J. S. & Mojahedi, M. Three-dimensional array of
dielectric spheres with an isotropic negative permeability at infrared
frequencies. Phys. Rev. B 72, 193103 (2005). 22. Schuller, J. A., Zia, R., Taubner, T. & Brongersma, M. L. Dielectric
metamaterials based on electric and magnetic resonances of silicon carbide
particles. Phys. Rev. Lett. 99, 107401 (2007). This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ 23. Vynck, K. et al. All-dielectric rod-type metamaterials at optical frequencies. Phys. Rev. Lett. 102, 133901 (2009). 24. Foteinopoulou, S. Photonic crystals as metamaterials. Physica B 407, 4056
(2012). 24. Foteinopoulou, S. Photonic crystals as metamaterials. Physica B 407, 4056
(2012). NATURE COMMUNICATIONS | 6:10102 | DOI: 10.1038/ncomms10102 | www.nature.com/naturecommunications 6
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Adverse Effects of Direct Acting Antivirals in HIV/HCV Coinfected Patients: A 4-Year Experience in Miami, Florida
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Diseases
| 2,018
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cc-by
| 4,617
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Received: 24 May 2018; Accepted: 18 June 2018; Published: 19 June 2018 Abstract: Introduction: The new direct acting antivirals (DAA) have demonstrated low rates of
adverse effects in controlled studies. However, real world-studies have disclosed emerging toxicities
and drug-drug interactions in special populations. Methods: We conducted a retrospective review of
HIV/HCV coinfected patients who were treated with DAA at Jackson Memorial Hospital from 2014
to 2017. Our aim was to determine the adverse effects (AE) and factors that are associated with AE in
HIV/HCV individuals who are treated with DAA. Results: There were 78 coinfected patients treated
with DAA. AE that were secondary to DAA were reported by 21 (26.9%) patients. The most common
AE were fatigue (47.6%), gastrointestinal symptoms (38.1%), anemia (14.3%), and headache (14.3%). In comparison with the rest of the study cohort, the patients who developed AE were more often
Caucasian (33.3% vs. 10.5%, p = 0.017) and were more frequently treated with PrOD/Ribavirin (9.5%
vs. 0%, p = 0.018). In terms of antiretroviral therapy (ART), there was a trend towards a more frequent
use of TDF/FTC + NNRTI (33.3% vs. 14%, p = 0.055). Conclusions: These findings demonstrated
good tolerability of DAAs in HIV/HCV coinfected patients. More real-world studies are needed to
explore the variables that are associated with AE. Keywords: adverse effects; Hepatitis C; HIV; direct acting antivirals 1. Introduction The new direct acting antivirals (DAA) have revolutionized the treatment of hepatitis C, providing
cure rates of 95–99% and showing a much better safety profile in comparison to old interferon-based
regimens [1]. Low rates of adverse effects that are secondary to DAA have been reported in controlled
studies; however, real world-studies have disclosed emerging toxicities and drug-drug interactions in
special populations [2,3]. There is also very limited information about the factors that are associated
with the adverse effects (AE) of DAA in HIV/HCV cohorts. Here, we contribute with data about
the tolerability of DAA in 4 years of experience treating HIV/HCV coinfected patients in our
clinical practice. diseases diseases diseases
Received: 24 May 2018; Accepted: 18 June 2018; Published: 19 June 2018 Communication
Adverse Effects of Direct Acting Antivirals in
HIV/HCV Coinfected Patients: A 4-Year Experience in
Miami, Florida Jose Armando Gonzales Zamora ID Jose Armando Gonzales Zamora
Division of Infectious Diseases, Department of Medicine, University of Miami. Miller School of Medicine,
Miami, FL 33136, USA; jxg1416@med.miami.edu or jgonzales2010@hotmail.com; Tel.: +1-706-284-3510;
Fax: +1-305-243-4037 Diseases 2018, 6, 51; doi:10.3390/diseases6020051 3. Results There were 78 HIV/HCV coinfected patients treated with DAA, of which 25 (32.1%) were
females and 53 (67.9%) were males, with a mean age of 55.6 (SD ± 7.88) years. The majority of
patients were African American (57.7%). Most patients (98.6%) had undetectable HIV viral load,
and the mean CD4 count was 637.68 cells/uL (SD ± 334.35). Antiretroviral therapy was received by
96.2% of patients. Tenofovir disoproxil fumarate (TDF)/Emtricitabine (FTC) plus protease inhibitor
(26.92%), TDF/FTC plus integrase inhibitor (19.23%), and TDF/FTC plus non-nucleoside reverse
transcriptase inhibitor (19.23%) were the most common antiretroviral regimens. HCV Genotype 1a
was the most prevalent (61%). Advanced liver disease and cirrhosis were found in 28 (35.89%) and
12 (15.4%) patients, respectively. Most individuals were treated with Ledipasvir/Sofosbuvir (71.8%)
and Simeprevir/Sofosbuvir (15.4%). Other regimens that were used were Elbasvir/Grazoprevir,
Paritaprevir/ritonavir/ombitasvir/dasabuvir (PROD) plus ribavirin, and Ledipasvir/Sofosbuvir plus
ribavirin, with two patients in each case. PROD and Sofosbuvir/Velpatasvir were received by 1 patient
in both cases. The overall rate of sustained virologic response at 12 weeks post-treatment (SVR12) was
82.1% (Table 1). Adverse effects that were secondary to DAA were reported by 21 (26.9%) patients. The most
common AE were fatigue (47.6%), gastrointestinal symptoms (38.1%), anemia (14.3%), and
headache (14.3%). Dyspnea was observed in only 2 patients. No serious AE were reported. No patients discontinued HCV treatment due to AE. Of the 56 patients who were treated
with Ledipasvir/Sofosbuvir, 8 (14.3%) patients developed fatigue, 3 (5.4%) patients developed
headache, 2 (3.6%) patients had gastrointestinal side effects, and 1 (1.8%) patient presented dyspnea. Simeprevir/sofosbuvir was received by 12 patients, of whom 4 (33.3%) developed gastrointestinal side
effects, 2 (16.7%) developed fatigue, and 1 (8.3%) presented dyspnea. Only 2 patients were treated with
Elbasvir/Grazoprevir and one of them developed gastrointestinal side effects. Of the 2 patients who
were treated with PROD/Ribavirin, both developed anemia and one patient developed gastrointestinal
side effects (Figure 1). In comparison with the rest of the study cohort, the patients who developed AE were more often
Caucasian (33.3% vs. 10.5%, p = 0.017) and were treated more frequently with PrOD/Ribavirin (9.5%
vs. 0%, p = 0.018). In terms of antiretroviral therapy (ART), there was a trend towards a more frequent
use of TDF/FTC + NNRTI (33.3% vs. 14%, p = 0.055). 2. Material and Methods We conducted a retrospective review of HIV/HCV coinfected patients that received treatment
with DAA at the Ryan White Clinic of Jackson Memorial Hospital in Miami, Florida, USA. Our aim
was to evaluate the adverse effects that are secondary to DAA in HIV/HCV coinfected patients from
January 2014 to December 2017, and to identify the factors associated with the DAA adverse effects. We adopted the definitions of adverse effects of the U.S. Food and Drug Administration. An adverse effect was defined as any untoward medical occurrence associated with the use of a We conducted a retrospective review of HIV/HCV coinfected patients that received treatment
with DAA at the Ryan White Clinic of Jackson Memorial Hospital in Miami, Florida, USA. Our aim
was to evaluate the adverse effects that are secondary to DAA in HIV/HCV coinfected patients from
January 2014 to December 2017, and to identify the factors associated with the DAA adverse effects. We adopted the definitions of adverse effects of the U.S. Food and Drug Administration. An adverse effect was defined as any untoward medical occurrence associated with the use of a Diseases 2018, 6, 51; doi:10.3390/diseases6020051 www.mdpi.com/journal/diseases 2 of 8 Diseases 2018, 6, 51 Diseases 2018, 6, 51 drug in humans, whether or not it was considered drug-related. Severe adverse effects were defined
as death, any life-threatening event, hospital admission, prolonged hospitalization, persistent or
significant incapacity or substantial disruption of the ability to conduct normal life functions, congenital
anomaly/birth defect, or any event considered serious based upon appropriate medical judgement [4]. For this study, we included all of the population of HIV/HCV coinfected patients treated with DAA
in our clinic (78 patients). Clinical records were reviewed in order to collect demographic, clinical,
laboratory, and treatment data. Patients with AE were compared to the rest of the study cohort using
Chi-square for categorical variables and t-Student for continuous variables. All tests were 2-tailed, and
a p value < 0.05 was considered statistically significant. The odds ratio (OR) was calculated with a 95%
confidence interval (CI). SPSS version 22 statistical software (IBM Corp, Armonk, NY, USA) was used
for analysis. 3. Results The higher frequency of AE did not correlate
with hemoglobin, transaminases, total bilirubin, albumin, platelet count, CD4 count, cure rates, or
degree of liver fibrosis (Table 1). 3 of 8 Diseases 2018, 6, 51 Table 1. Clinical, laboratory, and treatment characteristics of HIV/HCV coinfected patients and a comparison by the development of DAA adverse effects. Variable
HIV/HCV Patients
No Adverse Effects
Adverse Effects
p
OR (95% CI)
(n = 78)
(n = 57)
(n = 21)
Age
55.64 ± 7.88
55.19 ± 8.26
56.86 ± 6.77
0.41
-
Sex (male)
53 (67.9%)
41 (71.9%)
12 (57.1%)
0.22
0.63 (0.31–1.29)
Race
(a) Black
45 (57.7%)
35 (61.4%)
10 (47.6%)
0.27
0.67 (0.32–1.38)
(b) White
13 (16.7%)
6 (10.5%)
7 (33.3%)
0.017
2.5 (1.26–4.96)
(c) Hispanic
20 (25.6%)
16 (28.1%)
4 (19.0%)
0.42
0.68 (0.26–1.79)
HAART
75 (96.2%)
56 (98.2%)
19 (90.5%)
0.11
0.38 (0.16–0.93)
Hemoglobin
13.72 ± 1.63
13.8 ± 1.56
13.54 ± 1.82
0.53
-
AST
74.44 ± 67.471
78.12 ± 76.35
64.43 ± 32.55)
0.43
-
ALT
77.46 ± 82.57
83.39 ± 94.77
61.38 ± 26.96
0.3
-
Albumin
4.113 ±0.63
4.18 ± 0.63
3.94 ± 0.60
0.14
-
Total bilirubin
0.96 ± 0.92
0.99 ± 0.94
0.90 ± 0.89
0.72
-
Platelet count
188.92 ± 70.18
188.72 ± 69.60
189.48 ± 73.45
0.97
-
CD4 count
637.68 ± 334.35
610.54 ± 312.63
711.33 ± 386.73
0.24
-
CD4/CD8
0.92 ± 0.63
0.92 ± 0.625
0.94 ± 0.65
0.87
-
CD4%
30.14 ± 11.26
29.65 ± 11.54
31.48 ± 10.59
0.53
-
CD4 count < 500
29 (37.2%)
22 (38.6%)
7 (33.3%)
0.94
0.85 (0.39–1.85)
ART regimen
(a) TDF/FTC + NNRTI
15 (19.2%)
8 (14.0%)
7 (33.3%)
0.055
2.10 (1.03–4.28)
(b) TDF/FTC + PI
21 (26.9%)
17 (29.8%)
4 (19.0%)
0.34
0.64 (0.24–1.68)
(c) TDF/FTC + InSTI
15 (19.2%)
12 (21.1%)
3 (14.3%)
0.5
0.70 (0.24–2.07)
(d) TAF + InSTI
4 (5.1%)
3 (5.3%)
1 (4.8%)
0.93
0.93 (0.16–5.26)
(e) ABC/3TC + InSTI
7 (9.0%)
6 (10.5%)
1 (4.8%)
0.43
0.51 (0.08–3.23)
(f) ABC/3TC + PI
4 (5.1%)
3 (5.3%)
1 (4.8%)
0.93
0.93 (0.16–5.26)
(g) Other regimens
9 (11.5%)
7 (12.3%)
2 (9.5%)
0.74
0.81 (0.22–2.91)
Prior Tx with IFN
22 (28.2%)
15 (26.3%)
7 (33.3%)
0.54
1.27 (0.59–2.73)
Liver biopsy
33 (42.3%)
22 (38.6%)
11 (52.4%)
0.27
1.50 (0.72–3.11)
Elastography
15 (19.2%)
13(22.8%)
2 (9.5%)
0.19
0.44 (0.12–1.70) 4 of 8 Diseases 2018, 6, 51 Table 1. 4. Discussion
The o era
4. Discussion The overall rate of adverse effects in our study was 26.9%, which is much lower than those
reported in other real-world studies. The study conducted by Hawkins et al. on HIV/HCV coinfected
patients revealed that 48% of patients experienced at least one adverse event, which is similar to the
findings reported by Bruno et al., who found a rate of 59.7% [5,6]. Regarding severe adverse effects,
the frequency ranges from 0% to 3.2% [6]. We did not observe any severe adverse effects in our
population. Additionally, treatment discontinuation that was secondary to adverse effects was not
seen, which suggests good tolerability of DAA in HIV/HCV coinfected patients. This finding was in
concordance to other studies, in which the development of side effects did not lead to treatment
interruptions or discontinuations [5,7]. We observed a predominant use of Sofosbuvir/Ledipasvir in our center. In this group of patients,
The overall rate of adverse effects in our study was 26.9%, which is much lower than those
reported in other real-world studies. The study conducted by Hawkins et al. on HIV/HCV coinfected
patients revealed that 48% of patients experienced at least one adverse event, which is similar to the
findings reported by Bruno et al., who found a rate of 59.7% [5,6]. Regarding severe adverse effects, the
frequency ranges from 0% to 3.2% [6]. We did not observe any severe adverse effects in our population. Additionally, treatment discontinuation that was secondary to adverse effects was not seen, which
suggests good tolerability of DAA in HIV/HCV coinfected patients. This finding was in concordance
to other studies, in which the development of side effects did not lead to treatment interruptions or
discontinuations [5,7]. We observed a predominant use of Sofosbuvir/Ledipasvir in our center. In this group of patients,
the most common adverse effects were fatigue, headache, and gastrointestinal symptoms. These
findings were similar to the ones reported in controlled studies [8]. In our cohort, fatigue was
observed in 14.3% of patients on Sofosbuvir/Ledipasvir, which stands within the range that is
reported in clinical trials [9]. Regarding headache, we have found a rate of 5.4%, which is lower than
the rate described in the literature (11–17%). Another important difference was the development of
gastrointestinal symptoms. Our study showed a rate of 3.6%, which was lower than the frequency
that was noted in controlled studies (10–16%) [8]. 3. Results Cont. Variable
HIV/HCV Patients
No Adverse Effects
Adverse Effects
p
OR (95% CI)
(n = 78)
(n = 57)
(n = 21)
Genotype
(a) 1a
47 (61.0%)
34 (59.6%)
13 (61.9%)
0.86
1.07 (0.50–2.23)
(b) 1b
25 (32.5%)
18 (31.6%)
7 (33.3%)
0.88
1.06 (0.49–2.30)
(c) Others
6 (7.7%)
5(8.8%)
1(4.8%)
0.56
0.60 (0.09–3.73)
HCV10log
6.18 ± 0.76
6.137 ± 0.82
6.30 ± 0.56
0.4
-
Creatinine
1.05 ± 0.38
1.09 ± 0.41
0.95 ± 0.24
0.14
-
Advanced liver disease (F3, F4)
28 (35.9%)
20 (35.1%)
8 (38.1%)
0.81
1.10 (0.52–2.33)
Cirrhosis
12 (15.4%)
7 (12.3%)
5 (23.8%)
0.21
1.72 (0.78–3.80)
HCV treatment
(a) Ledipasvir/Sofosbuvir
56 (71.8%)
44 (77.2%)
12 (57.1%)
0.08
0.52 (0.26–1.07)
(b) Simeprevir/Sofosbuvir
12 (15.4%)
7 (12.3%)
5 (23.8%)
0.21
1.72 (0.78–3.80)
(c) PROD/RBV
2 (2.6%)
0 (0%)
2 (9.5%)
0.018
4.00 (2.71–5.90)
(d) Elbasvir/Grazoprevir
2 (2.6%)
1 (1.8%)
1 (4.8%)
0.46
1.90 (0.45–7.99)
(e) Ledipasvir/Sofosbuvir + RBV
2 (2.6%)
1 (1.8%)
1 (4.8%)
0.46
1.90 (0.45–7.99)
(f) Sofosbuvir + RBV
2 (2.6%)
2 (3.5%)
0 (0%)
0.39
-
(g) PROD
1 (1.3%)
1 (1.8%)
0 (0%)
0.54
-
(h) Sofosbuvir/Velpatasvir
1 (1.3%)
1 (1.8%)
0 (0%)
0.54
-
Tx duration (12 weeks)
71 (91.0%)
53 (98.1%)
18 (90.0%)
0.11
0.38 (0.16–0.93)
SVR12 (ITT)
64 (82.1%)
44 (77.2%)
20 (95.2%)
0.07
4.38 (0.64–29.94)
Completed HCV Tx
73 (93.6%)
54 (94.7%)
19 (90.5%)
0.5
0.65 (0.21–2.03)
Lost to follow-up
4 (5.1%)
3 (5.3%)
1 (4.8%)
0.93
0.93 (0.16–5.26)
ART = antiretroviral therapy, AST = aspartate aminotransferase, ALT = alanine aminotransferase, TDF = tenofovir disoproxil fumarate, FTC = emtricitabine, NNRTI =
non-nucleoside reverse transcriptase inhibitor, PI = protease inhibitor, InSTI = Integrase inhibitor, ABC = abacavir, 3TC = lamivudine, Tx = treatment, IFN = interferon, PROD =
Paritaprevir/ritonavir/ombitasvir/dasabuvir, RBV = ribavirin, SVR12 = sustained virologic response at 12 weeks post-treatment, ITT = intention to treat. The p values that achieved
statistical significance (p < 0.05) are in bold. 5 of 8
5 of 8 Diseases 2018, 6, 51
Diseases 2018, 6, x Figure
1. Adverse
effects
of
DAA
by
the
regimen
of
HCV
treatment. PROD
=
Paritaprevir/ritonavir/ombitasvir/dasabuvir, RBV = Ribavirin, GI = Gastrointestinal. 0
1
2
3
4
5
6
7
8
9
Ledipasvir/Sofosbuvir
Simeprevir/Sofosbuvir
PROD/RBV
Elbasvir/Grazoprevir
Ledipasvir/Sofosbuvir/RBV
Adverse Effects by HCV Regimen
Dyspnea
Headache
Anemia
GI symptoms
Fatigue
Figure 1. Adverse effects of DAA by the regimen of HCV treatment. 3. Results PROD = Paritaprevir/ritonavir/
ombitasvir/dasabuvir, RBV = Ribavirin, GI = Gastrointestinal. Adverse Effects by HCV Regimen Figure
1. Adverse
effects
of
DAA
by
the
regimen
of
HCV
treatment. PROD
=
Paritaprevir/ritonavir/ombitasvir/dasabuvir, RBV = Ribavirin, GI = Gastrointestinal. Figure 1. Adverse effects of DAA by the regimen of HCV treatment. PROD = Paritaprevir/ritonavir/
ombitasvir/dasabuvir, RBV = Ribavirin, GI = Gastrointestinal. 4. Discussion
The o era
4. Discussion It is worth mentioning that newly diagnosed or
worsening pulmonary arterial hypertension have been reported in case-series; however, it is difficult
to establish true causality [2]. Cases of lactic acidosis have also been described, and the risk seems to
increase in patients with severe liver disease [3]. No cases of pulmonary hypertension or lactic
acidosis were reported in our study. Simeprevir/sofosbuvir was the second most frequent DAA regimen used in our cohort In the
We observed a predominant use of Sofosbuvir/Ledipasvir in our center. In this group of patients,
the most common adverse effects were fatigue, headache, and gastrointestinal symptoms. These
findings were similar to the ones reported in controlled studies [8]. In our cohort, fatigue was
observed in 14.3% of patients on Sofosbuvir/Ledipasvir, which stands within the range that is reported
in clinical trials [9]. Regarding headache, we have found a rate of 5.4%, which is lower than the
rate described in the literature (11–17%). Another important difference was the development of
gastrointestinal symptoms. Our study showed a rate of 3.6%, which was lower than the frequency
that was noted in controlled studies (10–16%) [8]. It is worth mentioning that newly diagnosed or
worsening pulmonary arterial hypertension have been reported in case-series; however, it is difficult
to establish true causality [2]. Cases of lactic acidosis have also been described, and the risk seems to
increase in patients with severe liver disease [3]. No cases of pulmonary hypertension or lactic acidosis
were reported in our study. Simeprevir/sofosbuvir was the second most frequent DAA regimen used in our cohort. In the
patients who were treated with this regimen, gastrointestinal symptoms were the leading adverse
effects, reported in 33.3% of cases. Fatigue and dyspnea developed in 16.7% and 8.3% of patients,
respectively. These findings are similar to those disclosed in clinical trials, in which fatigue and
nausea were two of the most common side effects [9]. Dyspnea is reported infrequently in controlled
Simeprevir/sofosbuvir was the second most frequent DAA regimen used in our cohort. In the
patients who were treated with this regimen, gastrointestinal symptoms were the leading adverse
effects, reported in 33.3% of cases. Fatigue and dyspnea developed in 16.7% and 8.3% of patients,
respectively. These findings are similar to those disclosed in clinical trials, in which fatigue and nausea 6 of 8 Diseases 2018, 6, 51 were two of the most common side effects [9]. 4. Discussion
The o era
4. Discussion Dyspnea is reported infrequently in controlled and
real-world studies, with a rate that can be as high as 4%, which is lower than the rate found in our
patients (8.3%) [10]. A relatively common adverse effect seen in controlled studies is headache, which
occurs in approximately 20% of patients on Simeprevir/sofosbuvir; however, none of our patients
developed headaches during their treatment with this regimen [9]. Other clinically significant adverse
effects that are reported in the literature are pruritus (14%), rash (16%), and photosensitivity (5%) [9,11]. None of these side effects was reported in our study cohort. In terms of treatment adherence, while some real-world studies have identified low adherence to
antiretroviral therapy in HIV-infected patients, poor compliance to DAA has not been described as a
limiting factor in the treatment of HCV in HIV/HCV coinfected patients [12]. We have found good
compliance with HCV treatment in our clinical practice, with a treatment completion rate of 93.6%. Only four patients were lost to follow-up (5.1%), and one patient did not finish his treatment due to
other reasons (a motor vehicle accident). We had 6 patients who completed their treatment but did not
have laboratory studies at 12 weeks post treatment to assess for cure. This limitation influenced the
overall HCV cure rate or SVR12 reported in our center, which was 82.1%—a percentage lower than
those reported in controlled and recent real world-studies [5]. Studies comparing DAA adverse effects between HCV monoinfected and HIV/HCV coinfected
patients are very limited and have shown contradictory results. The study conducted by Bruno
et al. disclosed a higher rate of adverse effects in HIV/HCV patients when compared with HCV
monoinfected patients (59.7% vs. 57.2%, p = 0.03) [6]. Fatigue was observed in 17% of coinfected
patients and 10% of monoinfected patients—a difference that achieved statistical significance (p = 0.003). Jaundice was also identified as an adverse effect that was more frequently developed by HIV/HCV
coinfected individuals (9.7% vs. 1.3%, p < 0.0001) [6]. On the other hand, a study aimed to evaluate the
safety and effectiveness of sofosbuvir/simeprevir reported a more frequent development of adverse
effects in HCV monoinfected patients when compared with HIV/HCV coinfected individuals (54.2%
vs. 51.7%, p = 0.04) [13]. Our center is exclusively oriented to the treatment of HIV-infected individuals;
therefore, comparison with HCV monoinfected patients was not feasible. 4. Discussion
The o era
4. Discussion Regarding factors associated with adverse effects, we have found a higher frequency of Caucasian
ethnicity in patients that developed these events. There are no reports of this association in the
literature. We evaluated the DAA regimen of these patients, looking for an association, and we did not
find any predominant regimen that could explain this finding. Although our population was small,
we believe ethnicity is a factor that should be explored in bigger studies. In terms of the DAA regimen,
we found a higher frequency of PROD/ribavirin use in patients that developed adverse effects. Only
two patients received this regimen in our study, making it very difficult to establish a real association;
however, we observed that both patients developed anemia. In our opinion, it was clear that ribavirin
was the culprit, because anemia is a frequent side effect of this medication that can occur in up to
35% of patients [14,15]. The overall frequency of anemia in our study was low (3.8%) and was found
exclusively in patients that received ribavirin as part of their treatment. It is worth mentioning that the
only absolute indication to add ribavirin to a DAA regimen is decompensated cirrhosis, as stated by
current guidelines [16]. In our study, two patients who received ribavirin-containing regimens were
non-cirrhotic and one patient had compensated cirrhosis. Of note, these patients were treated in 2015,
when the availability of second generation DAAs was still limited in our center and before the release
of the new HCV treatment guidelines [16]. Our study also revealed a trend towards a more frequent use of TDF/FTC plus non-nucleoside
reverse transcriptase inhibitor (NNRTI) in patients with adverse effects (p = 0.055). Of the patients
treated with TDF/FTC plus NNRTI, three were treated with ledipasvir/sofosbuvir, three were treated
with simeprevir/sofosbuvir, and one was treated with Elbasvir/Grazoprevir. When treating patients
with HIV/HCV coinfection, one of the main parameters to assess is drug-drug interaction. Several
pharmacokinetic studies have detected higher levels of TDF in patients treated with ledipasvir, which
could potentially increase the risk of nephrotoxicity [17]. In our study, we did not observe any cases 7 of 8 Diseases 2018, 6, 51 Diseases 2018, 6, 51 of acute renal failure, and the higher rate of adverse effects was only seen when TDF was given with
NNRTI. We did not identify any significant difference when TDF was used with protease or integrase
inhibitors. References 1. Assoumou, S.A.; Huang, W.; Young, K.; Horsburgh, C.R.; Linas, B.P. Real-world Outcomes of Hepatitis C
Treatment during the Interferon-free Era at an Urban Safety-net Hospital. J. Health Care Poor Underserved
2017, 28, 1333–1344. [CrossRef] [PubMed] 2. Renard, S.; Borentain, P.; Salaun, E.; Benhaourech, S.; Maille, B.; Darque, A.; Bregigeon, S.; Colson, P.;
Laugier, D.; Gaubert, M.R.; et al. Severe Pulmonary Arterial Hypertension in Patients Treated for Hepatitis C
with Sofosbuvir. Chest 2016, 149, e69–e73. [CrossRef] [PubMed] 3. Welker, M.W.; Luhne, S.; Lange, C.M.; Vermehren, J.; Farnik, H.; Herrmann, E.; Welzel, T.; Zeuzem, S.;
Sarrazin, C. Lactic acidosis in patients with hepatitis C virus cirrhosis and combined ribavirin/sofosbuvir
treatment. J. Hepatol. 2016, 64, 790–799. [CrossRef] [PubMed] 3. Welker, M.W.; Luhne, S.; Lange, C.M.; Vermehren, J.; Farnik, H.; Herrmann, E.; Welzel, T.; Zeuzem, S.;
Sarrazin, C. Lactic acidosis in patients with hepatitis C virus cirrhosis and combined ribavirin/sofosbuvir
treatment. J. Hepatol. 2016, 64, 790–799. [CrossRef] [PubMed] p
4. Code of Federal Regulations Title 21. Available online: https://www.accessdata.fda.gov/scripts/cdrh/
cfdocs/cfcfr/CFRSearch.cfm (accessed on 23 May 2018). p
4. Code of Federal Regulations Title 21. Available online: https://www.accessdata.fda.gov/scripts/cdrh/
cfdocs/cfcfr/CFRSearch.cfm (accessed on 23 May 2018). 5. Hawkins, C.; Grant, J.; Ammerman, L.R.; Palella, F.; Mclaughlin, M.; Green, R.; Mcgregor, D.; Stosor, V. High rates of hepatitis C virus (HCV) cure using direct-acting antivirals in HIV/HCV-coinfected patients:
A real-world perspective. J. Antimicrob. Chemother. 2016, 71, 2642–2645. [CrossRef] [PubMed] 5. Hawkins, C.; Grant, J.; Ammerman, L.R.; Palella, F.; Mclaughlin, M.; Green, R.; Mcgregor, D.; Stosor, V. High rates of hepatitis C virus (HCV) cure using direct-acting antivirals in HIV/HCV-coinfected patients:
A real-world perspective. J. Antimicrob. Chemother. 2016, 71, 2642–2645. [CrossRef] [PubMed] 6. Bruno, G.; Saracino, A.; Scudeller, L.; Fabrizio, C.; Dell’Acqua, R.; Milano, E.; Milella, M.; Ladisa, N.;
Monno, L.; Angarano, G. HCV mono-infected and HIV/HCV co-infected individuals treated with
direct-acting antivirals: To what extent do they differ? Int. J. Infect. Dis. 2017, 62, 64–71. [CrossRef]
[PubMed] 7. Milazzo, L.; Lai, A.; Calvi, E.; Ronzi, P.; Micheli, V.; Binda, F.; Ridolfo, A.L.; Gervasoni, C.; Galli, M.;
Antinori, S.; et al. Direct-acting antivirals in hepatitis C virus (HCV)-infected and HCV/HIV-coinfected
patients: Real-life safety and efficacy. HIV Med. 2017, 18, 284–291. [CrossRef] [PubMed] 8. Harvoni (Ledipasvir/Sofosbuvir) [Product Monograph]. Gilead Sciences Inc.:
Mississauga, ON,
Canada, March 2015. Available online: https://www.accessdata.fda.gov/drugsatfda_docs/label/2015/
205834s001lbl.pdf (accessed on 9 June 2018). 9. 4. Discussion
The o era
4. Discussion In terms of interactions between simeprevir and NNRTI, this DAA is contraindicated in
patients receiving efavirenz, nevirapine, or etravirine [18]. However, no drug-drug interactions are
expected with rilpivirine, which is the drug used in our study. We did not observe any concomitant
use of contraindicated NNRTIs with simeprevir in our patients. Other factors besides drug-drug
interaction could have potentially played a role in the higher frequency of adverse effects with the
concomitant use of TDF/FTC and NNRTI. 5. Conclusions These findings demonstrated good tolerability of DAAs in HIV/HCV coinfected patients who
were treated in our practice. White race, treatment with PrOD/Ribavirin, and possibly the concomitant
use of TDF/FTC plus NNRTI were variables that were associated with DAA adverse effects. More
real-world studies are needed to explore these possible associations. Funding: This research had no external funding. Funding: This research had no external funding. Acknowledgments: APC was sponsored by MDPI. Conflicts of Interest: The corresponding author states that there is no conflict of intere Conflicts of Interest: The corresponding author states that there is no conflict of interest. References Lawitz, E.; Matusow, G.; DeJesus, E.; Yoshida, E.M.; Felizarta, F.; Ghalib, R.; Godofsky, E.; Herring, R.W.;
Poleynard, G.; Sheikh, A.; et al. Simeprevir plus sofosbuvir in patients with chronic hepatitis C virus
genotype 1 infection and cirrhosis: A phase 3 study (OPTIMIST-2). Hepatology 2016, 64, 360–369. [CrossRef]
[PubMed] 10. Kutala, B.K.; Mouri, F.; Castelnau, C.; Bouton, V.; Giuily, N.; Boyer, N.; Asselah, T.; Marcellin, P. Efficacy and
safety of sofosbuvir-based therapies in patients with advanced liver disease in a real-life cohort. Hepat. Med. 2017, 18, 67–73. [CrossRef] [PubMed] 8 of 8 Diseases 2018, 6, 51 11. Mariño, Z.; Pascasio-Acevedo, J.M.; Gallego, A.; Diago, M.; Baliellas, C.; Morillas, R.; Prieto, M.; Moreno, J.M.;
Sánchez-Antolín, G.; Vergara, M.; et al. High efficacy of Sofosbuvir plus Simeprevir in a large cohort of
Spanish cirrhotic patients infected with genotypes 1 and 4. Liver Int. 2017, 37, 1823–1832. [CrossRef]
[PubMed] 12. Mason, K.; Dodd, Z.; Guyton, M.; Tookey, P.; Lettner, B.; Matelski, J.; Sockalingam, S.; Altenberg, J.; Powis, J. Understanding real-world adherence in the directly acting antiviral era: A prospective evaluation of
adherence among people with a history of drug use at a community-based program in Toronto, Canada. Int. J. Drug Policy 2017, 47, 202–208. [CrossRef] [PubMed] 13. Bruno, G.; Saracino, A.; Fabrizio, C.; Scudeller, L.; Milano, E.; Dell’Acqua, R.; Ladisa, N.; Fasano, M.;
Minniti, S.; Buccoliero, G.; et al. Safety and effectiveness of a 12-week course of sofosbuvir and simeprevir ±
ribavirin in HCV-infected patients with or without HIV infection: A multicentre observational study. Int. J. Antimicrob. Agents 2017, 49, 296–301. [CrossRef] [PubMed] 14. Copegus (Ribavirin) [Prescribing Information]. Roche Laboratories: Nutley, NJ, USA, January 2014. Available
online:
https://www.accessdata.fda.gov/drugsatfda_docs/label/2011/021511s023lbl.pdf
(accessed on 15 June 2018). 15. Lawitz, E.; Sulkowski, M.S.; Ghalib, R.; Rodriguez-Torres, M.; Younossi, Z.M.; Corregidor, A.; DeJesus, E.;
Pearlman, B.; Rabinovitz, M.; Gitlin, N.; et al. Simeprevir plus sofosbuvir, with or without ribavirin, to treat
chronic infection with hepatitis C virus genotype 1 in non-responders to pegylated interferon and ribavirin
and treatment-naive patients: The COSMOS randomised study. Lancet 2014, 384, 1756–1765. [CrossRef] 16. Infectious Disease Society of America (IDSA); American Association for the Study of Liver Diseases (AASLD). HCV Guidance: Recommendations for Testing, Managing, and Treating Hepatitis C. 2017. Available online:
https://www.hcvguidelines.org/ (accessed on 23 May 2018). 17. MacBrayne, C.; Fierer, D.S.; Marks, K.M. Ledipasvir/sofosbuvir raises tenofovir diphosphate concentrations
in red cells. References In Proceedings of the Conference of Retrovirus and Opportunistic Infections, Seattle, WA, USA,
13–16 February 2017. 18. Schlabe, S.; Rockstroh, J.K. Advances in the treatment of HIV/HCV coinfection in adults. Expert Opin. Pharmacother. 2018, 19, 49–64. [CrossRef] [PubMed] © 2018 by the author. 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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The NOTCH3 score: a pre-clinical CADASIL biomarker in a novel human genomic NOTCH3 transgenic mouse model with early progressive vascular NOTCH3 accumulation
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Acta neuropathologica communications
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* Correspondence: lesnik@lumc.nl
†Equal contributors
4Department of Clinical Genetics, K5-R, Leiden University Medical Center, PO
Box 9600 2300 RC, Leiden, The Netherlands
Full list of author information is available at the end of the article The NOTCH3 score: a pre-clinical CADASIL
biomarker in a novel human genomic
NOTCH3 transgenic mouse model with
early progressive vascular NOTCH3
accumulation Julie W. Rutten1, Roselin R. Klever1, Ingrid M. Hegeman2, Dana S. Poole3, Hans G. Dauwerse1,4, Ludo A. M. Broos1,
Cor Breukel1, Annemieke M. Aartsma-Rus1, J. Sjef Verbeek1, Louise van der Weerd1,3, Sjoerd G. van Duinen2,
Arn M. J. M. van den Maagdenberg1,5† and Saskia A. J. Lesnik Oberstein4*† © 2015 Rutten et al. 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. RESEARCH
Open Access
The NOTCH3 score: a pre-clinical CADASIL
biomarker in a novel human genomic
NOTCH3 transgenic mouse model with
early progressive vascular NOTCH3
accumulation
Julie W. Rutten1, Roselin R. Klever1, Ingrid M. Hegeman2, Dana S. Poole3, Hans G. Dauwerse1,4, Ludo A. M. Broos1,
Cor Breukel1, Annemieke M. Aartsma-Rus1, J. Sjef Verbeek1, Louise van der Weerd1,3, Sjoerd G. van Duinen2,
Arn M. J. M. van den Maagdenberg1,5† and Saskia A. J. Lesnik Oberstein4*†
Rutten et al. Acta Neuropathologica Communications (2015) 3:89
DOI 10.1186/s40478-015-0268-1 RESEARCH
Open Access
The NOTCH3 score: a pre-clinical CADASIL
biomarker in a novel human genomic
NOTCH3 transgenic mouse model with
early progressive vascular NOTCH3
accumulation
Julie W. Rutten1, Roselin R. Klever1, Ingrid M. Hegeman2, Dana S. Poole3, Hans G. Dauwerse1,4, Ludo A. M. Broos1,
Cor Breukel1, Annemieke M. Aartsma-Rus1, J. Sjef Verbeek1, Louise van der Weerd1,3, Sjoerd G. van Duinen2,
Arn M. J. M. van den Maagdenberg1,5† and Saskia A. J. Lesnik Oberstein4*†
Rutten et al. Acta Neuropathologica Communications (2015) 3:89
DOI 10.1186/s40478-015-0268-1 Rutten et al. Acta Neuropathologica Communications (2015) 3:89
DOI 10.1186/s40478-015-0268-1 RESEARCH Open Access * Correspondence: lesnik@lumc.nl
†Equal contributors
4Department of Clinical Genetics, K5-R, Leiden University Medical Center, PO
Box 9600 2300 RC, Leiden, The Netherlands
Full list of author information is available at the end of the article
© 2015 Rutten et al. 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. Introduction but are not a reliable predictor of disease progression
[16]. Changes in magnetic resonance diffusion histo-
grams are a better predictor of disease progression,
but have only been studied in symptomatic patients
[16, 17]. Ideally, CADASIL therapies would be initi-
ated in the pre-symptomatic disease phase, i.e. in
young adults with a proven familial NOTCH3 muta-
tion. Vascular NOTCH3 protein accumulation could
be an interesting therapeutic biomarker for CADASIL,
as increased vascular NOTCH3 staining and GOM
are
consistently
found
in
skin
arterioles
of
pre-
symptomatic patients, decades before onset of stroke
and cognitive decline [18, 19]. but are not a reliable predictor of disease progression
[16]. Changes in magnetic resonance diffusion histo-
grams are a better predictor of disease progression,
but have only been studied in symptomatic patients
[16, 17]. Ideally, CADASIL therapies would be initi-
ated in the pre-symptomatic disease phase, i.e. in
young adults with a proven familial NOTCH3 muta-
tion. Vascular NOTCH3 protein accumulation could
be an interesting therapeutic biomarker for CADASIL,
as increased vascular NOTCH3 staining and GOM
are
consistently
found
in
skin
arterioles
of
pre-
symptomatic patients, decades before onset of stroke
and cognitive decline [18, 19]. Cerebral Autosomal Dominant Arteriopathy with Sub-
cortical Infarcts and Leukoencephalopathy (CADASIL)
is a hereditary small vessel disease caused by mutations
in the NOTCH3 gene, leading to mid-adult onset stroke
and dementia [1]. CADASIL is characterized by accu-
mulation of the extracellular domain of the NOTCH3
protein (NOTCH3ECD) in the media of small- to medium-
sized arterioles [2]. In addition, electron dense deposits
(granular osmiophilic material, GOM) are seen in close
vicinity to the vascular smooth muscle cells (VSMCs) [3]. The arteriopathy is systemic but most pronounced in the
brain where it leads to degeneration of VSMCs [3] and a
disturbed cerebral blood flow regulation [4]. This causes
recurrent ischemic strokes and cognitive decline, starting
at a mean age of 45–50 years [5]. To date, there is no ther-
apy to prevent or delay symptoms in CADASIL. In this study, we set out to generate a novel, trans-
lational CADASIL mouse model and to develop a relevant
biomarker in this model. We generated a series of human
NOTCH3 transgenic mouse strains, with various expres-
sion levels of mutant NOTCH3. Abstract Acta Neuropathologica Communications (2015) 3:89 Abstract Introduction: CADASIL (Cerebral Autosomal Dominant Arteriopathy with Subcortical Infarcts and
Leukoencephalopathy) is a hereditary small vessel disease caused by mutations in the NOTCH3 gene, leading
to toxic NOTCH3 protein accumulation in the small- to medium sized arterioles. The accumulation is systemic
but most pronounced in the brain vasculature where it leads to clinical symptoms of recurrent stroke and dementia. There is no therapy for CADASIL, and therapeutic development is hampered by a lack of feasible clinical outcome
measures and biomarkers, both in mouse models and in CADASIL patients. To facilitate pre-clinical therapeutic
interventions for CADASIL, we aimed to develop a novel, translational CADASIL mouse model. Results: We generated transgenic mice in which we overexpressed the full length human NOTCH3 gene from a
genomic construct with the archetypal c.544C > T, p.Arg182Cys mutation. The four mutant strains we generated
have respective human NOTCH3 RNA expression levels of 100, 150, 200 and 350 % relative to endogenous mouse
Notch3 RNA expression. Immunohistochemistry on brain sections shows characteristic vascular human NOTCH3
accumulation in all four mutant strains, with human NOTCH3 RNA expression levels correlating with age at onset
and progression of NOTCH3 accumulation. This finding was the basis for developing the ‘NOTCH3 score’, a
quantitative measure for the NOTCH3 accumulation load. This score proved to be a robust and sensitive method to
assess the progression of NOTCH3 accumulation, and a feasible biomarker for pre-clinical therapeutic testing. Conclusions: This novel, translational CADASIL mouse model is a suitable model for pre-clinical testing of therapeutic
strategies aimed at delaying or reversing NOTCH3 accumulation, using the NOTCH3 score as a biomarker. Keywords: CADASIL, NOTCH3, Transgenic mouse model, Biomarker * Correspondence: lesnik@lumc.nl
†Equal contributors
4Department of Clinical Genetics, K5-R, Leiden University Medical Center, PO
Box 9600 2300 RC, Leiden, The Netherlands
Full list of author information is available at the end of the article © 2015 Rutten et al. 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. Page 2 of 10 Page 2 of 10 Page 2 of 10 Rutten et al. Introduction These mice develop cere-
brovascular
NOTCH3
accumulation
characteristic
of
CADASIL at an early age, and the NOTCH3 expression
level correlates with both the age at onset and progression
of vascular NOTCH3 accumulation. We developed a
quantitative measure for the vascular NOTCH3 accumu-
lation load, which we show to be a sensitive and robust
biomarker for CADASIL in these mice. py
p
y y
p
NOTCH3 targeting therapies are in the pre-clinical
phase of development (Rutten et al., unpublished, pa-
tent no. WO 2010085151 A2). The hitherto available
CADASIL mouse models have important limitations
with respect to their feasibility for testing such thera-
peutic strategies. Available models include transgenic
models overexpressing human NOTCH3 from a cDNA
construct [6–8] or rat Notch3 from a genomic construct
[9], and models in which a mutation was introduced into
the endogenous Notch3 gene [10, 11]. The first and often
only sign of CADASIL in these models is the presence of
NOTCH3 accumulation in the vasculature [12], and in all
human NOTCH3 transgenic models, the NOTCH3 accu-
mulation only becomes apparent at a high age [6–8]. Only
the mouse model that expresses mutant rat Notch3 pro-
tein from a genomic DNA construct shows early onset
vascular Notch3 accumulation with subsequent develop-
ment of brain parenchymal lesions [9]. However, this
model is less suitable as a translational CADASIL model
due to the species difference, which creates an additional
hurdle in bringing therapeutic compounds to clinical tri-
als. For example, this would be the case for antisense
therapeutic strategies targeting mutated pre-mRNA, a
therapeutic approach which is being developed for in-
creasing numbers of CNS disorders [13]. Materials and methods
Generation of NOTCH3 transgenic mice Generation of NOTCH3 transgenic mice
For transgenesis, a 142,63 kb BAC clone was used
(RP11-456 N16 BAC, Bacpac resources, Oakland, USA)
(Ensemble release 59). The BAC contains the full-
length human genomic NOTCH3 gene and 44 kb of up-
stream and 67 kb of downstream sequence, including
flanking genes SYDE1, ILVBL, EPHX3 and a part of the
BRD4 gene (Fig. 1a). The c.544C > T (p.Arg182Cys)
mutation was introduced using two-step Red-mediated
recombination as previously described [20]. BAC con-
structs were injected into fertilized C57BL/6 J Ico oocytes. Positive transgenic founder mice were identified by
PCR on DNA isolated from mouse ears using human
specific primers (for primer sequences see Additional
file 1: Table S1). The presence of the mutation was con-
firmed by direct Sanger sequencing analysis of PCR
products (Fig. 1b). Five transgenic mouse strains were
generated: one carrying the wild-type NOTCH3 trans-
gene (tgN3WT) and four carrying the mutant NOTCH3
transgene (tgN3MUT). In each strain, integration of the
BAC was confirmed by PCR analysis of NOTCH3 and
the flanking genes SYDE1, ILVBL and EPHX3 (for pri-
mer sequences see Additional file 1: Table S1). All
transgenic mouse strains bred normally. All experi-
ments described in this study were approved by the
local ethical committee for animal experimentation. For therapeutic development, feasible clinical outcome
measures and biomarkers are imperative, both in mouse
disease models and in patients. In CADASIL patients,
the variability in age at onset and progression of clinical
symptoms, including the major symptoms of stroke and
cognitive decline, limits their use as an outcome meas-
ure in clinical trials, because of the large number of
patients that would have to be included to detect a treat-
ment effect within a typical trial-timeframe of 2 years
[14]. White matter lesions, detected on T2 weighted
brain MRI images, are present prior to the onset of clin-
ical symptoms and correlate with disease severity [15], Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Page 3 of 10 Fig. 1 Generation of transgenic human NOTCH3 mice. a Schematic representation of the BAC construct containing the human NOTCH3 gene and
flanking regions, used for generation of tgN3WT and tgN3MUT (c.544C > T, p.Arg182Cys) mice. b Sequencing analysis of PCR products of
the human NOTCH3 gene in transgenic mice confirmed the presence of the c.544C > T mutation in tgN3MUT mice. c qPCR analysis of
human and mouse NOTCH3 expression in brain. Materials and methods
Generation of NOTCH3 transgenic mice In strain tgN3WT, human NOTCH3 expression was comparable to endogenous mouse
Notch3 expression. The four mutant strains showed human NOTCH3 expression levels of 350, 200, 150 and 100 %, as compared to endogenous mouse
Notch3 expression. Endogenous mouse Notch3 expression was comparable between the transgenic mouse strains Fig. 1 Generation of transgenic human NOTCH3 mice. a Schematic representation of the BAC construct containing the human NOTCH3 gene and
flanking regions, used for generation of tgN3WT and tgN3MUT (c.544C > T, p.Arg182Cys) mice. b Sequencing analysis of PCR products of
the human NOTCH3 gene in transgenic mice confirmed the presence of the c.544C > T mutation in tgN3MUT mice. c qPCR analysis of
human and mouse NOTCH3 expression in brain. In strain tgN3WT, human NOTCH3 expression was comparable to endogenous mouse
Notch3 expression. The four mutant strains showed human NOTCH3 expression levels of 350, 200, 150 and 100 %, as compared to endogenous mouse
Notch3 expression. Endogenous mouse Notch3 expression was comparable between the transgenic mouse strains NOTCH3 expression analysis in NOTCH3 transgenic mice
Total RNA was extracted from a brain hemisphere
using RNA-Bee (Tel-test Inc., Friendswood, USA). For RT-PCR analysis, first-strand cDNA was synthe-
sized using oligo (dT) primers. RT-PCR analysis was
performed with primers across the human NOTCH3
transcript (exons 2–4, exons 14–16, exons 30–32,
exons 32–33, and the 3′UTR). For qPCR analysis,
cDNA synthesis was performed with random hexamer
primers, using the Revert Aid H Minus first strand
kit (Thermo Scientific, Waltham, USA). Quantitative
PCR was performed in four 10-week-old male and fe-
male transgenic mice and non-transgenic littermates,
using both human- (exons 7–9, 216 bps) and mouse-
specific (exons 6–8, 220 bps) primers. Mouse Gapdh
was used as a reference gene, and human NOTCH3
expression levels were calculated relative to endogen-
ous mouse Notch3 expression levels. A possible effect
of differences in primer efficiencies of human- and
mouse-specific NOTCH3/Notch3 primersets was ex-
cluded by LinregPCR [21]. Brain MRI of NOTCH3 transgenic mice Brain MRI was performed in 15 mice at 20 months of
age; six TgN3MUT350 mice, five tgN3WT mice, and four
non-transgenic littermates. Mice were anesthetised by
inhalation of 2 % isoflurane in a 1:1 mixture of oxygen
and air. Respiration rate was monitored with a respira-
tory pad and kept between 50 and 80 respirations per
minute by adjusting the isoflurane concentration. T2
weighted imaging was performed on a 7 Tesla Bruker
Pharmascan using a 23 mm quadrature coil with the
following parameters: TE = 12 ms, RARE factor = 8, ef-
fective TE = 48 ms, TR = 4 s, 8 averages. Field-of-view =
19x19 mm, matrix = 196x196, resulting in an in-plane
resolution of 97 μm. Slice thickness = 0.5 mm, with 32
slices. NOTCH3 immunohistochemistry and quantification in
human material We used paraffin embedded frontal lobe brain sections
from three deceased CADASIL patients (I: female age
59, p.Arg153Cys; II: female age 57, p.Arg153Cys; III:
male age 70, p.Cys446Phe) and three deceased controls
with no known cerebrovascular disorders (I: male age
67, II: male age 58, III: male age 53). Sections were de-
waxed, rinsed with ethanol and blocked with methanol/
H2O2. After heat-induced antigen retrieval in 0.01 M cit-
rate buffer pH 6, slices were washed three times with
PBS, and incubated overnight at room temperature with
a 1:1 cocktail of anti-NOTCH3ECD (dilution 1:500) and
anti-CD31 (Dako, Glostrup, Denmark; dilution 1:50). The following day, sections were washed and incubated
for 1 hour at room temperature with a 1:1 cocktail of
anti-rabbit Envision/HRP (Dako) and goat anti-mouse
alkaline phosphatase (Vector Laboratories, Burlingame,
CA, USA; dilution 1:25). Finally, sections were sequen-
tially developed with 3,3′-diaminobenzidine solution and
Vector Blue (Vector laboratories). Per individual, four
images were taken at a 400× magnification on a Leica
IM 500 microscope and analysed using ImageJ software. The vessel area was selected manually based on a posi-
tive CD31 staining. Within the vessel area, the NOTCH3
score was calculated using an intensity threshold of 100. NOTCH3 immunohistochemistry and quantification in
NOTCH3 transgenic mice Vascular NOTCH3 accumulation in brain was analysed
prospectively in groups of three mice, at age 4, 6, 12, 24,
52 and 82 weeks. In addition, vascular NOTCH3 ac-
cumulation was assessed in heart, aorta, liver, kidney,
skin and tail at age 20 months. NOTCH3 immunohis-
tochemistry was performed on cryosections that were
fixated in acetone and incubated overnight with an
antibody directed against the human NOTCH3ECD
(Novus Biologicals, Littleton, USA; dilution 1:2000). The following day, sections were incubated with peroxidase
labelled polymer conjugated to anti-rabbit immunoglobu-
lins (Envision kit, Dako, Glostrup, Denmark), and devel-
oped using 3,3′-diaminobenzidine. Quantification of the
vascular NOTCH3 accumulation load was performed on
brain cryosections. Per time point (6, 24, 52 and 82 weeks),
three tgN3MUT350 mice and three tgN3MUT150 mice were
analysed. For each mouse, four frontal lobe brain sections
were
NOTCH3
immunostained
simultaneously. Sec-
tions were scanned using the Ultra Fast Scanner (Philips, Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Page 4 of 10 JEM-1011 electron microscope (Advanced Microscopy
Techniques, Woburn, USA). JEM-1011 electron microscope (Advanced Microscopy
Techniques, Woburn, USA). JEM-1011 electron microscope (Advanced Microscopy
Techniques, Woburn, USA). Eindhoven, The Netherlands), from which 10 images
representative for the NOTCH3 accumulation observed
in that mouse were obtained. To exclude a possible bias
in image selection, a second, blinded observer was
asked to obtain images independently (Additional file 1:
Figure S1). ImageJ analysis was performed as follows:
the image was converted into an 8-bit image, and filtered
using the unsharp mask filter (radius 1, mask 0.60). Next,
a threshold was set to a signal intensity of 150 to deter-
mine the NOTCH3-positive area. Within the NOTCH3-
positive area, individual NOTCH3 particles were identified
based on size and circularity (size = 0-30, circularity =
0.50-1.00). Finally, the NOTCH3 score was determined by
quantifying the total area of the NOTCH3 positive parti-
cles within the image. The average of the three mice per
time point was plotted and used for further statistical
analysis. Statistical analysis Statistical analyses were performed using Graphpad
Prism. Differences in NOTCH3 score between the two
mouse strains at a given time point were analysed using
the unpaired student’s t-test. Differences in NOTCH3
score between time points were analysed using One-
Way ANOVA and Fishers least significant difference
post-hoc analysis. Differences in slope (i.e. the rate of in-
crease of the NOTCH3 score) over time were analysed
using linear regression. Analysis of brain parenchyma in NOTCH3 transgenic
mice mice
After MRI, anesthetised mice were sacrificed using car-
dial perfusion with ice-cold phosphate buffered saline. One brain hemisphere was formalin fixated and paraffin
embedded. Sections were stained with hematoxylin and
eosin (H&E) to analyse the presence of infarctions, with
Kluver Barrera Luxol fast blue to visualise myelin and
with Perl’s iron to assess the presence of microbleeds. Astrogliosis was analysed using an anti-glial fibrillary
acidic
protein
(GFAP)
antibody
(rabbit
anti-GFAP,
Dako; dilution 1:1000), which was incubated overnight
at room temperature. As a secondary antibody, biotin
labelled swine-anti Rabbit (Dako; dilution 1:600) was
used, this was incubated 1 hour at room temperature. Finally,
sections
were incubated with
avidin-biotin
complex (Vectastain ABC-Elite Kit, Vector Lab, Burlin-
game, USA) for 30 minutes at room temperature and
developed in 3,3′-diaminobenzidine solution. The de-
tection of macrophages and myelin was performed
using the Animal Research Kit peroxidase (Dako). Bio-
tinylated primary antibodies against CD68 (anti-CD68
clone KP-1, Dako; dilution 1:1000) and myelin proteoli-
pid protein (anti-PLP, clone plpc-1, Serotec, Kidlington, Four mutant human NOTCH3 transgenic mouse strains
with distinct NOTCH3 expression levels Four mutant human NOTCH3 transgenic mouse strains
with distinct NOTCH3 expression levels Using qPCR analysis on RNA isolated from brain of 10-
week old mice, we found that the four mutant NOTCH3
p.Arg182Cys transgenic mouse strains (tgN3MUT) had
human NOTCH3 expression levels of 100, 150, 200 and
350 %, respectively, compared to endogenous mouse
Notch3 expression (Fig. 1c). Human NOTCH3 expres-
sion in the lowest expressing tgN3MUT strain, was com-
parable to that in the wild-type strain (tgN3WT), i.e. ~100 %. RT-PCR analysis with multiple NOTCH3 primer
sets spanning the complete transcript, showed that the
complete human NOTCH3 cDNA was present in the
transgenic transcript (Additional file 1: Figure S2). There
was no difference in endogenous mouse Notch3 ex-
pression between transgenic and non-transgenic mice
(Additional file 1: Figure S3). Development of the NOTCH3 score, a quantitative
biomarker for CADASIL As we observed such an early and clear age- and
NOTCH3 expression level- dependent vascular NOTCH3
accumulation load, we set out to objectify this by develop-
ing a quantitative measure for NOTCH3 staining. This
was accomplished by capturing and measuring the surface
area of CADASIL specific granular NOTCH3 deposits
within brain sections using ImageJ software (Fig. 3a),
which we called the ‘NOTCH3 score’. This quantification
was
first
performed
in
tgN3MUT350
mice,
which
clearly showed that the NOTCH3 score increased
with
age,
confirming
our
qualitative
observations
(Fig. 3b). Next, we validated the NOTCH3 score in a
second mouse strain, tgN3MUT150, in which the same
age-dependent increase in the NOTCH3 score was
seen. At each time-point, the NOTCH3 score was
lower for the tgN3MUT150 mice compared to the
tgN3MUT350 mice, reflecting the correlation between
NOTCH3 expression level and NOTCH3 accumula-
tion load (score at age 20 months: 659 ± 51 vs. 1150
± 107, p = 0.002) (Fig. 3c). Furthermore, progression of
NOTCH3 accumulation was slower in tgN3MUT150
mice compared to tgN3MUT350 mice, as shown by a
significant difference in the slope of the NOTCH3
scores between the two mouse strains (11.1 ± 0.5 vs. 6.2 ± 0.3, p = 0.002). Finally, we tested the approach in
brain sections of three unrelated CADASIL patients. Measurement
of
the
NOTCH3
accumulation
load
using the NOTCH3 score was technically feasible in
human tissue (Fig. 3d) and showed a significantly
higher NOTCH3 score in patients than in controls
(score 3.81 ± 1.85 vs. 0.24 ± 0.17, p = 0.02) (Fig. 3e). Electron microscopy in NOTCH3 transgenic mice Electron microscopy in NOTCH3 transgenic mice
Brain tissue was fixed in 1.5 % glutaraldehyde and
1 % paraformaldehyde in 0.1 M cacodylate buffer,
post-fixed in a solution of 2 % osmium tetroxide and
2 % potassium ferrocyanide, dehydrated and embed-
ded in epon 812 (LX112). After selection of areas of
interest on 1 μm toluidine stained sections, ultrathin
sections were cut, contrasted with 3 % uranylacetate
and Reynolds lead citrate and examined with a JEOL Page 5 of 10 Page 5 of 10 Rutten et al. Acta Neuropathologica Communications (2015) 3:89 in the aorta (Fig. 2c, data not shown). Overall, the
NOTCH3 accumulation observed in the extra-cerebral
arterioles was less pronounced than in the brain. Electron microscopy of brain arterioles revealed char-
acteristic electron dense deposits within the basement
membrane (Fig. 2d) reminiscent of GOM deposits
seen in CADASIL patients (Fig. 2e). Neither GOM
nor increased cerebrovascular NOTCH3 staining was
found in tgN3WT mice at 20 months of age (Fig. 2a). Taken together, these analyses show that transgenic
human NOTCH3 p.Arg182Cys mice develop an early
and progressive systemic arteriopathy which closely
resembles the vascular pathology seen in CADASIL
patients, with age-at-onset correlating with the re-
spective levels of mutant human NOTCH3 expression. UK; dilution 1:500) were incubated overnight after
heat-induced antigen retrieval in 0.01 M EDTA pH 8.0. The following day, sections were incubated with HRP-
conjugated
streptavidin
for
30
minutes
at
room
temperature and developed in 3,3′-diaminobenzidine
solution. UK; dilution 1:500) were incubated overnight after
heat-induced antigen retrieval in 0.01 M EDTA pH 8.0. The following day, sections were incubated with HRP-
conjugated
streptavidin
for
30
minutes
at
room
temperature and developed in 3,3′-diaminobenzidine
solution. Age at onset of vascular NOTCH3 protein accumulation
correlates with NOTCH3 expression levels To analyse the presence and onset of a CADASIL vascu-
lar phenotype, NOTCH3 immunohistochemistry was
performed on brain slices from mice between the ages of
4 weeks and 20 months. This showed that all tgN3MUT
strains developed cerebrovascular NOTCH3 accumula-
tion, as seen by a positive, granular NOTCH3 staining of
the vessel wall (Fig. 2a), similar to that which is seen in
CADASIL patients (Fig. 2b). There was a considerable
difference in age at onset of positive NOTCH3 staining
per mouse strain, ranging from 6 weeks in tgN3MUT350
mice to 12 months in tgN3MUT100 mice. The age at on-
set directly correlated with the level of human NOTCH3
RNA expression for all four tgN3MUT strains i.e. the
higher the NOTCH3 RNA expression level, the earlier
the onset of NOTCH3 accumulation (Table 1). Further-
more, in each mutant strain, the positive NOTCH3 im-
munostaining became progressively more intense and
granular with age (Fig. 2a). The individual granular
NOTCH3 deposits increased not only in number, but
also in size. This was most prominent in mice with the
highest NOTCH3 RNA expression level (tgN3MUT350),
in which the NOTCH3 protein accumulation progres-
sively evolved to a vessel wall packed with intense and
big granular NOTCH3 deposits at age 20 months. Char-
acteristic granular NOTCH3 staining was also present in
arterioles of the heart, liver, kidney, skin and tail, but not No clear brain parenchyma phenotype in tgN3MUT mice
Finally, to determine whether we could correlate the
NOTCH3 score to a brain phenotype in tgN3MUT mice,
we performed brain MRI and histopathology in mice Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Page 6 of 10 See legend on next page.) Fig. 2 (See legend on next page.) Fig. 2 (See legend on next page.) Page 7 of 10 Rutten et al. Acta Neuropathologica Communications (2015) 3:89 (See figure on previous page.)
Fig. 2 Vascular NOTCH3 protein accumulation and GOM deposits in transgenic human NOTCH3 p.Arg182Cys mice. a NOTCH3 immunostaining
on brain sections of human NOTCH3 transgenic mice. All four tgN3MUT mouse strains developed a characteristic granular NOTCH3 staining
pattern in the brain vasculature. TgN3WT mice showed only a weak, diffuse NOTCH3 staining pattern, which did not increase with age
(comparable to non-transgenic litter-mates, data not shown). Age at onset of vascular NOTCH3 protein accumulation
correlates with NOTCH3 expression levels The NOTCH3 accumulation load in the tgN3MUT strains correlates well with
the NOTCH3 expression level and increases with age; in tgN3MUT350 mice, first granular staining is already visible at 6 weeks of age; at
20 months of age nearly the whole vessel wall is packed with big granular NOTCH3 deposits. In the strains with a lower NOTCH3 expression level, the
NOTCH3 accumulation starts at a later age and the granular deposits remain smaller. b Positive NOTCH3 staining in a brain vessel of a CADASIL patient. c NOTCH3 immunostaining of extra-cerebral arteries of 20-month-old tgN3MUT350 mice showing clear granular NOTCH3 staining in vessels
of the heart, liver and skin. The aortic wall shows a diffuse and faint NOTCH3 staining pattern comparable to that seen in non-transgenic
littermates, whereas the smaller vessels around the aorta do show characteristic granular NOTCH3 staining. d Electron microscopy on
brain vessels from 12-month-old tgN3MUT350 mice shows characteristic electron dense deposits reminiscent of granular osmiophilic material
(GOM). GOM deposits were first seen at 5–6 months of age. e Electron microscopy on brain tissue from a deceased CADASIL patient
shows pathognomonic GOM deposits, adjacent to the basement membrane surrounding the VSMCs. * = granular osmiophilic material
(GOM), BM = basement membrane, VSMC = vascular smooth muscle cell aged 20 months (Additional file 1, Figure S4, S5). In
two of the six tgN3MUT350 mice, hyperintensities
were seen on T2 weighted images, cranial to the cor-
pus callosum and around the ventricles in the frontal
lobe. However, similar hyperintensities were found in one
non-transgenic littermate. Histopathological examination
did not show any signs of astrogliosis or white matter le-
sions in the mutant mice. The absence of consistent and
specific brain abnormalities in tgN3MUT mice prohibited
the testing of a potential correlation between NOTCH3
score and brain phenotype. be used for pre-clinical testing of therapeutic strategies
aimed at delaying or reversing NOTCH3 accumulation. Cerebrovascular
NOTCH3
accumulation
was
se-
lected as a potential biomarker because it was con-
sistently and specifically found in tgN3MUT mice, and
showed an early age at onset and clear progression. Also, NOTCH3 accumulation is a plausible surrogate
marker for CADASIL because it is universally present
in the cerebrovasculature of CADASIL patients and is be-
lieved to play an important role in disease pathophysiology
[22]. Because of the lack of consistent brain abnormalities
in our mice, we were unable to correlate the NOTCH3
score to a brain phenotype. Age at onset of vascular NOTCH3 protein accumulation
correlates with NOTCH3 expression levels However, an early age at onset
of NOTCH3 accumulation has previously been found to
be associated with the development of brain parenchymal
damage in mice [9]. Moreover, age is one of the most im-
portant predictors of CADASIL disease severity and pro-
gression [14, 23], implicating that the age-dependent
increase in NOTCH3 score is a relevant surrogate marker
for disease progression. Sample size calculations we per-
formed show that the NOTCH3 score is a feasible bio-
marker for pre-clinical therapeutic studies, as an effect on
NOTCH3 accumulation can be assessed in relatively small
groups of mice. For example, treatment of 7 mice allows
for the detection of a 50 % effect on the progression of the
NOTCH3 score, when treating from 6 to 24 weeks of age. Discussion To facilitate the testing of pre-clinical therapeutic in-
terventions for CADASIL, we generated a transla-
tional, human genomic NOTCH3 transgenic mouse
model with an early vascular phenotype, and devel-
oped a biomarker in this model. The mutant mice re-
capitulate the CADASIL vascular phenotype with early
onset and progressive cerebrovascular NOTCH3 accumu-
lation and GOM deposits in arterioles. The respective
NOTCH3 RNA expression levels in the four mutant
mouse strains correlate strongly and consistently with the
age at onset and progression of NOTCH3 protein accu-
mulation, with the highest expressing mouse strain devel-
oping
vascular
NOTCH3
accumulation
as
early
as
6 weeks of age. The quantitative biomarker we developed,
the NOTCH3 score, allows for a sensitive and objective
measure of NOTCH3 accumulation, which can therefore g
g
We found that the NOTCH3 score can also be mea-
sured in the cerebrovasculature of deceased CADASIL
patients. Evidently, a NOTCH3 score in brain sections is Table 1 The NOTCH3 RNA expression level correlates with the age at onset of cerebrovascular NOTCH3 protein accumulation
Mouse strain
NOTCH3 expression levela
Age at onset NOTCH3 accumulationb
tgN3MUT 350
350 %
6 weeks
tgN3MUT 200
200 %
3 months
tgN3MUT 150
150 %
5 months
tgN3MUT 100
100 %
12 months
a mRNA NOTCH3 expression levels relative to endogenous mouse Notch3 expression levels b first sign of positive, granular NOTCH3 staining in brain vessels, as
determined by an experienced neuropathologist (S.v.D) Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Page 8 of 10 Fig. 3 Quantitative analysis of vascular NOTCH3 protein accumulation in transgenic human NOTCH3 p.Arg182Cys mice and in brain tissue of
CADASIL patients. a ImageJ processing of NOTCH3-immunostained brain sections of tgN3MUT350 mice. The images were filtered to reduce
background signal and a standardised threshold was applied to determine the NOTCH3- positive area composed of individual granular NOTCH3
deposits, resulting in the NOTCH3 score. b Quantitative analysis of NOTCH3 accumulation in tgN3MUT350 mice. The NOTCH3 score shows
an age-dependent increase and allows for a sensitive discrimination between age groups (One-Way ANOVA, Fishers least significant difference). c Validation of the NOTCH3 score in tgN3MUT150 mice, also showing an age-dependent increase. At each time point, the score is lower in tgN3MUT150
than in tgN3MUT350 mice (unpaired t-test), reflecting the correlation between NOTCH3 RNA expression and NOTCH3 protein accumulation. Data represent the average +/−SD of the three mice analysed per time point. Discussion d ImageJ analysis of human brain sections double stained
with NOTCH3 and CD31. The vessel area was selected based on the staining with the endothelial cell marker CD31, and within this area,
the NOTCH3 score was determined. e CADASIL patients show a significantly higher NOTCH3 score than age-matched controls. (unpaired
t-test) Data represent the average +/−SD of three CADASIL patients and three control individuals Fig. 3 Quantitative analysis of vascular NOTCH3 protein accumulation in transgenic human NOTCH3 p.Arg182Cys mice and in brain tissue of
CADASIL patients. a ImageJ processing of NOTCH3-immunostained brain sections of tgN3MUT350 mice. The images were filtered to reduce
background signal and a standardised threshold was applied to determine the NOTCH3- positive area composed of individual granular NOTCH3
deposits, resulting in the NOTCH3 score. b Quantitative analysis of NOTCH3 accumulation in tgN3MUT350 mice. The NOTCH3 score shows
an age-dependent increase and allows for a sensitive discrimination between age groups (One-Way ANOVA, Fishers least significant difference)
c Validation of the NOTCH3 score in tgN3MUT150 mice, also showing an age-dependent increase. At each time point, the score is lower in tgN3MUT150
than in tgN3MUT350 mice (unpaired t-test), reflecting the correlation between NOTCH3 RNA expression and NOTCH3 protein accumulation. Data represent the average +/−SD of the three mice analysed per time point. d ImageJ analysis of human brain sections double stained
with NOTCH3 and CD31. The vessel area was selected based on the staining with the endothelial cell marker CD31, and within this area,
the NOTCH3 score was determined. e CADASIL patients show a significantly higher NOTCH3 score than age-matched controls. (unpaired
t-test) Data represent the average +/−SD of three CADASIL patients and three control individuals not a feasible biomarker in clinical trials. However, vas-
cular NOTCH3 accumulation has been extensively dem-
onstrated in skin biopsies of CADASIL patients and is
detectable decades before the onset of clinical symptoms
[18, 19]. In a single family study, an age-dependent in-
crease in GOM deposits in skin biopsies was found up
to 50 years of age [24]. Although previous studies did
not find a correlation between skin biopsy NOTCH3 im-
munostaining and disease severity, these studies were
limited by a qualitative assessment of the NOTCH3
staining intensity [18, 19]. Whether such a correlation can be established using our quantitative NOTCH3 score,
will have to be assessed in future prospective studies. Conclusions 5. Chabriat H, Joutel A, Dichgans M, Tournier-Lasserve E, Bousser MG. Cadasil. Lancet Neurol. 2009;8:643–53. 5. Chabriat H, Joutel A, Dichgans M, Tournier-Lasserve E, Bousser MG. Cadasil. Lancet Neurol. 2009;8:643–53. In conclusion, we developed a novel, unique human
NOTCH3 transgenic mouse model and a NOTCH3 score
which is a robust and sensitive biomarker for CADASIL. This translational model is ideally suited for pre-clinical
testing of therapeutic strategies aimed at delaying or re-
versing NOTCH3 protein accumulation. 6. Arboleda-Velasquez JF, Manent J, Lee JH, Tikka S, Ospina C, Vanderburg
CR, et al. PNAS Plus: Hypomorphic Notch 3 alleles link Notch signaling
to ischemic cerebral small-vessel disease. Proc Natl Acad Sci U S A. 2011;108:E128–35. 7. Monet-Lepretre M, Bardot B, Lemaire B, Domenga V, Godin O, Dichgans M,
et al. Distinct phenotypic and functional features of CADASIL mutations in
the Notch3 ligand binding domain. Brain. 2009;132:1601–12. 7. Monet-Lepretre M, Bardot B, Lemaire B, Domenga V, Godin O, Dichgans M,
et al. Distinct phenotypic and functional features of CADASIL mutations in
the Notch3 ligand binding domain. Brain. 2009;132:1601–12. 8. Ruchoux MM, Domenga V, Brulin P, Maciazek J, Limol S, Tournier-
Lasserve E, et al. Transgenic mice expressing mutant Notch3 develop
vascular alterations characteristic of cerebral autosomal dominant
arteriopathy with subcortical infarcts and leukoencephalopathy. Am J
Pathol. 2003;162:329–42. Authors’ contributions JWR, AMJMvdM and SAJLO designed the study. JWR, RRK, IMH, DSP, HGD,
LAMB and CB performed experiments. Generation of transgenic mice: HGD,
CB, AAR, JSV, AMJMvdM and SAJLO. Molecular characterization: JWR, RRK,
HD, LAMB and AMJMvdM. Pathological analysis and quantification: JWR, RRK,
IMH, SGvD and SAJLO. MRI analysis: JWR, DP, LvdW and SAJLO. JWR and
SAJLO wrote the first draft of the manuscript. JWR, AMJMvdM and SAJLO
revised the final draft of the manuscript. All authors read and approved the
final manuscript. 13. Evers MM, Toonen LJ, van Roon-Mom WM. Antisense oligonucleotides
in therapy for neurodegenerative disorders. Adv Drug Deliv Rev. 2015;
87:90–103. 14. Peters N, Herzog J, Opherk C, Dichgans M. A two-year clinical follow-up
study in 80 CADASIL subjects: progression patterns and implications for
clinical trials. Stroke. 2004;35:1603–8. SAJLO wrote the first draft of the manuscript. JWR, AMJMvdM and SAJLO
revised the final draft of the manuscript. All authors read and approved the
final manuscript. 15. Dichgans M, Filippi M, Bruning R, Iannucci G, Berchtenbreiter C, Minicucci L,
et al. Quantitative MRI in CADASIL: correlation with disability and cognitive
performance. Neurology. 1999;52:1361–7. Competing interests NOTCH3 antisense therapies have been patented by the Leiden University
Medical Center. As co-inventors on this patent HD, AAR and SAJLO are
entitled to a share of potential royalties. 12. Joutel A. Pathogenesis of CADASIL: transgenic and knock-out mice to probe
function and dysfunction of the mutated gene, Notch3, in the
cerebrovasculature. Bioessays. 2011;33:73–80. Received: 5 November 2015 Accepted: 14 December 2015 Received: 5 November 2015 Accepted: 14 December 2015 21. Ruijter JM, Ramakers C, Hoogaars WM, Karlen Y, Bakker O, van den Hoff MJ,
et al. Amplification efficiency: linking baseline and bias in the analysis of
quantitative PCR data. Nucleic Acids Res. 2009;37:e45. Discussion This novel CADASIL mouse model is especially suit-
able for testing therapeutic strategies for a number of
reasons. The presence of the human NOTCH3 gene in
our mouse model allows for testing compounds specific-
ally directed at human NOTCH3, thereby avoiding an
additional hurdle in the translation from pre-clinical to
clinical trials. The fact that we used a genomic NOTCH3
construct allows for testing therapeutic interventions
that target mutant NOTCH3 at the genomic or (pre-) Page 9 of 10 Rutten et al. Acta Neuropathologica Communications (2015) 3:89 Page 9 of 10 mRNA level. Such interventions, for example using
antisense oligonucleotides to reduce or modify mutant
NOTCH3 protein, are being developed in our lab (Rutten
et al., unpublished, patent no. WO 2010085151 A2). Another practical advantage is that in this early onset
model, treatment can be initiated at an early age. 2. Joutel A, Andreux F, Gaulis S, Domenga V, Cecillon M, Battail N, et al. The
ectodomain of the Notch3 receptor accumulates within the
cerebrovasculature of CADASIL patients. J Clin Invest. 2000;105:597–605. 3. Ruchoux MM, Guerouaou D, Vandenhaute B, Pruvo JP, Vermersch P, Leys D. Systemic vascular smooth muscle cell impairment in cerebral autosomal
dominant arteriopathy with subcortical infarcts and leukoencephalopathy. Acta Neuropathol. 1995;89:500–12. 4. Pfefferkorn T, von Stuckrad-Barre S, Herzog J, Gasser T, Hamann GF,
Dichgans M. Reduced cerebrovascular CO(2) reactivity in CADASIL: A
transcranial Doppler sonography study. Stroke. 2001;32:17–21. Additional file 1: Supplemental materials. (DOCX 2768 kb) 9. Joutel A, Monet-Lepretre M, Gosele C, Baron-Menguy C, Hammes A,
Schmidt S, et al. Cerebrovascular dysfunction and microcirculation
rarefaction precede white matter lesions in a mouse genetic model of
cerebral ischemic small vessel disease. J Clin Invest. 2010;120:433–45. Abbreviations CADASIL: Cerebral Autosomal Dominant Arteriopathy with Subcortical
Infarcts and Leukoencephalopathy; NOTCH3ECD: Extracellular domain of the
NOTCH3 protein; GOM: Granular osmiophillic material; VSMCs: Vascular
smooth muscle cells; MRI: Magnetic resonance imaging. 10. Lundkvist J, Zhu S, Hansson EM, Schweinhardt P, Miao Q, Beatus P, et al. Mice carrying a R142C Notch 3 knock-in mutation do not develop a
CADASIL-like phenotype. Genesis. 2005;41:13–22. 11. Wallays G, Nuyens D, Silasi-Mansat R, Souffreau J, Callaerts-Vegh Z, Van NA,
et al. Notch3 Arg170Cys knock-in mice display pathologic and clinical
features of the neurovascular disorder cerebral autosomal dominant
arteriopathy with subcortical infarcts and leukoencephalopathy. Arterioscler
Thromb Vasc Biol. 2011;31:2881–8. Acknowledgements g
This work was financially supported by the Netherlands Organisation for
Health Research and Development (ZonMw) (JWR, AAR and SAJLO) and the
Netherlands Genomics Initiative (NGI)/NOW (AMJMvdM). The authors would
like to thank Jos van der Kaa for oocyte injections, Nathalie Rieff and
Stephany Koelewijn for technical assistance, Sandra van Heiningen for mouse
breeding, employees of the LUMC animal facility for mouse upkeep, and
Peter Neeskens for electron microscopy sample preparation. This work was financially supported by the Netherlands Organisation for
Health Research and Development (ZonMw) (JWR, AAR and SAJLO) and the
Netherlands Genomics Initiative (NGI)/NOW (AMJMvdM). The authors would
like to thank Jos van der Kaa for oocyte injections, Nathalie Rieff and
Stephany Koelewijn for technical assistance, Sandra van Heiningen for mouse
breeding, employees of the LUMC animal facility for mouse upkeep, and
Peter Neeskens for electron microscopy sample preparation. This work was financially supported by the Netherlands Organisation for
Health Research and Development (ZonMw) (JWR, AAR and SAJLO) and the
Netherlands Genomics Initiative (NGI)/NOW (AMJMvdM). The authors would
like to thank Jos van der Kaa for oocyte injections, Nathalie Rieff and 16. Holtmannspotter M, Peters N, Opherk C, Martin D, Herzog J, Bruckmann H,
et al. Diffusion magnetic resonance histograms as a surrogate marker and
predictor of disease progression in CADASIL: a two-year follow-up study. Stroke. 2005;36:2559–65. Stephany Koelewijn for technical assistance, Sandra van Heiningen for mouse
breeding, employees of the LUMC animal facility for mouse upkeep, and
Peter Neeskens for electron microscopy sample preparation. 17. Molko N, Pappata S, Mangin JF, Poupon F, LeBihan D, Bousser MG, et
al. Monitoring disease progression in CADASIL with diffusion magnetic
resonance imaging: a study with whole brain histogram analysis. Stroke. 2002;33:2902–8. 1.
Joutel A, Corpechot C, Ducros A, Vahedi K, Chabriat H, Mouton P, et al.
Notch3 mutations in CADASIL, a hereditary adult-onset condition causing
stroke and dementia. Nature. 1996;383:707–10. Author details
1 18. Joutel A, Favrole P, Labauge P, Chabriat H, Lescoat C, Andreux F, et al. Skin
biopsy immunostaining with a Notch3 monoclonal antibody for CADASIL
diagnosis. Lancet. 2001;358:2049–51. 1Department of Human Genetics, Leiden University Medical Center, Leiden,
The Netherlands. 2Department of Pathology, Leiden University Medical
Center, Leiden, The Netherlands. 3Department of Radiology, Leiden
University Medical Center, Leiden, The Netherlands. 4Department of Clinical
Genetics, K5-R, Leiden University Medical Center, PO Box 9600 2300 RC,
Leiden, The Netherlands. 5Department of Neurology, Leiden University
Medical Center, Leiden, The Netherlands. 19. Lesnik Oberstein SA, van Duinen SG, van den Boom R, Maat-Schieman
ML, van Buchem MA, van Houwelingen HC, et al. Evaluation of
diagnostic NOTCH3 immunostaining in CADASIL. Acta Neuropathol. 2003;106:107–11. 20. Tischer BK, von Einem J, Kaufer B, Osterrieder N. Two-step red-mediated
recombination for versatile high-efficiency markerless DNA manipulation in
Escherichia coli. Biotechniques. 2006;40:191–7. 23.
Dichgans M, Mayer M, Uttner I, Bruning R, Muller-Hocker J, Rungger G, et al.
The phenotypic spectrum of CADASIL: clinical findings in 102 cases. Ann
Neurol. 1998;44:731–9. Rutten et al. Acta Neuropathologica Communications (2015) 3:89 24.
Brulin P, Godfraind C, Leteurtre E, Ruchoux MM. Morphometric analysis of
ultrastructural vascular changes in CADASIL: analysis of 50 skin biopsy
specimens and pathogenic implications. Acta Neuropathol. 2002;104:241–8. proteins by excess Notch3ECD: a new pathomechanism in CADASIL. Brain.
2013;136:1830–45. proteins by excess Notch3ECD: a new pathomechanism in CADASIL. Brain.
2013;136:1830–45.
23.
Dichgans M, Mayer M, Uttner I, Bruning R, Muller-Hocker J, Rungger G, et al.
The phenotypic spectrum of CADASIL: clinical findings in 102 cases. Ann
Neurol. 1998;44:731–9.
24.
Brulin P, Godfraind C, Leteurtre E, Ruchoux MM. Morphometric analysis of
ultrastructural vascular changes in CADASIL: analysis of 50 skin biopsy
specimens and pathogenic implications. Acta Neuropathol. 2002;104:241–8. proteins by excess Notch3ECD: a new pathomechanism in CADASIL. Brain.
2013;136:1830–45. References 1. Joutel A, Corpechot C, Ducros A, Vahedi K, Chabriat H, Mouton P, et al. Notch3 mutations in CADASIL, a hereditary adult-onset condition causing
stroke and dementia. Nature. 1996;383:707–10. 22. Monet-Lepretre M, Haddad I, Baron-Menguy C, Fouillot-Panchal M, Riani M,
Domenga-Denier V, et al. Abnormal recruitment of extracellular matrix Page 10 of 10 Rutten et al. Acta Neuropathologica Communications (2015) 3:89 • We accept pre-submission inquiries
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English
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Evaluation of chia and flax mucilages as consolidants of paint films and as hydrogels used in the cleaning of canvases reverses: first results
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The European physical journal plus
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a e-mail: marinpal@ucm.es (corresponding author) Evaluation of chia and flax mucilages as consolidants of paint films
and as hydrogels used in the cleaning of canvases reverses: first results a Prietoa
, Sonia Santos Gómez
, Marta Pérez-Estébanez
, José Manuel De la Roja Received: 28 July 2022 / Accepted: 4 June 2023
© The Author(s) 2023 Abstract In the field of conservation of cultural heritage, animal glues, synthetic resins, and some polysaccharides are used to
consolidate pictorial layers. Meanwhile, in order to clean the obverse and the reverse of paintings, organic solvents and aqueous
systems are sometimes employed in the form of gels. In this work, vegetable mucilages have been tested for both applications. This research has been carried out in several phases. Firstly, mucilages were extracted from flax and chia seeds. The efficacy of the
obtained products was tested on two kinds of mock-ups. As consolidantes, the mucilages were applied on a board with a film of
powdery tempera painting. In the case of their use as cleaning gels, two linen cloths were prepared: one with animal glue and the other
with gacha, an adhesive used in the Mediterranean Basin. In the last step, the efficacy and safety of the treatments were determined
through microscopic observations and FTIR-ATR measurements. Colour and gloss characterisation were also performed in the
consolidated pictorial layers. According to the first results shown in this work, flax mucilage can consolidate disintegrated layers of
rabbit-skin glue tempera producing minimum colour and gloss changes, whereas chia mucilage has less efficacy to consolidate the
tempera. Regarding the efficacy of mucilages as hydrogels, both have shown promising results. With these first results, future work
will focus on the study of the long-term behaviour of vegetable mucilages through accelerated artificial ageing and on laying the
foundations for their use in other conservation treatments, such as the cleaning of pictorial layers. Eur. Phys. J. Plus (2023) 138:555
https://doi.org/10.1140/epjp/s13360-023-04158-z Regular Article 1 Introduction In any case,
the simplest way to differentiate them is though their biological function: gums are substances exuded by plants in response to an 12 3 555
Page 2 of 13 555
Page 2 of 13 Eur. Phys. J. Plus (2023) 138:555 external physical threat or other adverse conditions, so their function is to seal the injured area [9], whilst mucilages are part of the
metabolism of the plant, the seed or the organism in general. external physical threat or other adverse conditions, so their function is to seal the injured area [9], whilst mucilages are part of the
metabolism of the plant, the seed or the organism in general. Several functions are attributed to mucilages, such as retaining water to prevent desiccation of plant tissues [8]. They also
constitute a reservoir of nutrients for the plant, due to its polysaccharide nature. Mucilages also favour germination because they
increase the contact surface between the seed and the earth substrate, increasing water diffusion [10, 11]. For their use as thickeners
in the production of hydrogels, two properties are interesting: their ability to retain water [10], and their capacity to form highly
viscous solutions at low concentrations, due to the presence of branched structures which contain hydroxyl groups that can form
hydrogen bonds with water [11–13]. On the other hand, mucilages can be used in the elaboration of water-based glues due to their adhesive properties [11, 12], which
make them interesting as consolidants of disintegrated paint films. In this work, the authors propose the application of some mucilages obtained from vegetal organisms, rather than synthetic resins,
in the field of conservation and restoration of cultural heritage, in accordance with the current trend to use biodegradable materials
whose processing does not imply a significant carbon footprint. Therefore, the aim of this research is to explore the possibilities of
mucilages extracted from not expensive seeds, easily acquired in the market, like flax and chia, (as opposed to baba de nopal or
tzauhtli, whose raw materials are more difficult to find in Spain), to obtain products that could be suitable to consolidate tempera
pictorial layers and to make hydrogels to remove natural adhesives in the reverse of paintings. The study of these possibilities can
determine if they could constitute new and good alternatives to the products currently used for these purposes. 1 Introduction The use of mucilages in the artistic field is not new. In the past, some pre-Columbian cultures already used certain mucilages in the
creation of their art works before and during the Viceroyalty. One example of this kind of materials is tzauhtli, a mucilage obtained
from the pseudobulbs of certain endemic orchids in Mexico. This product was used as an adhesive by Mexican artisans in the
manufacture of feather mosaics, as a binder for certain pigments in mural paintings and in the paste to create some light sculptures,
such as those popularly known as Cristos de maíz [1]. Over the years, they fell into disuse, at the beginning, due to the animal glues
brought from Europe and, later on, to the appearance of synthetic adhesives [2]. In the field of conservation–restoration of cultural heritage, synthetic polymers and animal glues have been commonly used for
consolidation or cleaning purposes. However, products such as agar–agar or funori, polysaccharides obtained from algae, which
are not considered part of the plant kingdom, are finding gradually more use nowadays [3]. Nevertheless, only a few examples of
the use of mucilages from vegetal origin as conservation materials can be found. The adhesive known as tzauhtli has been tested
recently in Mexico as consolidant for highly degraded fabrics with satisfactory results [4]. Another example is the treatment applied
to Bandera Coronela del Batallón de Infantería Rey Fernando, located in the Army Museum (Toledo, Spain), in which it was used
a mixture of tzauhtli, Methocel™(hydroxypropylmethylcellulose) and sorbitol, applied by impregnation with a brush (personal
communication). On the other hand, the mucilage extracted from nopal, popularly known as baba de nopal, is used, especially in
Mexico, as an additive in mortars in the field of building rehabilitation [5]. Mucilages can be found in different organs of the plants (bulbs, roots, stems, leaves, and flowers) and in seeds, especially in the
outer tegument. They are heterogeneous polysaccharides constituted by macromolecules which consist of some monosaccharides,
such as galactose, mannose, glucose and other glucid derivatives, linked by glycosidic bonds [6–8]. It is worth noting that there is some confusion between mucilages and vegetal gums since they are both polysaccharides with
similar composition. Jean Bruneton recommends grouping all these plants products under the term hydrocolloids [6]. 2 Materials and methods The methodology applied in this work can be summarised in four steps: 1- Extraction of the mucilages from the seeds. 1- Extraction of the mucilages from the seeds. 2- Characterisation of the obtained products. 3- Preparation of mock-ups to test the mucilages as consolidants of pigments in tempera paintings and
natural adhesives. Three mock-ups, imitating different artistic objects, were prepared. One of them (Mock-up A) was made to simulate a film of
rabbit glue tempera painting with a deficiency in the binder that was applied on panel. The objective for this mock-up was testing
the effectiveness of chia and linseed mucilages as consolidantes to restore the cohesion of glue tempera pictorial layers, given the
adhesive capacity of mucilages. The other two mock-ups were made imitating canvas paintings reverses, to which two different types of natural adhesives, widely
used in the Mediterranean area, were applied: rabbit skin glue (Mock-up BI) and gacha (Mock-up BII). In this case, mucilages were
used as gels due to their ability for absorbing water, to test their capacity for eliminating such adhesives. In both cases, the aim was to make a first approximation of the necessary methodology to check their
of conservation of cultural heritage, making an incipient assessment of the method of application, in the c 4- To study the mucilage´s efficacy for such treatments and their safety by analysing the possible changes in colour and gloss of
the surfaces, as well as the presence of rests of gacha, rabbit skin glue and mucilages after the treatments. p
g
g
g
To prepare the mock-ups, the materials summarised in Table 1 were used: To prepare the mock-ups, the materials summarised in Table 1 were used: 2.1 Equipment 2.1 Equipment To characterise the extracted mucilages and to analyse the cleaned surfaces, Fourier transform infrared spectroscopy (FTIR) with
Attenuated Total Reflection (ATR) has been used with a Fourier transform infrared spectrometer (Thermo Scientific Nicolet 380)
with a DTGS (deuterated triglycine sulphate) temperature-stabilized coated detector and equipped with an attenuated total reflection Table 1 Materials used in the elaboration of mock-ups and commercial brand in brackets
Mock-up
Consolidation: Mock-up A
Aqueous cleaning gel: Mock-up BI Mock-up BII
Support
Plywood board (30×24 cm)
Two Velázquez type linen canvases placed on 22×27 cm
stretchers
Ground
Ground made with rabbit-skin glue (CTS) and plaster of Paris (M. Barrero)
Mock-up BI: rabbit-skin glue (CTS). Mock-up BII: gacha*
Pictorial layer
Tempera paint, made with rabbit-skin glue (CTS) and ultramarine
blue pigment (Sennelier)
––
*Gacha is the most common adhesive used in the Mediterranean countries to line canvas paintings. It has been prepared from colletta, wheat flour (Gallo),
water and Venetian turpentine (Talens). Colletta was made of animal glue (CTS), water and vinegar (Alipende) Table 1 Materials used in the elaboration of mock-ups and commercial brand in brackets
Mock-up
Consolidation: Mock-up A
Aqueous cleaning gel: Mock-up BI Mock-up BII
Support
Plywood board (30×24 cm)
Two Velázquez type linen canvases placed on 22×27 cm
stretchers
Ground
Ground made with rabbit-skin glue (CTS) and plaster of Paris (M. Barrero)
Mock-up BI: rabbit-skin glue (CTS). Mock-up BII: gacha*
Pictorial layer
Tempera paint, made with rabbit-skin glue (CTS) and ultramarine
blue pigment (Sennelier)
––
*Gacha is the most common adhesive used in the Mediterranean countries to line canvas paintings. It has been prepared from colletta, wheat flour (Gallo),
water and Venetian turpentine (Talens). Colletta was made of animal glue (CTS), water and vinegar (Alipende) Table 1 Materials used in the elaboration of mock-ups and commercial brand in brackets 12 3 Page 3 of 13
555 13
555 555 (2023) 138:555 Phys. J. Plus (2023) 138:555 Eur. Phys. J. Plus Table 2 Mucilage extraction
procedure Table 2 Mucilage extraction
procedure
Extraction procedure
Raw material
Chia seeds
Flax seeds
Origin
Brand San Blas. Chile
Brand San Blas. Poland
Proportion of seed: water (w/w)
1:50
1:40
Extraction
The mixture of seeds and water was heated at 70
°C during one hour with constant stirring at
1200 rpm Then, it was introduced in an
ultrasound bath for 10 min to accelerate the
separation of the mucilage. After that, the
mixture was filtered. 2.1 Equipment The solutions were heated
at 80 °C with constant agitation, at 1200 rpm,
until it reduced its volume to half [16, 17]
Purification
The solutions were heated at 55°C, and ethanol
was added in a 1:1 volume ratio. The mixtures
were shaken vigorously for 10 s and allowed to
stand for approximately 20 min, whilst the
mucilages began to coagulate. They were then
separated by filtration [18]
Drying
Mucilages were dried in a stove at 42°C for 24 h
and then, milled using a glass mortar
Final product appearance
Brown and shiny powder
Golden and shiny powder Flax seeds
Brand San Blas. Poland
1:40 Golden and shiny powder diamond crystal accessory. The spectra were obtained in absorbance mode from 60 scans, in the range 4000–400 cm−1 at 4 cm−1
resolution and were analysed using Omnic v 7.3 and processed with Origin v 7.0. diamond crystal accessory. The spectra were obtained in absorbance mode from 60 scans, in the range 4000–400 cm−1 at 4 cm−1
resolution and were analysed using Omnic v 7.3 and processed with Origin v 7.0. y
g
p
g
To study the possible colours and gloss changes occurred after the consolidation treatment, the prepared mock-ups were studied,
checking various areas before and after the application. For the colour, it was used a CM-2600d spectrophotometer from Konica-
Minolta, in a wavelength range of 400–700 nm and at an interval of 10 nm. This equipment works with the standard illuminant
D65, standard 10º observer, reflection optical geometry (d/8) and measurement area diameter of 3 mm. The data were acquired by
using the CM-S100w 1.91.0002 SpectraMagic software and processed in a spreadsheet. Three colour measurements were made in
each area, subsequently calculating their average value. To determine the colour variations experienced, it was used the CIE2000
formula [14]. Possible gloss changes were verified by using a TRIO NK-Glossmeter from Neurtek, making four measures in each
area, choosing the 85º angular gloss. To verify the effectiveness of the mucilages in the elimination of natural adhesives from the mock-ups BI and BII, and the possible
rests after the treatment, the surfaces were observed, firstly, using natural direct and raking light and, subsequently, with a digital
video microscope MOD.AM4113 T-FVW from Dino- Lite, using both visible and UV lights. 3.1 Extraction of mucilages Some aspects were considered in the selection of the mucilages, such as their commercial availability and the easy reproducibility
of the extraction process. To obtain mucilages from flax and chia seeds, it has been used an aqueous process in all cases, employing deionised water, Some aspects were considered in the selection of the mucilages, such as their commercial availability and the easy reproducibility
of the extraction process. To obtain mucilages from flax and chia seeds, it has been used an aqueous process in all cases, employing deionised water,
following the method indicated in Table 2. 3.2 Characterisation of mucilages 3.2 Characterisation of mucilages To characterise the products obtained, the samples were subjected to FTIR analyses. The spectra obtained are shown in Fig. 1. They
show the characteristic bands of a polysaccharide: the bands in the 950–1150 cm−1 range are attributed to glycosidic (C–O–C)
bonds [17]. In this range, bands corresponding to arabinose at 1143 cm−1, mannose around 1070 cm−1 and glucose at 1030 cm−1
are also found [19, 20]. The broad band around 3274 cm−1 can be ascribed to O–H stretching vibrations [20]. Symmetrical C-OO
stretching causes bands around 1410 cm−1, and the absorption at 1601 cm−1 is the result of asymmetric C-OO stretching. In the
chia mucilage, small bands appear at 1730 cm−1 and 1541 cm−1, which can be attributed to the carboxylate group of uronic acid
[21, 22]. Bands at 2926 and 2854 cm−1 refer to C-H absorptions; these include CH, CH2 and CH3 stretching and bending vibrations,
both symmetric and asymmetric, and occasionally double O–H overlaps [17]. 12 3 555
Page 4 of 13 Eur. Phys. J. Plus (2023) 138:555 Fig. 1 FTIR-ATR spectra of the
chia and flax mucilages obtained
3.3 Elaboration of the mock-ups
The mock-ups have been prepared taken into account in which purposes this kind of substances could be more useful in the field of
conservation of cultural heritage. Fig. 1 FTIR-ATR spectra of the
chia and flax mucilages obtained 3.3 Elaboration of the mock-ups 3.3 Elaboration of the mock-ups The mock-ups have been prepared taken into account in which purposes this kind of substances could be more useful in the field of
conservation of cultural heritage. The mock-ups have been prepared taken into account in which purposes this kind of substances could be more useful in the field of
conservation of cultural heritage. It is well known that one of the most important difficulties in conservation of old tempera paintings, especially when the medium
is animal glue, either applied on canvas or wood, is to consolidate these sensitive layers. The product chosen should be effective
to agglutinate the pigments, but also it must respect the colour and the brightness of the pictorial layers. The different consolidants
that are usually used for this task, with better or worse results as some studies show, can be of synthetic origin, such as Paraloid®
B72, Isinglass®, Aquazol® 200, or of natural origin, such as funori [23]. 3.2 Characterisation of mucilages In many cases, one of the most important problems caused
by the use of some of these products is about the gloss and colour changes that they produce in the paint films. This study tries to
check whether the chosen vegetable mucilages could be a better alternative to the current products used. To do so, the authors have
chosen a wooden support, in order to get a flat and hard surface which eases the colour and gloss measurement, but a canvas could
be also used. On the other side, the authors also wanted to know if the mucilages could be at least as useful as other products used as thickeners
in the formulation of gels (like agar–agar or Laponite®) still employed to remove water adhesives of the reverses of art works. Sometimes, when a lined painting on canvas is restored, it is necessary to eliminate the canvas used to reinforce the original one
and, after that, also the rests of adhesive (gacha) employed to adhere both cloths. On the other hand, a piece of cloth with rabbit-skin
glue is sometimes used to patch tears in the textile support. If it is necessary to eliminate the patch for some reasons—because it
is not useful anymore or even because it may be deforming the canvas—it is imperative to eliminate also the rests of the adhesive
afterwards and to leave the cloth clean before restoring it. In the elimination of adhesives, it can be stated that the use of gels allows
to apply controlled humidity, so that the possibility that the canvas and even the ground of the painting could be too wet, would be
reduced. They can also avoid the use of a wet cotton swab, which can cause a deformation in the canvas by rubbing it. In this way,
the other purpose of this work is to test if the mucilages obtained from flax and chia could be suitable for these tasks. One mock-up was prepared to test the mucilages effectiveness as consolidants for rabbit-skin glue tempera painting (Mock-up
A) and two more in the elaboration of hydrogels to eliminate natural adhesives (Mock-up BI and BII), as summarised in Table 1. For the purposes of these first tests, mock-ups were prepared trying to reproduce deteriorated artworks. Since this work includes
the first results obtained, the authors have tried on mock-ups directly, without being aged. 123 3.2 Characterisation of mucilages To fix the canvases to their
wooden bars, staples were used. On one of them (Mock-up BI), a solution of rabbit-skin glue, hydrated in a proportion of 1:12 at 50 °C (w/w), was applied by
impregnation with a brush, in two coats. For the other one, Mock-up BII, gacha was prepared according to a common recipe used in Spain. To make it, first it was necessary
to prepare the Italian colletta, for which 3 kg of strong animal glue were hydrated in 2 l of water during 24 h. Afterwards, the excess
of water was removed, and this glue was heated until it was dissolved. Afterwards, the rest of the components was added (vinegar
2 l, ox gall 50 g). Once the mixture was homogeneous, it was poured into trays, 3 cm thick, and left to cool. Once it had gelled, it
was cut into small prisms and laid out on a flat surface to dry, turning them for several days, so they would dry properly on all sides. Once the colletta was dried, the gacha was prepared. To do so, 300 g of flour were added to 1 l of water (23 °C) placed in a pot. The
mixture was cooked in a bain-marie, and it was beaten with a hand blender to remove any lumps. After that, it was continuously
stirred with a wooden spoon. Then, 100 g of colletta, weighed dry and then hydrated, were put to melt in a bain-marie, and 37 g of
Venice turpentine were added. Then, this mixture is added to the pot with the water and flour, stirring constantly. Once the gacha is
prepared in this way, two coats of it were applied at 50 °C by brush impregnation over the canvas. p p
y
pp
y
p g
The adhesives in both mock-ups were left to dry before testing the mucilages. The adhesives in both mock-ups were left to dry before testing the mucilages. mock-ups were left to dry before testing the mucilages. 3.4 Testing of mucilages on mock-ups: consolidants and cleaning gels The first step was to hydrate the mucilages extracted from the seeds. To evaluate their use as consolidants, different concentrations
were tested, as shown in Table 3. 3.2 Characterisation of mucilages Nevertheless, we plan to test mock-ups
subjected to artificial ageing in the next steps of this research. The first mock-up (Mock-up A) was elaborated with the intention to imitate a disintegrated tempera painting. A plywood board
was used as a support, on which it was first applied a layer of rabbit-skin glue previously hydrated in an adhesive: water ratio of
1:12 (w/w). This layer forms the link between the plywood substrate and the subsequent layers of the ground. Once the adhesive
coat dried, the ground was applied, with the same glue and with gilder gypsum. To prepare the ground, 150 ml of the same solution
of glue and water were mixed with enough amount of gilder gypsum using a glass rod. In order to achieve the effect of poorly bound tempera pictorial layer, the rabbit-skin glue was prepared with lower concentration
than usual. Therefore, a glue concentration to 1% in water (w/w) was used to agglutinate the ultramarine blue pigment that was
applied on the plywood board. 123 Eur. Phys. J. Plus (2023) 138:555 Page 5 of 13
555 555 Fig. 2 a Plywood board prepared with ground and the overlapping masking tapes adhered to prepare the paint layers, b deposit of the tempera on the board
and c spreading it with a wide flat spatula Fig. 2 a Plywood board prepared with ground and the overlapping masking tapes adhered to prepare the paint layers, b deposit of the tempera on the board
and c spreading it with a wide flat spatula Table 3 Concentration of
mucilages, their viscosity and
decision about the convenience of
being tested as consolidants
Mucilage
Chia
Flax
Concentration of mucilages(wt.%)
2%
1%
0.5%
2%
1%
0.5%
0.2%
Viscosity to be used as consolidant
High
Optimal
Optimal
High
High
High
Optimal
Tested on the mock-up
NO
YES
YES
NO
NO
YES
YES Paint layers of around 130 µm thickness were produced by spreading the tempera between two strips of masking tape using a
flat spatula (Fig. 2). Finally, before the tempera was dried, the masking tape was removed, leaving as a result 24×10 cm areas of
blue rabbit-skin glue tempera. On the other hand, to test the efficacy of mucilages in the elimination of natural adhesives, two mock-ups were made with
Velázquez type linen canvas placed on two 22×27 cm stretchers, (Mock-up BI and Mock-up BII). Table 3 Concentration of
mucilages, their viscosity and
decision about the convenience of
being tested as consolidants Fig. 3 Swabs: a treated area with
0.5% flax mucilage, b treated area
with 0.2% flax mucilage,
c untreated area, d treated area
with 1% chia mucilage and
e treated area with 0.5% chia
mucilage 3.2 Characterisation of mucilages J. us
( 0 3) 38:555
on placing a Japanese paper (Productos de conservación, ref. 25,501, 6 g) on the surface of
ted and to apply the mucilages with a flat and soft brush. The placement of the Japanese paper
ge was intended to avoid the dilution of the paint during the application of the consolidant. plied consecutively. Immediately after applying the third layer, the Japanese paper was gently
in the production of cleaning gels, mucilages from chia and flax were first hydrated in a
0 (w/w) during 24 h at room temperature (23 °C) to obtain a homogeneous gel. After 24 h, the The application method consisted on placing a Japanese paper (Productos de conservación, ref. 25,501, 6 g) on the surface of
the tempera painting to be consolidated and to apply the mucilages with a flat and soft brush. The placement of the Japanese paper
between the tempera and the mucilage was intended to avoid the dilution of the paint during the application of the consolidant. Three layers of consolidant were applied consecutively. Immediately after applying the third layer, the Japanese paper was gently
removed to prevent it from adhering. The application method consisted on placing a Japanese paper (Productos de conservación, ref. 25,501, 6 g) on the surface of
the tempera painting to be consolidated and to apply the mucilages with a flat and soft brush. The placement of the Japanese paper
between the tempera and the mucilage was intended to avoid the dilution of the paint during the application of the consolidant. Three layers of consolidant were applied consecutively. Immediately after applying the third layer, the Japanese paper was gently
removed to prevent it from adhering. To test the efficacy of mucilages in the production of cleaning gels, mucilages from chia and flax were first hydrated in a
mucilage/distilled water ratio of 1:10 (w/w) during 24 h at room temperature (23 °C) to obtain a homogeneous gel. After 24 h, the
mucilages were tested, following the methodology described below. A small amount of the mucilages were placed on selected areas, and they were left to act for 10 and 20 min. Afterwards, the
mucilages were removed using a soft plastic spatula. Finally, the area was left to dry. 3.2 Characterisation of mucilages The viscosity of the consolidant must be low enough to penetrate the paint film, but not so low
that it penetrates too deeply and does not remain in the thickness of the pictorial layer. Flax mucilages show higher viscosity than the chia ones hydrated to the same concentration. For this reason, flax mucilage was
tested also in a lower concentration (0.2%). After hydrating the mucilage for 24 h, the mixture was heated at 50 °C for approximately 10 min with a constant stirring at
600 rpm, to facilitate the dissolution of chia and flax mucilages. This temperature was selected with the aim of applying the minimum
heat needed to the mixture to avoid possible alterations associated with high temperature. Finally, the mucilages were allowed to
cool at room temperature. In the case of the 0.5% flax mucilage, one part was allowed to cool until 40 °C and the other to 23 °C
(room temperature), to test the effect of the increased temperature in the consolidation process and the possible dissolution of the
tempera. 12 3 555
Page 6 of 13
Eur. Phys. J. Plus (2023) 138:555
Fig. 3 Swabs: a treated area with
0.5% flax mucilage, b treated area
with 0.2% flax mucilage,
c untreated area, d treated area
with 1% chia mucilage and
e treated area with 0.5% chia
mucilage
The application method consisted on placing a Japanese paper (Productos de conservación, ref. 25,501, 6 g) on the surface of
the tempera painting to be consolidated and to apply the mucilages with a flat and soft brush. The placement of the Japanese paper
between the tempera and the mucilage was intended to avoid the dilution of the paint during the application of the consolidant. Three layers of consolidant were applied consecutively. Immediately after applying the third layer, the Japanese paper was gently
removed to prevent it from adhering. To test the efficacy of mucilages in the production of cleaning gels, mucilages from chia and flax were first hydrated in a
mucilage/distilled water ratio of 1:10 (w/w) during 24 h at room temperature (23 °C) to obtain a homogeneous gel. After 24 h, the
mucilages were tested, following the methodology described below. A small amount of the mucilages were placed on selected areas, and they were left to act for 10 and 20 min. Afterwards, the 555
Page 6 of 13 Eur. Phys. J. Plus (2023) 138:555 u . ys. 123 Fig. 4 Traces of pictorial film on
the Japanese paper interposed
when flax mucilage at 0.5% was
applied. The upper paper
corresponds to the one applied at
40 °C and the lower to the one
applied at 23 °C Fig. 5 Whitish veil formed where
chia mucilage was applied at a
0,5% and b 1% 4 Results and discussion To test the efficacy of mucilages as consolidants on Mock-up A, dry cotton swabs were gently rubbed on the surfaces of the paint
films before and after consolidation (Fig. 3). In the case of the flax mucilage, it was able to consolidate the pictorial film, with both
concentrations tested, 0.5% and 0.2%, and with both temperatures, 23 and 40 °C, as show the nearly clean cotton swabs. In contrast,
the efficacy of chia as consolidant was much lower than flax mucilage, since the swabs rubbed in both areas where the mucilage
was applied at 1% and at 0.5% appeared still rather stained (Fig. 3). The effect of the temperature during the consolidation process was tested using flax mucilage at 0.5% concentration applied at
23 and 40 °C. When the temperature is 40 °C, a high amount of pigment is attached to the Japanese paper, as can be seen in Fig. 4,
whilst a substantially smaller amount of blue pigment remains in the paper after the application of both mucilages, chia (1% and
0.5%) and flax (0.5% and 0.2%) at room temperature (23 °C). As a result, it can be stated that the application temperature is a
factor to be considered when evaluating the suitability of the application methodology to consolidate tempera painting: the higher
the temperature, the faster the tempera is dissolved, making the pigment to adhere to the paper during the consolidant application. 123 Page 7 of 13
555 Eur. Phys. J. Plus (2023) 138:555 of 13
555 555 Fig. 4 Traces of pictorial film on
the Japanese paper interposed
when flax mucilage at 0.5% was
applied. The upper paper
corresponds to the one applied at
40 °C and the lower to the one
applied at 23 °C
Fig. 5 Whitish veil formed where
chia mucilage was applied at a
0,5% and b 1%
Observation of paint films after consolidation evidenced a whitish veil, visible to the naked eye, formed in all areas where the chia
mucilage was applied at both 1 and 0.5% concentration (Fig. 5). This assessment is corroborated with the measurements of colour
variation. Thus, an increase in the colour parameters of (E00 2.18±0.54; E00 2.16±0.18) and gloss to 85º (Gloss 6.4±0.5;
Gloss 4.2±0.3) is experienced for the 1 and 0.5% concentrations, respectively. On the other hand, the use of flax mucilage did
not produce a whitish veil visible to the naked eye, and only a significant variation in gloss occurs when applied at 0.5% (Gloss
4.9±0.5), but colour changes are negligible (E00 <1), no matter the concentration used (Fig. 6). To study the effectiveness of the mucilages as cleaning gels, Mock-ups BI and BII were analysed with FTIR-ATR and observed
with direct and raking natural lights after cleaning. Reference FTIR-ATR spectra of the linen canvas support, the rabbit-skin glue, the gacha, the linen canvas support with rabbit-skin Fig. 4 Traces of pictorial film on
the Japanese paper interposed
when flax mucilage at 0.5% was
applied. The upper paper
corresponds to the one applied at
40 °C and the lower to the one
applied at 23 °C Observation of paint films after consolidation evidenced a whitish veil, visible to the naked eye, formed in all areas where the chia
mucilage was applied at both 1 and 0.5% concentration (Fig. 5). This assessment is corroborated with the measurements of colour
variation. Thus, an increase in the colour parameters of (E00 2.18±0.54; E00 2.16±0.18) and gloss to 85º (Gloss 6.4±0.5;
Gloss 4.2±0.3) is experienced for the 1 and 0.5% concentrations, respectively. On the other hand, the use of flax mucilage did
not produce a whitish veil visible to the naked eye, and only a significant variation in gloss occurs when applied at 0.5% (Gloss
4.9±0.5), but colour changes are negligible (E00 <1), no matter the concentration used (Fig. 6). Eur. Phys. J. Plus (2023) 138:555 6 a Variations of colour and b gloss with the application of the mucilages tested as consolidants Fig. 7 FTIR-ATR reference
spectra a Linen canvas with
gacha, b gacha, c linen canvas
with rabbit-skin glue, d rabbit-skin
glue and e linen canvas
canvas bands corresponding to carbohydrates (1100–900 cm−1) could not be considered, since they overlap with the bands of the
mucilages, chia and flax (Fig. 1and Fig. 8a). Consequently, it was necessary to consider other significant secondary bands: the band
at 1335 cm−1, attributed predominantly to the CH2 wagging vibration in the rabbit-skin glue and gacha [24, 25] and the band at
1315 cm−1, assigned to C-O–H and H-C–C bending vibrations to the linen canvas [26]. Figure 8b shows these bands, normalised
to the band at 1315 cm−1, of the linen canvas alone and the mock-up BI (with rabbit-skin glue) before and after being cleaned
with both mucilages. Spectra of the rabbit-skin glue alone are added as reference. As can be noticed, the cleaning treatments with
both flax and chia mucilages produce a drastic decrease in the band at 1335 cm−1 proving their efficacy in the elimination of the
rabbit-skin glue. Moreover, it can be established that the chia mucilage was able to eliminate the glue slightly better, independently
of the application time. Fig. 7 FTIR-ATR reference
spectra a Linen canvas with
gacha, b gacha, c linen canvas
with rabbit-skin glue, d rabbit-skin
glue and e linen canvas Fig. 7 FTIR-ATR reference
spectra a Linen canvas with
gacha, b gacha, c linen canvas
with rabbit-skin glue, d rabbit-skin
glue and e linen canvas canvas bands corresponding to carbohydrates (1100–900 cm−1) could not be considered, since they overlap with the bands of the
mucilages, chia and flax (Fig. 1and Fig. 8a). Consequently, it was necessary to consider other significant secondary bands: the band
at 1335 cm−1, attributed predominantly to the CH2 wagging vibration in the rabbit-skin glue and gacha [24, 25] and the band at
1315 cm−1, assigned to C-O–H and H-C–C bending vibrations to the linen canvas [26]. Figure 8b shows these bands, normalised
to the band at 1315 cm−1, of the linen canvas alone and the mock-up BI (with rabbit-skin glue) before and after being cleaned
with both mucilages. Spectra of the rabbit-skin glue alone are added as reference. Eur. Phys. J. Plus (2023) 138:555 To study the effectiveness of the mucilages as cleaning gels, Mock-ups BI and BII were analysed with FTIR-ATR and observed
with direct and raking natural lights after cleaning. Reference FTIR-ATR spectra of the linen canvas support, the rabbit-skin glue, the gacha, the linen canvas support with rabbit-skin
glue and the linen canvas support with gacha (Fig. 7), in addition to chia and flax mucilages (Fig. 1), are used to evaluate the surfaces
cleaned with the different hydrogels. Reference FTIR-ATR spectra of the linen canvas support, the rabbit-skin glue, the gacha, the linen canvas support with rabbit-skin
glue and the linen canvas support with gacha (Fig. 7), in addition to chia and flax mucilages (Fig. 1), are used to evaluate the surfaces
cleaned with the different hydrogels. For the evaluation of the cleaning process, it has been assumed that a greater cleaning effectiveness will mean more intense bands
corresponding to the linen canvas, whilst less cleaning means more intense bands of the rabbit-skin glue in Mock-up BI or gacha in
Mock-up BII. For the evaluation of the cleaning process, it has been assumed that a greater cleaning effectiveness will mean more intense bands
corresponding to the linen canvas, whilst less cleaning means more intense bands of the rabbit-skin glue in Mock-up BI or gacha in
Mock-up BII. The significant bands of both compounds which did not show strong overlap were chosen. Thus, the stron
glue/gacha corresponding to the amide I group and amide II group (1627/1638 cm−1 and 1524/1539 cm− The significant bands of both compounds which did not show strong overlap were chosen. Thus, the strong bands of the rabbit-skin
glue/gacha corresponding to the amide I group and amide II group (1627/1638 cm−1 and 1524/1539 cm−1, respectively) or linen 12 3 555
Page 8 of 13 Eur. Phys. J. Plus (2023) 138:555 555
Page 8 of 13 Fig. 6 a Variations of colour and b gloss with the application of the mucilages tested as consolidants
Fig. 7 FTIR-ATR reference
spectra a Linen canvas with
gacha, b gacha, c linen canvas
with rabbit-skin glue, d rabbit-skin
glue and e linen canvas
canvas bands corresponding to carbohydrates (1100 900 cm−1) could not be considered since they overlap with the bands of the Fig. 6 a Variations of colour and b gloss with the application of the mucilages tested as consolidants Fig. Eur. Phys. J. Plus (2023) 138:555 As can be noticed, the cleaning treatments with
both flax and chia mucilages produce a drastic decrease in the band at 1335 cm−1 proving their efficacy in the elimination of the
rabbit-skin glue. Moreover, it can be established that the chia mucilage was able to eliminate the glue slightly better, independently
of the application time. 123 123 12 Eur. Phys. J. Plus (2023) 138:555 Page 9 of 13
555 555 Fig. 8 a FTIR-ATR spectra of the rabbit-skin glue surfaces cleaned with the different hydrogels and of the references of linen canvas with rabbit glue
adhesive and linen canvas, in the range of 1700–1200 cm−1; b spectra in the 1350–1300 cm−1 region fitted over the 1315 cm−1 band. Fig. 8 a FTIR-ATR spectra of the rabbit-skin glue surfaces cleaned with the different hydrogels and of the references of linen canvas with rabbit glue
adhesive and linen canvas, in the range of 1700–1200 cm−1; b spectra in the 1350–1300 cm−1 region fitted over the 1315 cm−1 band. Fig. 9 a FTIR-ATR spectra of the gacha surfaces cleaned with the different hydrogels and of the references of linen canvas with gacha adhesive and linen
canvas, in the range of 1700–1200 cm−1; b spectra in the 1350–1300 cm−1 region fitted over the 1335 cm−1 band. Fig. 9 a FTIR-ATR spectra of the gacha surfaces cleaned with the different hydrogels and of the references of linen canvas with gacha adhesive and linen
canvas, in the range of 1700–1200 cm−1; b spectra in the 1350–1300 cm−1 region fitted over the 1335 cm−1 band. For the evaluation by FTIR-ATR of the gacha surfaces cleaned with the different hydrogels (Mock-up BII), as in the Mock-up
BI, the reference spectra were used (Fig. 9a). As in the previous case, the band at 1335 cm−1 from the linen canvas with gacha was
compared to the band at 1315 cm−1 of the linen canvas. In this case, the spectra were normalised to the band at 1335 cm−1 related
to the presence of gacha, since the band of the support is of lower intensity due to the covering power of the gacha compared to
the rabbit-skin glue, so it can be considered that the increase in intensity of the band at 1315 cm−1, related to the presence of linen
canvas, implies a greater removal of gacha during the cleaning procedure. Eur. Phys. J. Plus (2023) 138:555 In this case, the application of flax mucilage for 20 min
produced the best result since the band of the linen canvas is more intense. Application of chia hydrogel for 20 min was also able
to clean enough to see the support, whilst an application time of 10 min was not enough in any case. For the determination of possible mucilage residues, it has been considered the presence of the low intensity broad band at
1410 cm−1, common to chia and flax mucilage and corresponding to symmetrical C-OO stretching. This band does not overlap with
other bands of the reference patterns, although it is close to the band 1403 cm−1 of adhesive rabbit-skin glue and gacha (Fig. 10). All the FTIR-ATR spectra of the rabbit-skin glue surfaces cleaned (Mock-up BI) with the different hydrogels show a very small
shoulder at 1410 cm−1, which may indicate the existence of a small amount of chia and flax mucilage residues (Fig. 11a). In the For the determination of possible mucilage residues, it has been considered the presence of the low intensity broad band at
1410 cm−1, common to chia and flax mucilage and corresponding to symmetrical C-OO stretching. This band does not overlap with
other bands of the reference patterns, although it is close to the band 1403 cm−1 of adhesive rabbit-skin glue and gacha (Fig. 10). p
g
,
p
y
1410 cm−1, common to chia and flax mucilage and corresponding to symmetrical C-OO stretching. This band does not overlap with
other bands of the reference patterns, although it is close to the band 1403 cm−1 of adhesive rabbit-skin glue and gacha (Fig. 10). All the FTIR-ATR spectra of the rabbit-skin glue surfaces cleaned (Mock-up BI) with the different hydrogels show a very small
shoulder at 1410 cm−1, which may indicate the existence of a small amount of chia and flax mucilage residues (Fig. 11a). In the
same way, the FTIR-ATR spectra of the gacha surfaces cleaned with the different hydrogels and application times (Mock-up BII)
show the presence of a small shoulder at 1410 cm−1 as well, which also indicates the possible presence of chia and flax mucilage
residues, being slightly higher when they were applied for 10 min (Fig. 11b). Eur. Phys. J. Plus (2023) 138:555 All the FTIR-ATR spectra of the rabbit-skin glue surfaces cleaned (Mock-up BI) with the different hydrogels show a very small
shoulder at 1410 cm−1, which may indicate the existence of a small amount of chia and flax mucilage residues (Fig. 11a). In the
same way, the FTIR-ATR spectra of the gacha surfaces cleaned with the different hydrogels and application times (Mock-up BII)
show the presence of a small shoulder at 1410 cm−1 as well, which also indicates the possible presence of chia and flax mucilage
residues, being slightly higher when they were applied for 10 min (Fig. 11b). A visual examination of the Mock-up BI with direct light (Fig. 12) revealed that the chia applied for 20 min generated a dark
halo around the area (Fig. 12 d), which was not observed after 10 min (Fig. 12 b) nor in the areas where flax mucilage was applied. Under raking natural light, it could be appreciated that all the zones where the mucilages had been applied and had matt appearance, 12 3 Eur. Phys. J. Plus (2023) 138:555 555
Page 10 of 13 555
Page 10 of 13
Eur. Phys. J. Plus (2023) 138:555
Fig. 10 FTIR-ATR spectra of the
chia and flax extracted mucilages,
linen canvas, line canvas with
gacha and linen canvas with
rabbit-skin glue, in the range of
1480–1380 cm.−1
Fig. 11 FTIR-ATR spectra of the surfaces with the different hydrogels in the range of 1480–1380 cm−1: a rabbit-skin glue surfaces cleaned; b gacha surfaces
cleaned Fig. 10 FTIR-ATR spectra of the
chia and flax extracted mucilages,
linen canvas, line canvas with
gacha and linen canvas with
rabbit-skin glue, in the range of
1480–1380 cm.−1 Fig. 10 FTIR-ATR spectra of the
chia and flax extracted mucilages,
linen canvas, line canvas with
gacha and linen canvas with
rabbit-skin glue, in the range of
1480–1380 cm.−1 Fig. 11 FTIR-ATR spectra of the surfaces with the different hydrogels in the range of 1480–1380 cm−1: a rabbit-skin glue surfaces cleaned; b gacha surfaces
cleaned which indicates the elimination of the adhesive, in contrast to the untreated areas, which had shiny appearance due to the presence
of rabbit-skin glue (Fig. 12d1). Visual observation of the treated areas in Mock-up BII shows that the application of the hydrogels produced a change in appearance
due to the elimination of the adhesive and the canvas underneath could be observed (Fig. 13). Eur. Phys. J. Plus (2023) 138:555 Images obtained with the microscope
using UV light (Fig. 13) showed that, after the application of flax and chia mucilages for 10 min, some clusters of gacha still remain,
seen as white areas in the images, whilst when the application time increases to 20 min, both mucilages satisfactorily eliminated the
gacha. However, in the case of chia, the surface of the canvas was slightly deformed (Fig. 13). Fig. 10 FTIR-ATR spectra of the
chia and flax extracted mucilages,
linen canvas, line canvas with
gacha and linen canvas with
rabbit-skin glue, in the range of
1480–1380 cm.−1 Fig. 12 Final appearance of the
Mock-up BI with rabbit-skin glue
observed with direct light after the
application of: a Flax mucilage for
10’, b chia mucilage for 10’, c flax
mucilage for 20’, d chia mucilage
for 20’ and d1) this one under
raking light 5 Conclusions It can be stated that, under the conditions tested and with the procedure used here, flax mucilage does have the ability to consolidate
disintegrated layers of rabbit-skin glue tempera producing minimum colour and gloss changes, whereas chia has less efficacy to
consolidate the tempera and produces a whitish veil visible to the naked eye. About the efficacy of mucilages used as thickeners in the production of hydrogels, chia and flax mucilages had the ability to gel
the aqueous phase. The hydrogel with chia was able to release more of the aqueous phase after 20 min of action, allowing a greater
removal of the adhesive, but with the disadvantage of producing a deformation of the canvas and a dark halo. Therefore, it should
probably be used for less time than flax at the concentrations tested. In all cases, it has been observed that traces of adhesives remain
after cleaning. 123 123 123 Page 11 of 13
555 Eur. Phys. J. Plus (2023) 138:555 Af
h
f b h hi
d fl
il
f
h
li i
i
f
l dh
i
ll
f
id
h
b
d
d According to the approach made with this research, the main limitation of this methodology is that the mock-ups used were not
subjected to artificial ageing, so it is possible that the results may change slightly. Variables such as action times are affected, in
the case of hydrogels, since it is possible that in older adhesive layers, these may be longer, as these will be more rigid, and their
removal could be more difficult. So, in the future, it is planned the use of aged mock-ups, to simulate old cultural heritage. After the use of both chia and flax mucilages for the elimination of natural adhesives, small amounts of residues have been detected,
hi h
k
it
t
t
l
t d
tifii l
i
t
t t d t
i
th l
t
b h
i
f th
il
i According to the approach made with this research, the main limitation of this methodology is that the mock-ups used were not
subjected to artificial ageing, so it is possible that the results may change slightly. Variables such as action times are affected, in
the case of hydrogels, since it is possible that in older adhesive layers, these may be longer, as these will be more rigid, and their
removal could be more difficult. So, in the future, it is planned the use of aged mock-ups, to simulate old cultural heritage. According to the approach made with this research, the main limitation of this methodology is that the mock-ups used were not
subjected to artificial ageing, so it is possible that the results may change slightly. Variables such as action times are affected, in
the case of hydrogels, since it is possible that in older adhesive layers, these may be longer, as these will be more rigid, and their
removal could be more difficult. So, in the future, it is planned the use of aged mock-ups, to simulate old cultural heritage. After the use of both chia and flax mucilages for the elimination of natural adhesives, small amounts of residues have been detected,
which makes it necessary to carry out accelerated artificial aging tests to determine the long-term behaviour of the mucilages, in
terms of their stability, chromatic variation and binding power. Eur. Phys. J. Plus (2023) 138:555 555 Fig. 12 Final appearance of the
Mock-up BI with rabbit-skin glue
observed with direct light after the
application of: a Flax mucilage for
10’, b chia mucilage for 10’, c flax
mucilage for 20’, d chia mucilage
for 20’ and d1) this one under
raking light
According to the approach made with this research, the main limitation of this methodology is that the mock-ups used were not
subjected to artificial ageing, so it is possible that the results may change slightly. Variables such as action times are affected, in
the case of hydrogels, since it is possible that in older adhesive layers, these may be longer, as these will be more rigid, and their
removal could be more difficult. So, in the future, it is planned the use of aged mock-ups, to simulate old cultural heritage. After the use of both chia and flax mucilages for the elimination of natural adhesives, small amounts of residues have been detected,
which makes it necessary to carry out accelerated artificial aging tests to determine the long-term behaviour of the mucilages, in
terms of their stability, chromatic variation and binding power. These tests could show if the mucilage residues will affect some
aspect of the pictorial layers or supports. mitation of this methodology is that the mock-ups used were not
y change slightly. Variables such as action times are affected, in
yers, these may be longer, as these will be more rigid, and their
use of aged mock-ups, to simulate old cultural heritage. f natural adhesives, small amounts of residues have been detected,
tests to determine the long-term behaviour of the mucilages, in
hese tests could show if the mucilage residues will affect some According to the approach made with this research, the main limitation of this methodology is that the mock-ups used were not
subjected to artificial ageing, so it is possible that the results may change slightly. Variables such as action times are affected, in
the case of hydrogels, since it is possible that in older adhesive layers, these may be longer, as these will be more rigid, and their
removal could be more difficult. So, in the future, it is planned the use of aged mock-ups, to simulate old cultural heritage. Eur. Phys. J. Plus (2023) 138:555 Requests for material should be made
to the corresponding authors. Eur. Phys. J. Plus (2023) 138:555 These tests could show if the mucilage residues will affect some
aspect of the pictorial layers or supports. After the use of both chia and flax mucilages for the elimination of natural adhesives, small amounts of residues have been detected,
which makes it necessary to carry out accelerated artificial aging tests to determine the long-term behaviour of the mucilages, in
terms of their stability, chromatic variation and binding power. These tests could show if the mucilage residues will affect some
aspect of the pictorial layers or supports. 123 123 123 3 555
Page 12 of 13 Eur. Phys. J. Plus (2023) 138:555 Fig. 13 General image of the area of gacha Mock-up BII, where flax and chia mucilages were applied and detail images under 35x, using UV light. a flax
and b chia, in both cases left to act for 10’ (images taken from the centre of the treated area); c flax and d chia that were left to act for 20’ (images taken in
the limit between the treated and the untreated areas) Fig. 13 General image of the area of gacha Mock-up BII, where flax and chia mucilages were applied and detail images under 35x, using UV light. a flax
and b chia, in both cases left to act for 10’ (images taken from the centre of the treated area); c flax and d chia that were left to act for 20’ (images taken in
the limit between the treated and the untreated areas) Finally, the authors are also interested in the research of other applications of mucilages in the field of conservation of heritage. On the one hand, as thickeners in the elaboration of hydrogels used to clean sensitive pictorial layers in different supports. On the
other hand, as consolidants, using other methods to apply them and testing them on other kinds of tempera painting, such as egg or
casein. Acknowledgements The authors gratefully acknowledge Lab[Mat], laboratory of materials at the Fine Arts Faculty of Complutense University of Madrid,
for allowing the experimental phase to be carried out in their installations. Funding Open Access funding provided thanks to the CRUE-CSIC agreement with Springer Nature. Data Availability Statement All data generated or analysed during this study are included in this published article. Request
o the corresponding authors. Data Availability Statement All data generated or analysed during this study are included in this published article. Declarations Conflict of interest All authors certify that they have no affiliations with or involvement in any organisation or entity with any financial interest or
non-financial interest in the subject matter or materials discussed in this manuscript. 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 123 12 123 Page 13 of 13 Eur. Phys. J. Plus (2023) 138:555 555 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
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Mirror Movements in Amyotrophic Lateral Sclerosis: A Combined Study Using Diffusion Tensor Imaging and Transcranial Magnetic Stimulation
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Frontiers in neurology
| 2,020
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cc-by
| 6,420
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BRIEF RESEARCH REPORT
published: 06 March 2020
doi: 10.3389/fneur.2020.00164 Mirror Movements in Amyotrophic
Lateral Sclerosis: A Combined Study
Using Diffusion Tensor Imaging and
Transcranial Magnetic Stimulation Matthias Wittstock 1*, Nora Wilde 1, Annette Grossmann 2, Elisabeth Kasper 3 and
Stefan Teipel 3 1 Department of Neurology, University Medicine Rostock, Rostock, Germany, 2 Institute of Diagnostic and Interventional
Radiology, University Medicine Rostock, Rostock, Germany, 3 DZNE, German Centre for Neurodegenerative Diseases,
Rostock, Germany Objective: Amyotrophic Lateral Sclerosis (ALS) is a neurodegenerative disorder
predominantly affecting the motor system. In a number of patients, mirror movements
(MMs) suggest involvement of transcallosal fiber tracts in conjunction with upper motor
neuron involvement. The aim of the study was to elucidate functional and structural
alterations of callosal integrity in ALS patients with MMs. Edited by:
Carlos Gómez,
University of Valladolid, Spain Reviewed by:
Salem Hannoun,
American University of Beirut,
Lebanon
Francesca Trojsi,
University of Campania Luigi Vanvitelli,
Italy Methods:
Nineteen patients with ALS displaying MMs and 20 controls underwent
clinical assessment, transcranial magnetic stimulation (TMS), and diffusion tensor
imaging (DTI). TBSS (tract based spatial statistics) was performed. We investigated
ipsilateral silent period (iSP) as a measure of transcallosal inhibition, and diffusion changes
in the corpus callosum and corticospinal tract (CST) as measure of structural integrity. *Correspondence:
Matthias Wittstock
matthias.wittstock@
med.uni-rostock.de *Correspondence:
Matthias Wittstock
matthias.wittstock@
med.uni-rostock.de Results: In ALS patients TMS revealed a longer mean iSP latency than controls. Twelve
ALS patients (63.2%) showed loss of iSP, but none of the controls. Using region of
interest analysis, fractional anisotropy (FA) values of the CST were significantly lower in
ALS patients compared with controls, but diffusion parameters of the corpus callosum
did not differ between patients and controls. The lack of diffusion changes in the corpus
callosum was confirmed in whole brain tract based statistics, assessing FA as well as
mean, radial, and axial diffusivity. There was a significant negative correlation between
resting motor threshold and FA values of the CST, but not between iSP and FA of the
corpus callosum. Specialty section:
This article was submitted to
Applied Neuroimaging,
a section of the journal
Frontiers in Neurology Received: 26 November 2019
Accepted: 21 February 2020
Published: 06 March 2020 Keywords: amyotrophic lateral sclerosis, diffusion tensor imaging, transcranial magnetic stimulation, mirror
movements, corpus callosum Citation: Conclusion:
In conclusion the study failed to show microstructural changes in
the corpus callosum in conjunction with MMs. One possible reason may be that
functional disturbance of transcallosal pathways precede microstructural changes in the
corpus callosum. Wittstock M, Wilde N, Grossmann A,
Kasper E and Teipel S (2020) Mirror
Movements in Amyotrophic Lateral
Sclerosis: A Combined Study Using
Diffusion Tensor Imaging and
Transcranial Magnetic Stimulation. Front. Neurol. 11:164. doi: 10.3389/fneur.2020.00164 Keywords: amyotrophic lateral sclerosis, diffusion tensor imaging, transcranial magnetic stimulation, mirror
movements, corpus callosum March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org 1 Mirror Movements in ALS Wittstock et al. TABLE 1 | Demographic and clinical data of all study subjects. ALS (N = 19)
Controls (N = 20)
p
Mean (SD)
Range
Mean (SD)
Range
Age (years)
62.6 (10.5)
42–74
67.1 (5.4)
60–75
0.143
Gender (N male/
female)
11/8
5/5
0.714
ALSFRS-R
38.5 (4.7)
NA
UMNB
9.4 (4.2)
NA
MOCA
24.4 (3.9)
18–29
27.6 (0.7)
27–29
0.006
Disease duration
(month)
34.8 (34.8)
NA
El Escorial (N
NA/poss/prob/def)
3/4/8/4
NA
Phenotype (N
class/UMN/LMN)
11/3/4
NA
ALS, amyotrophic lateral sclerosis; SD, standard deviation; ALSFRS-R, amyotrophic
lateral sclerosis functional rating scale—revised; UMNB, upper motor neuron burden;
MOCA, Montreal Cognitive Assessment; El Escorial, El Escorial criteria; NA, not applicable;
poss, possible; prob, probable; def, definite; N, number, UMN, upper motor neuron; LMN,
lower motor neuron; p, significance of Student’s t-test. INTRODUCTION TABLE 1 | Demographic and clinical data of all study subjects. Amyotrophic
lateral
sclerosis
(ALS)
is
a
progressive
neurodegenerative disease mainly characterized by a motor
syndrome with variable expression of lower (LMN) and upper
(UMN) motor neuron dysfunction. El Escorial criteria (1) require
UMN and LMN involvement in one or more body regions for
making the diagnosis of definitive ALS. UMN signs may be
spasticity, enhanced or preserved tendon reflexes and extensor
plantar response. Mirror movements (MMs) have repeatedly
been reported in ALS (2–4), but are still not part of the diagnostic
criteria. MMs are involuntary movements contralaterally to
an intended finger movement. MMs can be seen in normal
children up to 10 years of age, but their prevalence and intensity
declines after this age (5–7) most likely reflecting maturation of
the corpus callosum (8). Persistence or novel manifestation of
MMs in adults can arise from a variety of etiologies. Persistent
congenital MMs have been described in different conditions
ranging from the absence of other neurological abnormalities to
severe congenital hemiparesis in cerebral palsy (9). MMs also
have been reported in a variety of other acquired conditions
such as Parkinson’s disease (PD) (10, 11) or stroke (12, 13). Two
main hypothesizes for the development of MMs were discussed:
abnormal development of the primary motor system, involving
the ipsilateral corticospinal tract, and lack of contralateral
motor cortex inhibitory mechanisms, mainly through the
corpus callosum (9, 14). Pathophysiological basis of MMs in
all these acquired clinical conditions is thought to be the result
of a predominant alteration of callosal projecting pathways. Nevertheless, an additional or pre-existing cortical or pyramidal
malfunctioning appears to be necessary for the development of
MMs (2). Moreover, MMs have been found to be associated with
reduced transcallosal inhibition (TI) as measured by transcranial
magnetic stimulation (TMS) in ALS, PD, and stroke (3, 4, 15–17). Regardless of the exact pathophysiological mechanism of MMs,
the most important clinical aspect is that they are reflecting CNS
involvement by the underlying pathological condition. Diffusion
MRI techniques, such as diffusion tensor imaging (DTI) have
been established to study integrity of neuronal tracts in vivo in
the human brain. DTI studies found alterations of fiber tract
integrity in neurodegenerative diseases like Alzheimer’s disease
and ALS (18–21), including callosal involvement (22–24). INTRODUCTION An
observational study found a consistent reduction in fractional
anisotropy in the corpus callosum of ALS patients, extending
rostrally, and bilaterally to the region of the primary motor
cortices (23). A more recent study using DTI and TMS for
characterization of neurodegeneration in ALS and concluded
a complementary role as diagnostic biomarkers of UMN
dysfunction (25). Ellis and colleagues found a significant increase
in the mean diffusivity and reduction of fractional anisotropy
along the corticospinal tract in ALS patients with correlation
to disease severity and UMN involvement (26). None of these
studies focused on MMs or functional connectivity in ALS. Therefore, we studied associations of functional TMS
measures with diffusion markers of structural integrity of
h
ll
d
b
i
l
i
i ALS, amyotrophic lateral sclerosis; SD, standard deviation; ALSFRS-R, amyotrophic
lateral sclerosis functional rating scale—revised; UMNB, upper motor neuron burden;
MOCA, Montreal Cognitive Assessment; El Escorial, El Escorial criteria; NA, not applicable;
poss, possible; prob, probable; def, definite; N, number, UMN, upper motor neuron; LMN,
lower motor neuron; p, significance of Student’s t-test. ALS, amyotrophic lateral sclerosis; SD, standard deviation; ALSFRS-R, amyotrophic
lateral sclerosis functional rating scale—revised; UMNB, upper motor neuron burden;
MOCA, Montreal Cognitive Assessment; El Escorial, El Escorial criteria; NA, not applicable;
poss, possible; prob, probable; def, definite; N, number, UMN, upper motor neuron; LMN,
lower motor neuron; p, significance of Student’s t-test. pathophysiological concepts of MMs in ALS. We hypothesized
that ALS patients with MMs would show impaired functional
integrity of the corpus callosum, associated with decline of
structural integrity markers. Such findings would support the
role of callosal dysfunction and structural impairment for MMs
in ALS. Frontiers in Neurology | www.frontiersin.org Subjects Nineteen patients with ALS and 20 healthy control subjects
underwent clinical assessment, and MRI examinations, including
DTI. Detailed demographic date and clinical characteristic of the
entire study cohort are shown in Table 1. All subjects were right-
handed as assessed by the Edinburgh handedness inventory (27). At the time point of examination 4 patients showed definitive
ALS, 8 probable ALS and 4 possible ALS according to the revised
El Escorial criteria (1). Three patients displayed lower motor
neuron variant. Mean disease duration was 34.8 ± 34.8 months. Clinical assessment consisted of neurological examination with
special respect of handedness; MMs were evaluated by sequential
finger tapping of one hand without optic control and observation
of MMs according to the procedure of Woods and Teuber (28),
and the evaluation of the revised ALS functional rating scale (-R)
(29). Furthermore, to address the upper motor neuron (UMN)
involvement an UMN “burden” (UMNB) was calculated by
totalling the number of pathological UMN signs on examination
(maximum score 16) (30). For cognitive screening we used the
“Montreal Cognitive assessment” (MOCA) (31). The MOCA
score ranged between 18 and 29 with an average of 24.5 ± 4
for the ALS patients, and between 27 and 29 with an average of
27.6 ± 0.7 for the controls (P = 0.006). Controls did not have
cognitive complaints and scored within 1.5 standard deviations
of the MOCA age and education adjusted norm value. Therefore, we studied associations of functional TMS
measures with diffusion markers of structural integrity of
the corpus callosum and cerebrospinal tract in a prospective
sample of ALS patients displaying MMs to elucidate the March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org 2 Mirror Movements in ALS Wittstock et al. Patients and control individuals were only included in the
study if written consent was given. The study was approved by
the Institutional Review Board of the Medical Faculty, University
of Rostock (A-2011-0026, A 2012-0083). over the contralateral motor cortex; TMS was applied at the POE
with 1.5 times resting motor threshold (RMT) while subjects
performed a maximum tonic activation of the ipsilateral FDI
muscle and while they kept the contralateral FDI muscle relaxed
as published in detail previously (3). For determination of iSP
latency and duration 10 trials for each hemisphere were used. After offline rectification and averaging of EMG signals, iSP
parameters were analyzed. Transcranial Magnetic Stimulation g
We performed TMS in all patients and in 10 of 20 healthy
controls. Central motor conduction time (CMCT), motor evoked
potentials (MEP) amplitudes, and contralateral silent period
(cSP) were determined in all ALS patients and control subjects. MEPs were recorded from the first dorsal interosseus muscle
(FDI) and from the anterior tibial muscle (TA) using a
standard circular coil (outside diameter 9 cm) connected to
a Magstim 200 stimulator (Magstim Co., Whitland, Dyfeld,
UK). For data acquisition a commercially available MEP system
was employed (Brain Quick System Plus, Inomed, Erlangen,
Germany). Investigation of the ipsilateral silent period (iSP)
was performed with a focal coil (external loop diameter 7 cm). The coil was oriented to induce a posterior-anteriorly directed
current flow to the hand area of the motor cortex; the point of
optimal excitability (POE) of the FDI muscle was determined March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org MRI Acquisition The images had a matrix size of 128 × 128 mm,
slice thickness of 2 mm, the resulting voxel size was 2.0 × 2.0 ×
2.0 mm2. For ROI analysis, group comparisons of FA of patients and
controls were performed according to the findings of pathological
iSP and non-pathological iSP in an univariate variance analysis
and subsequent post-hoc tests. Furthermore, correlations between
iSP findings and ALSFRS and FA parameters of all investigated
ROIs was calculated. For correlation analysis Spearman-Rank-
correlation were used and significance was set at P < 0.05.For
whole brain analysis, we investigated group differences in was performed (fluid attenuation inversion recovery FLAIR,
matrix size of 384 × 187, 24 slices with slice thickness of
5.0 mm, TE/TI/TR of 94 ms/2,500 ms/9,000 ms, flip angle 150◦). Diffusion-weighted imaging was performed with an echo-planar-
imaging sequence (TE/TR 81 ms/12,700 ms) Diffusion gradients
were applied in 30 different spatial directions. The b values were 0
and 1,000 s/mm2. The images had a matrix size of 128 × 128 mm,
slice thickness of 2 mm, the resulting voxel size was 2.0 × 2.0 ×
2.0 mm2. OIs was calculated. For correlation analysis Spearman-Ran
rrelation were used and significance was set at P < 0.05.F
hole brain analysis, we investigated group differences
FIGURE 2 | Ipsilateral muscle responses (10 rectified and superimposed
EMG-traces) recorded from the first dorsal interosseous muscle (FDI) in
ndividual ALS patients and controls. (A) The latency of the iSP was normal in
ontrol case 3 (37.8 ms), (B) the iSP latency was prolonged in ALS patient
ase 11 (51 ms), and (C) ALS patient case 18 displayed a loss of the iSP. MRI Data Processing FIGURE 2 | Ipsilateral muscle responses (10 rectified and superimposed
EMG-traces) recorded from the first dorsal interosseous muscle (FDI) in
individual ALS patients and controls. (A) The latency of the iSP was normal in
control case 3 (37.8 ms), (B) the iSP latency was prolonged in ALS patient
case 11 (51 ms), and (C) ALS patient case 18 displayed a loss of the iSP. MRI Acquisition MRI acquisitions of the brain were conducted using a 3-
Tesla MRI scanner with a 32-channel phased-array head coil
and parallel imaging capabilities (Magnetom Verio, Siemens,
Erlangen, Germany, software syngo MR B17). Subjects were
scanned in a single session without changing their position in
the scanner. The following sequences were used: We acquired
a sagittal high-resolutionT1-weighted magnetization prepared
rapidly acquired gradient echo (MP-RAGE) 3D-sequence, matrix
size of 256 × 256 × 192, isometric voxel size 1.0 mm3),
TE/TI/TR of 4.82 ms/1,100 ms/2,500 ms, flip angle 7◦. To identify
white matter lesions a two-dimensional T2-weighted sequence FIGURE 1 | The figure shows the overlap of the mean FA skeleton map of our sample (blue) and the normalized MNI-FA template and the defined regions of interests
based on JHU White matter atlas: genu (yellow), body (red), and Splenium (orange) of Corpus callosum, CST both sites (green) and crus posterior of the internal
capsula on both sides (light blue). FIGURE 1 | The figure shows the overlap of the mean FA skeleton map of our sample (blue) and the normalized MNI-FA template and the defined regions of interests
based on JHU White matter atlas: genu (yellow), body (red), and Splenium (orange) of Corpus callosum, CST both sites (green) and crus posterior of the internal
capsula on both sides (light blue). TABLE 2 | TMS findings in ALS patients and controls. ALS (N = 19)
Controls (N = 10)
p
right
left
right
left
right/left
RMT
50.9 (16.9)
51.6 (1.3)
41.5 (4.6)
41.1 (3.5)
0.029/0.015
CMCT
8.1 (3.8)
7.9 (4.3)
6.9 (0.7)
6.8 (0.8)
0.123/0.203
iSP latency
41.3 (5.4)
40.9 (5.7)
39.0 (4.6)
37.7 (6.3)
0.006/0.012
iSP duration
18.3 (1.2)
17.2 (4.3)
12.3 (2.1)
14.3 (2.8)
0.113/0.481
iSP loss
9
8
0
0
iSP pathological
12 (68.4%)
0
0.000
cSP
156.8 (45.1)
156.6 (41.2)
155.6 (35.3)
149.0 (28.6)
0.402/0.326 TABLE 2 | TMS findings in ALS patients and controls. March 2020 | Volume 11 | Article 164 3 Wittstock et al. Mirror Movements in ALS was performed (fluid attenuation inversion recovery FLAIR,
matrix size of 384 × 187, 24 slices with slice thickness of
5.0 mm, TE/TI/TR of 94 ms/2,500 ms/9,000 ms, flip angle 150◦). Diffusion-weighted imaging was performed with an echo-planar-
imaging sequence (TE/TR 81 ms/12,700 ms) Diffusion gradients
were applied in 30 different spatial directions. The b values were 0
and 1,000 s/mm2. MRI Data Processing DTI data were pre-processed using the DTI tool box of the FSL
software (http://www.fmrib.ox.ac.uk/fsl/, FMRIB, Oxford, UK,
Version 4.1) (32). We first applied corrections for eddy currents
and head motion. The skull was stripped using Brain Extraction
Tool for differentiation of brain tissue and non-brain tissue using
a binary mask (threshold 0.15–0.3) and the diffusion tensors were
fitted to the data with DTI fit (FMRIB Image Analysis Group,
Oxford, UK). Fractional anisotropy (FA), and mean diffusivity
(MD) maps as well as axial diffusivity (AD) and radial diffusivity
(RD) maps were created. TBSS analysis (tract based spatial statistics) were performed
using FMRIB software (version 4.1 www.fmrib.ox.ac.uk/fsl) (33). TBSS allows spatial reorientation of FA maps into a standard
space without systematic effects of spatial transformation on
fiber tract directionality and without the need to select a spatial
smoothing kernel that may impact upon the desired effects (22). Processing of diffusivity maps consisted of the following steps: FA
maps were transformed to MNI (Montreal Neurologic Institute)
space. Normalized FA maps of all subjects were averaged and
skeletonized with a standardized threshold of 0.2. Based on the
study specific with matter skeletons an individual skeleton for
each subject was created. j
For specific analysis of changes in diffusivity of individual
fiber tracts we conducted a region of interest (ROI) analysis. The selection of ROIs from JHU was done as described before
(34). Based on the JHU white matter atlas (35) we defined seven
regions: corpus callosum with subregions genu, truncus, and
splenium, corticospinal tract, and crus posterior of the internal
capsula on both sides. Data processing was done by Matlab
software 2013a (MathWorks Inc., MA, Natrick, USA) (Figure 1). For analysis of correlation between TMS values and DTI
measures we performed a region of interest (ROI) analysis using
MarsBaR (36) to extract mean values from corpus callosum and
left and right corticospinal tract, respectively. For specific analysis of changes in diffusivity of individual
fiber tracts we conducted a region of interest (ROI) analysis. The selection of ROIs from JHU was done as described before
(34). Based on the JHU white matter atlas (35) we defined seven
regions: corpus callosum with subregions genu, truncus, and
splenium, corticospinal tract, and crus posterior of the internal
capsula on both sides. Data processing was done by Matlab
software 2013a (MathWorks Inc., MA, Natrick, USA) (Figure 1). TMS Results TMS investigation in ALS patients revealed a mean iSP latency of
41.3 ± 5.4 ms/40.9 ± 5.7 ms (right/left), which was longer than
that of the healthy controls 39.0 ± 4.6/37.7 ± 6.3 (right/left) (p
= 0.006/0.012). No differences were found for the iSP duration
between the ALS patients and control subjects. Twelve ALS
patients (63.2%), but none of the controls showed loss of iSP. cSP was numerically shorter in ALS patients than in controls
without reaching significance. ALS patients had a significantly
lower mean RMT compared to controls (TMS results are shown
in detail in Table 2 and Figure 2). controls (Table 4). There was no significant correlation between
FA values and iSP parameters (Table 4). In contrast, there was a
significant correlation of ALS-FRS-R scores with FA values of the
CST on both sides (r CST-right, ALS-FRS-R = 0.58, p = 0.009 and
r CST-left, LS-FRS-R = 0.05, p = 0.02), but not with FA values of
the corpus callosum. controls (Table 4). There was no significant correlation between
FA values and iSP parameters (Table 4). In contrast, there was a
significant correlation of ALS-FRS-R scores with FA values of the
CST on both sides (r CST-right, ALS-FRS-R = 0.58, p = 0.009 and
r CST-left, LS-FRS-R = 0.05, p = 0.02), but not with FA values of
the corpus callosum. DISCUSSION Lower and upper motor neuron dysfunction is a clinical hallmark
of ALS. Besides involvement of primary motor areas, an early
callosal dysfunction has been suggested in ALS as well (37). MMs
may be a clinical sign of dysfunctional transcallosal pathways
and could be observed in ∼30% of ALS patients. Further
evidence for the interpretation of MMs as markers of callosal
dysfunction comes from a range of TMS studies showing callosal Statistical Analysis ues +
ate B*
MD values
AD values
RD values
ALS (10−4)
p
ALS (x10−3)
p
ALS (x10−4)
p
93
6.075
0.643
1.057
0.038
3.849
0.068 0.164
49
5.959
0.760
1.067
0.114
3.624
70
7.289
0.942
1.507
0.648
3.404
0.714
55
7.700
0.621
1.536
0.445
3.871
0.876
02
7.108
0.449
1.569
0.909
2.863
0.578
88
6.509
0.066
1.285
0.085
3.338
0.165
74
6.519
0.871
2.879
0.833
3.344
0.658
iate B: UMNB, upper motor neuron burden. TABLE 4 | Correlations between TMS and DTI. Correlation FA values—RMT
CST right
CST left
r
−0.56
−0.52
p
0.021
0.012
Correlation FA values—iSP
iSP latency
Genu CC
Body CC
Splenium CC
Right
r
0.25
0.15
0.18
p
0.26
0.51
0.41
Left
r
0.18
0.13
0.35
p
0.44
0.56
0.12
Correlation FA values—ALSFRS-R
CST right
CST left
r
0.58
0.50
p
0.009
0.02
controls (Table 4). There was no significant correlation between
FA values and iSP parameters (Table 4). In contrast, there was a
significant correlation of ALS-FRS-R scores with FA values of the
CST on both sides (r CST-right, ALS-FRS-R = 0.58, p = 0.009 and
r CST-left, LS-FRS-R = 0.05, p = 0.02), but not with FA values of
the corpus callosum. fractional anisotropy and mean diffusivity using the general
linear model on a voxel basis. Whole brain analyses were
performed for all diffusion parameters. FA, MD, RD, and
AD maps were compared by univariate variance analysis
(factor: group, covariate: ALSFRS-R and UMNB). To avoid
overestimation of significance, a test of multiple comparisons was
applied (family wise error method) and significance was set at
P < 0.05. Group Differences in Fractional Anisotropy
and Mean Diffusivity Concerning the analyses of pre-specified ROIs FA values of the
CST were significantly lower in ALS patients compared with
controls. FA values of the different ROIs of the corpus callosum
(genu, splenium, and body) did not differ between both groups
(Table 3). AD and RD values showed similar findings. Whole
brain analysis did not show any differences in FA, MD, RD, and
AD between ALS patients and controls at an FWE corrected level
of significance. Statistical Analysis Statistical analysis was conducted for the clinical scores, TMS
measurements and ROI data in SPSS (version IBM SPSS statistics
20). For the whole brain analysis using the tool box “Randomize”
under TBSS in FMRIB (version 4.1 www.fmrib.ox.ac.uk/fsl)
was used. All clinical scores and TMS parameters showed a
normal distribution, which was tested by the use of Kolmogorov
Smirnov test (P > 0.1). Differences in TMS parameters were
compared between groups using Student’s t-test. The results of
iSP measurements were dichotomized in pathological vs. non-
pathological, and analyzed using Chi² test. FIGURE 2 | Ipsilateral muscle responses (10 rectified and superimposed
EMG-traces) recorded from the first dorsal interosseous muscle (FDI) in
individual ALS patients and controls. (A) The latency of the iSP was normal in
control case 3 (37.8 ms), (B) the iSP latency was prolonged in ALS patient
case 11 (51 ms), and (C) ALS patient case 18 displayed a loss of the iSP. March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org 4 Mirror Movements in ALS Wittstock et al. TABLE 3 | DTI findings in ALS patients and controls [fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD)]. FA values
FA values +
covariate A*
FA values +
covariate B*
MD values
AD values
RD values
ROI
ALS
(N = 19)
Controls
(N = 20)
p
P
p
ALS (10−4)
p
ALS (x10−3)
p
ALS (x10−4)
p
CST right
0.589
0.624
0.026
0.011
0.093
6.075
0.643
1.057
0.038
3.849
0.068 0.164
CST left
0.621
0.648
0.126
0.020
0.049
5.959
0.760
1.067
0.114
3.624
Genu
0.737
0.731
0.604
0.458
0.470
7.289
0.942
1.507
0.648
3.404
0.714
Body
0.698
0.701
0.875
0.346
0.355
7.700
0.621
1.536
0.445
3.871
0.876
Splenium
0.789
0.786
0.604
0.149
0.102
7.108
0.449
1.569
0.909
2.863
0.578
Crus posterior of
internal capsule right
0.700
0.716
0.484
0.972
0.188
6.509
0.066
1.285
0.085
3.338
0.165
Crus posterior of
internal capsule left
0.699
0.705
0.668
0.705
0.074
6.519
0.871
2.879
0.833
3.344
0.658
*Covariate A: ALSFRS-R, amyotrophic lateral sclerosis functional rating scale-revised; covariate B: UMNB, upper motor neuron burden. Correlation of Clinical Parameter, TMS
Parameters, and DTI Measures We found significant negative correlations of FA values of the
CST with RMT values on both sides in ALS patients, but not in March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org 5 Mirror Movements in ALS Wittstock et al. dysfunction as indicated by impaired transcallosal inhibition (2–
4, 15) in conjunction with the presence of MMs in ALS and other
conditions like Parkinson’s disease (16). Furthermore, several
DTI studies have shown microstructural changes not only in
the pyramidal tract, but also in the corpus callosum in ALS
(22, 23, 38). Callosal involvement has been demonstrated to
be a relatively consistent feature of ALS, even without clinical
UMN involvement, and may reflect interhemispheric spread
of pathology and an impaired structural motor connectivity
(23, 24). dysfunction as indicated by impaired transcallosal inhibition (2–
4, 15) in conjunction with the presence of MMs in ALS and other
conditions like Parkinson’s disease (16). Furthermore, several
DTI studies have shown microstructural changes not only in
the pyramidal tract, but also in the corpus callosum in ALS
(22, 23, 38). Callosal involvement has been demonstrated to
be a relatively consistent feature of ALS, even without clinical
UMN involvement, and may reflect interhemispheric spread
of pathology and an impaired structural motor connectivity
(23, 24). TMS changes in ALS, without effects in the corpus callosum. Another explanation of the lack of significance of DTI findings
in the corpus callosum in our sample might be the relative great
heterogeneity of patients, which represents one limitation of
our study. Another limitation is the low number of patients. A
major reason for this circumstance might be the relative rarity
of MMs, which could be observed in just approximately 30% of
ALS patients. Because of limitations in available staffresource the
study period could not be extended. In conclusion, this is the first study investigating a cohort of
ALS patients which all were displaying MMs. The present study
replicates and extends previous findings on reduced fiber tract
integrity in patients with ALS with MMs, but failed to show
microstructural changes accompanying mirror movements and
disturbed transcallosal inhibition. The affection of the pyramidal
tract appears to be an important precondition for development of
MMs. This study adds further evidence for the understanding of
impaired connectivity in ALS patients. Therefore, further studies
in bigger and more homogeneous cohorts are needed. ETHICS STATEMENT The studies involving human participant were reviewed and
approved by the Institutional Review Board of the Medical
Faculty, University of Rostock (A-2011-0026, A267 2012-0083). The patients/participants provided their written consent to
participate in this study. AUTHOR CONTRIBUTIONS MW: conception, design, drafting of manuscript, acquisition
of data, and final approval of manuscript. NW, AG, and EK:
acquisition of data, revision of manuscript, and final approval
of manuscript. ST: concept, design, analysis, and interpretation
of data, drafting of manuscript, revision of manuscript, and final
approval of manuscript. DATA AVAILABILITY STATEMENT Deidentified participant data will be shared, as well as the study
protocol and statistical analyses, upon reasonable requests. Correlation of Clinical Parameter, TMS
Parameters, and DTI Measures In the current study we expected a significant correlation
of DTI measures and TMS findings reflecting transcallosal
inhibition in ALS patients with MMs. Consistent with our
expectation, we found an impaired transcallosal inhibition in
up to 68% of cases which is in line with previously published
data from independent cohorts (3, 4). In contrast, however,
ALS patients with MMs in the current sample did not show
microstructural involvement of the corpus callosum, which is in
contrast with some (22, 34), but not all previous studies (39). One interpretation of the lack of corpus callosum changes in our
study may be that our patients exhibited an earlier functional
disturbance potentially preceding the microstructural findings in
transcallosal pathways. Thus, the two previous studies finding
corpus callous diffusion changes (23, 41) included functionally
more advanced cases (mean ALSFRS-R score 33.1 and 36.5,
respectively, compared with 38.5 in the current study). A recent
study demonstrated increased AD in the corpus callosum and
reduction of FA in the right CST in ALS without considering
MMs (25). The study of Geraldo et al. had no focus on
electrophysiological changes in the transcallosally projecting
pathways but cortical excitability and CST conduction properties
were tested by investigation of the resting motor threshold
(RMT) as measure of cortical excitability and the central motor
conduction time (CMCT). Keeping in mind that Geraldo and
co-workers used a different small hand muscle as target muscle
(abductor digiti minimi vs. first dorsal interosseus muscle in
our study) RMT was slightly lower in our study reflecting
a greater cortical excitability in our cohort displaying MMs. CMCT measurements displayed comparable values to our study. Extending these previous findings to ALS patients with MMs,
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Sharp & Dohme GmbH, Lindenplatz 1, 85540 Haar
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Diabetes—current report” Conflict of Interest: ST has done the listed works below (all in Germany): MSD
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any commercial or financial relationships that could be construed as a potential
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9:97–113. doi: 10.1016/0028-3932(71)90067-4 Copyright © 2020 Wittstock, Wilde, Grossmann, Kasper and Teipel. 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. 28. Woods BT, Teuber HL. Mirror movements after childhood hemiparesis. Neurology. (1978) 28:1152–7. doi: 10.1212/WNL.28.11.1152 29. Cedarbaum JM, Stambler N, Malta E, Fuller C, Hilt D, Thurmond B, et al. The
ALSFRS-R: a revised ALS functional rating scale that incorporates assessments March 2020 | Volume 11 | Article 164 Frontiers in Neurology | www.frontiersin.org 7
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Passive Transfer of Sera from ALS Patients with Identified Mutations Evokes an Increased Synaptic Vesicle Number and Elevation of Calcium Levels in Motor Axon Terminals, Similar to Sera from Sporadic Patients
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International journal of molecular sciences
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Passive transfer of sera from als patients with identified mutations evokes an
increased synaptic vesicle number and elevation of calcium levels in motor axon
terminals, similar to sera from sporadic patients Meszlényi, Valéria; Patai, Roland; Polgár, Tamás F.; Nógrádi, Bernát; Körmöczy, Laura;
Kristóf, Rebeka; Spisák, Krisztina; Tripolszki, Kornélia; Széll, Márta; Obál, Izabella;
Engelhardt, József I.; Siklós, László
Published in: Meszlényi, Valéria; Patai, Roland; Polgár, Tamás F.; Nógrádi, Bernát; Körmöczy, Laura;
Kristóf, Rebeka; Spisák, Krisztina; Tripolszki, Kornélia; Széll, Márta; Obál, Izabella;
Engelhardt, József I.; Siklós, László
Published in: Meszlényi, Valéria; Patai, Roland; Polgár, Tamás F.; Nógrádi, Bernát; Körmöczy, Laura;
Kristóf, Rebeka; Spisák, Krisztina; Tripolszki, Kornélia; Széll, Márta; Obál, Izabella;
Engelhardt, József I.; Siklós, László
Published in: International Journal of Molecular Sciences DOI (link to publication from Publisher):
10.3390/ijms21155566 Document Version
Publisher's PDF, also known as Version of record Citation for published version (APA):
Meszlényi, V., Patai, R., Polgár, T. F., Nógrádi, B., Körmöczy, L., Kristóf, R., Spisák, K., Tripolszki, K., Széll, M.,
Obál, I., Engelhardt, J. I., & Siklós, L. (2020). Passive transfer of sera from als patients with identified mutations
evokes an increased synaptic vesicle number and elevation of calcium levels in motor axon terminals, similar to
sera from sporadic patients. International Journal of Molecular Sciences , 21(15), 1-18. Article 5566. https://doi.org/10.3390/ijms21155566 Citation for published version (APA):
Meszlényi, V., Patai, R., Polgár, T. F., Nógrádi, B., Körmöczy, L., Kristóf, R., Spisák, K., Tripolszki, K., Széll, M.,
Obál, I., Engelhardt, J. I., & Siklós, L. (2020). Passive transfer of sera from als patients with identified mutations
evokes an increased synaptic vesicle number and elevation of calcium levels in motor axon terminals, similar to
sera from sporadic patients. International Journal of Molecular Sciences , 21(15), 1-18. Article 5566.
https://doi.org/10.3390/ijms21155566 Aalborg Universitet eneral rights
opyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners
nd it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. - Users may download and print one copy of any publication from the public portal for the purpose of private study or research.
- You may not further distribute the material or use it for any profit-making activity or commercial gain Passive Transfer of Sera from ALS Patients with
Identified Mutations Evokes an Increased Synaptic
Vesicle Number and Elevation of Calcium Levels in
Motor Axon Terminals, Similar to Sera from
Sporadic Patients Valéria Meszlényi 1,2, Roland Patai 1
, Tamás F. Polgár 1, Bernát Nógrádi 1,2
, Laura Körmöczy 1,
Rebeka Kristóf 1, Krisztina Spisák 1, Kornélia Tripolszki 3, Márta Széll 3,4, Izabella Obál 5,6,
József I. Engelhardt 6 and László Siklós 1,* 1
Biological Research Centre, Institute of Biophysics, 62 Temesvári krt., H-6726 Szeged, Hungary;
mesval13@gmail.com (V.M.); patai.roland@brc.hu (R.P.); polgar.tamas@brc.hu (T.F.P.);
bernatnogradi@gmail.com (B.N.); laura.kormoci96@gmail.com (L.K.); crebby32@gmail.com (R.K.);
spisakkrisztina96@gmail.com (K.S.) 1
Biological Research Centre, Institute of Biophysics, 62 Temesvári krt., H-6726 Szeged, Hungary;
mesval13@gmail.com (V.M.); patai.roland@brc.hu (R.P.); polgar.tamas@brc.hu (T.F.P.);
bernatnogradi@gmail.com (B.N.); laura.kormoci96@gmail.com (L.K.); crebby32@gmail.com (R.K.);
spisakkrisztina96@gmail.com (K.S.) p
g
2
Foundation for the Future of Biomedical Sciences in Szeged, Szeged Scientists Academy, 15 Lechner té
H-6721 Szeged, Hungary 2
Foundation for the Future of Biomedical Sciences in Szeged, Szeged Scientists Academy, 15 Lechner tér,
H-6721 Szeged, Hungary
3 3
Department of Medical Genetics, University of Szeged, 4/B Sz˝okefalvi-Nagy Béla u., H-6720 Szeged,
Hungary; tripolszki.kornelia@med.u-szeged.hu (K.T.); szell.marta@med.u-szeged.hu (M.S.) 3
Department of Medical Genetics, University of Szeged, 4/B Sz˝okefalvi-Nagy Béla u., H-6720 Szeged,
Hungary; tripolszki.kornelia@med.u-szeged.hu (K.T.); szell.marta@med.u-szeged.hu (M.S.)
4
Dermatological Research Group, University of Szeged, Hungarian Academy of Sciences, 4/B Department of Medical Genetics, University of Szeged, 4/B Szokefalvi-Nagy Béla u., H-6720 Szeged,
Hungary; tripolszki.kornelia@med.u-szeged.hu (K.T.); szell.marta@med.u-szeged.hu (M.S.)
4
Dermatological Research Group, University of Szeged, Hungarian Academy of Sciences, 4/B
Sz˝okefalvi-Nagy Béla u., H-6720 Szeged, Hungary 4
Dermatological Research Group, University of Szeged, Hungarian Academy of Sciences, 4/B
Sz˝okefalvi-Nagy Béla u., H-6720 Szeged, Hungary 5
Department of Neurology, Aalborg University Hospital, 15 Skovvej Sdr., DK-9000 Aalborg, Denmark;
obalizabella@yahoo.com 6
Department of Neurology, University of Szeged, 6 Semmelweis u., H-6725 Szeged, Hungary;
eji48dec9@yahoo.com j
y
*
Correspondence: siklos.laszlo@brc.hu; Tel.: +36-62-599-611 respondence: siklos.laszlo@brc.hu; Tel.: +36-62-599-61 General rights
C
i h
d General rights
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f
h
di
ib
h
i l
i f
fi
ki
i i
i l
i - Users may download and print one copy of any publication from the public portal for the purpose of private
- You may not further distribute the material or use it for any profit-making activity or commercial gain You may not further distribute the material or use it for any profit making activity o
- You may freely distribute the URL identifying the publication in the public portal - y
y p
g
y
- You may freely distribute the URL identifying the publication in the public portal - International Journal of
Molecular Sciences International Journal of
Molecular Sciences 1. Introduction Amyotrophic lateral sclerosis (ALS) is one of the most common motor neuron diseases, which,
according to the historical principles of neurology, primarily affects the upper and lower motor
neurons [1]. ALS patients are traditionally sorted into two categories. Familial ALS patients represent
5–10% of the patient population, with more than a dozen, mostly autosomal dominant, mutations in
different genes [2,3]. The sporadic form, with no familial accumulation, represents the overwhelming
majority, i.e., 90–95%, of ALS patients [4]. However, the identification of an expansion of the intronic
hexanucleotide repeat sequence in chromosome nine open reading frame 72 (C9ORF72) in patients
with no family history significantly contributed to the decline of the traditional distinction between
sporadic and familial ALS, which have identical clinical manifestations [5]. Since the hexanucleotide
repeat sequence in C9ORF72 is now considered the most frequent genetic alteration, not just in ALS but
in frontotemporal dementia [6], ALS is now considered a multisystem disorder, overlapping mostly
with frontotemporal dementia [7]. In addition, regarding disease manifestations on a continuum of frontotemporal dementia,
ALS blurs the distinction between two specific neurodegenerative diseases. Another noteworthy
observation is that the identified pathomechanisms of ALS are not restricted to this syndrome [8]. Indeed, mechanisms including, but not restricted to, excitotoxicity [9,10], oxidative stress [11–13],
mitochondrial dysfunction [14,15], immune/inflammatory reactions [16–18] and perturbed neuronal
calcium homeostasis [19–23] are shown to contribute to the pathobiology of multiple sclerosis,
Alzheimer’s, Parkinson’s, Huntington’s, and other diseases as well. ALS plays a distinguished role since, unlike other neurodegenerative diseases affecting the central
nervous system, parts of the degenerating nerve cells can be sampled without the necessity of ethically
questionable brain biopsies. This special anatomical feature [24] provides the opportunity to compare
and validate the results obtained from animal models with appropriate human samples. It is now accepted that the disturbed calcium homeostasis of affected neurons plays a general role in
neurodegenerative diseases [19], and particularly in ALS, this mechanism may serve as a central factor,
providing positive feedback between the individual components of the complex pathomechanism
of the disease [25]. In our pioneering study with electron microscopic analyses, we described an
elevated calcium level accompanied by an increased number of synaptic vesicles in the motor axon
terminals obtained from sporadic ALS patients [26]. Received: 16 July 2020; Accepted: 31 July 2020; Published: 3 August 2020 Abstract: Previously, we demonstrated increased calcium levels and synaptic vesicle densities in
the motor axon terminals (MATs) of sporadic amyotrophic lateral sclerosis (ALS) patients. Such
alterations could be conferred to mice with an intraperitoneal injection of sera from these patients
or with purified immunoglobulin G. Later, we confirmed the presence of similar alterations in the
superoxide dismutase 1 G93A transgenic mouse strain model of familial ALS. These consistent
observations suggested that calcium plays a central role in the pathomechanism of ALS. This may
be further reinforced by completing a similar analytical study of the MATs of ALS patients with
identified mutations. However, due to the low yield of muscle biopsy samples containing MATs,
and the low incidence of ALS patients with the identified mutations, these examinations are not
technically feasible. Alternatively, a passive transfer of sera from ALS patients with known mutations
was used, and the MATs of the inoculated mice were tested for alterations in their calcium homeostasis
and synaptic activity. Patients with 11 different ALS-related mutations participated in the study. Intraperitoneal injection of sera from these patients on two consecutive days resulted in elevated
intracellular calcium levels and increased vesicle densities in the MATs of mice, which is comparable
to the effect of the passive transfer from sporadic patients. Our results support the idea that the
pathomechanism underlying the identical manifestation of the disease with or without identified
mutations is based on a common final pathway, in which increasing calcium levels play a central role. Keywords:
ALS; passive transfer; intracellular calcium; synaptic vesicles; SOD1 mutation;
C9ORF72 mutation y
p
C9ORF72 mutation Int. J. Mol. Sci. 2020, 21, 5566; doi:10.3390/ijms21155566 www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2020, 21, 5566 2 of 18 1. Introduction While these results documented for the first time
the perturbed calcium homeostasis in degenerating human nerve cells, the applied sampling was not
uniform, since it was restricted to a subpopulation of ALS patients with sporadic classifications and
no identified mutations. To complete the study and generalize the results, an analysis of the muscle
biopsy samples from patients with identified mutations was required. Based on our human muscle biopsy study, motor axon terminals could be localized in only 10% of
the 71 patients who underwent a routine biopsy of the biceps muscles in a period of 9 months [26]. In view of these numbers, and because of the low incidence of patients with familial history or identified
mutations, similar examinations are not feasible, since according to the current epidemiological data [27],
the worldwide prevalence of ALS is 4–8 persons/100,000 inhabitants. Thus, such a study would require
a group size of 10 million to provide the same number of patients with a familial history or identified
mutations as in the sporadic study. An indirect approach to disclose information about the underlying mechanisms in patients with
ALS-related mutations relies on the passive transfer of their blood-derived samples to experimental
animals. Indeed, anomalies, i.e., elevated calcium levels and increased numbers of synaptic vesicles,
observed in the motor axon terminals of sporadic ALS patients, can be transferred to mice inoculated
with whole serum or even with immunoglobulin G (IgG) purified from the blood of these patients [28]. If similar alterations are induced in the blood samples from patients with known mutations (mostly
familial patients), assuming corresponding changes in the donor patients, a coherent view of the
role of calcium in the pathomechanism of ALS could be confirmed. With the present demonstration
that increased calcium can be transferred with the sera from ALS patients with identified mutations, Int. J. Mol. Sci. 2020, 21, 5566 3 of 18 data describing increased calcium in the axon terminals of sporadic ALS patients, increased calcium
after passive transfer from sporadic patients and increased calcium in the genetic model of familial
ALS could be obtained (Figure 1). Int. J. Mol. Sci. 2020, 21, 5566
3 of 18
patients, increased calcium after passive transfer from sporadic patients and increased calcium in the
genetic model of familial ALS could be obtained (Figure 1) Figure 1. 1. Introduction Amyotrophic lateral sclerosis (ALS) patients are represented with green circles, and the ALS
models are symbolized with blue circles. With the passive transfer of serum or immunoglobulin G
(IgG) from sporadic patients to mice (red arrow), a model of sporadic ALS could be created which
reproduces the elevated calcium in the motor axon terminals demonstrated in the patients. ALS
patients are represented with green circles, and the ALS models are symbolized with blue circles. A
transgenic model of familial ALS, based on the mutations identified in patients, could also be created
(curved red arrow). By replicating the sporadic ALS model with the passive transfer of sera from
familial patients (shaded area), another model of familial ALS was set up in the present study. Since
in each model comparable increases of calcium in the motor axon terminals could be demonstrated
(green arrows), an elevated calcium level in the motor axon terminals, similar to that seen in sporadic
patients, could be hypothesized for the familial ALS patients (dashed green arrow). Figure 1. Amyotrophic lateral sclerosis (ALS) patients are represented with green circles, and the ALS
models are symbolized with blue circles. With the passive transfer of serum or immunoglobulin G
(IgG) from sporadic patients to mice (red arrow), a model of sporadic ALS could be created which
reproduces the elevated calcium in the motor axon terminals demonstrated in the patients. ALS patients
are represented with green circles, and the ALS models are symbolized with blue circles. A transgenic
model of familial ALS, based on the mutations identified in patients, could also be created (curved red
arrow). By replicating the sporadic ALS model with the passive transfer of sera from familial patients
(shaded area), another model of familial ALS was set up in the present study. Since in each model
comparable increases of calcium in the motor axon terminals could be demonstrated (green arrows),
an elevated calcium level in the motor axon terminals, similar to that seen in sporadic patients, could be
hypothesized for the familial ALS patients (dashed green arrow). Figure 1. Amyotrophic lateral sclerosis (ALS) patients are represented with green circles, and the ALS
models are symbolized with blue circles. With the passive transfer of serum or immunoglobulin G
(IgG) from sporadic patients to mice (red arrow), a model of sporadic ALS could be created which
reproduces the elevated calcium in the motor axon terminals demonstrated in the patients. 1. Introduction Since in each mode
comparable increases of calcium in the motor axon terminals could be demonstrated (green arrows
an elevated calcium level in the motor axon terminals, similar to that seen in sporadic patients, could b
hypothesized for the familial ALS patients (dashed green arrow). Twelve ALS patients with identified mutations, with or without family history (two patients had
no family history or known mutations) were introduced to the study. Sera prepared from the patients
were intraperitoneally injected into mice for 2 days with daily injections, then the motor axon
terminals were analyzed electron microscopically to determine the calcium content and the number
of synaptic vesicles. The observed increase in calcium levels and the elevated number of synaptic
vesicles in the axon terminals, together with the previous observations of elevated calcium in the
genetic model of familial ALS and the passive transfer model of sporadic ALS, provide additional
data for the concept that elevated calcium levels play a central role in the pathomechanism of ALS. This common denominator may contribute to the identical clinical manifestation of the disease in its
final stage. Twelve ALS patients with identified mutations, with or without family history (two patients
had no family history or known mutations) were introduced to the study. Sera prepared from the
patients were intraperitoneally injected into mice for 2 days with daily injections, then the motor axon
terminals were analyzed electron microscopically to determine the calcium content and the number of
synaptic vesicles. The observed increase in calcium levels and the elevated number of synaptic vesicles
in the axon terminals, together with the previous observations of elevated calcium in the genetic
model of familial ALS and the passive transfer model of sporadic ALS, provide additional data for the
concept that elevated calcium levels play a central role in the pathomechanism of ALS. This common
denominator may contribute to the identical clinical manifestation of the disease in its final stage. 1. Introduction ALS
patients are represented with green circles, and the ALS models are symbolized with blue circles. A
transgenic model of familial ALS, based on the mutations identified in patients, could also be created
(curved red arrow). By replicating the sporadic ALS model with the passive transfer of sera from
familial patients (shaded area), another model of familial ALS was set up in the present study. Since
in each model comparable increases of calcium in the motor axon terminals could be demonstrated
(green arrows), an elevated calcium level in the motor axon terminals, similar to that seen in sporadic
patients, could be hypothesized for the familial ALS patients (dashed green arrow). Figure 1. Amyotrophic lateral sclerosis (ALS) patients are represented with green circles, and the ALS
models are symbolized with blue circles. With the passive transfer of serum or immunoglobulin G
(IgG) from sporadic patients to mice (red arrow), a model of sporadic ALS could be created which
reproduces the elevated calcium in the motor axon terminals demonstrated in the patients. ALS patients
are represented with green circles, and the ALS models are symbolized with blue circles. A transgenic
model of familial ALS, based on the mutations identified in patients, could also be created (curved red
arrow). By replicating the sporadic ALS model with the passive transfer of sera from familial patients
(shaded area), another model of familial ALS was set up in the present study. Since in each model
comparable increases of calcium in the motor axon terminals could be demonstrated (green arrows),
an elevated calcium level in the motor axon terminals, similar to that seen in sporadic patients, could be
hypothesized for the familial ALS patients (dashed green arrow). (curved red arrow). By replicating the sporadic ALS model with the passive transfer of sera from
familial patients (shaded area), another model of familial ALS was set up in the present study. Since
in each model comparable increases of calcium in the motor axon terminals could be demonstrated
(green arrows), an elevated calcium level in the motor axon terminals, similar to that seen in sporadic
patients, could be hypothesized for the familial ALS patients (dashed green arrow). arrow). By replicating the sporadic ALS model with the passive transfer of sera from familial patient
shaded area), another model of familial ALS was set up in the present study. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera 2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
The postsynaptic compartments of the neuromuscular synapses of mice inoculated with sera
obtained from different ALS patients displayed no structural alterations: intact muscle fibers and
specialized postsynaptic membranes were visible (Figure 2). Compared to the controls, the most
obvious alterations of the motor axon terminals of mice injected with sera from ALS patients were
the increased number of electron-dense deposits (EDDs), representing the distribution of calcium in
the tissue, and the increased number of synaptic vesicles (Figures 2 and 3). Qualitatively, these
The postsynaptic compartments of the neuromuscular synapses of mice inoculated with sera
obtained from different ALS patients displayed no structural alterations: intact muscle fibers and
specialized postsynaptic membranes were visible (Figure 2). Compared to the controls, the most obvious
alterations of the motor axon terminals of mice injected with sera from ALS patients were the increased
number of electron-dense deposits (EDDs), representing the distribution of calcium in the tissue,
and the increased number of synaptic vesicles (Figures 2 and 3). Qualitatively, these changes were most Int. J. Mol. Sci. 2020, 21, 5566 4 of 18 prominent in the axon terminals of mice injected with sera from the patient with a C9ORF72 mutation
(Figure 2D). Occasionally, swollen mitochondria containing clusters of EDDs were encountered in the
axon terminals of the mice (Figure 2C). Int. J. Mol. Sci. 2020, 21, 5566
4 of 18
a C9ORF72 mutation (Figure 2D). Occasionally, swollen mitochondria containing clusters of EDDs
were encountered in the axon terminals of the mice (Figure 2C). Figure 2. Electron micrographs of the neuromuscular synapses in the interosseous muscles after
oxalate-pyroantimonate fixation. Junctional folds (jf) with no structural alterations are visible around
all axon terminals. Axon terminals from an untreated mouse (A), and from a mouse injected with
serum from a healthy individual (B) show no sign of structural damage, and contain intact
mitochondria (mit). Furthermore, calcium-containing electron-dense deposits (EDDs) are only
sparsely visible (arrows). Axon terminals from mice injected with sera from ALS patients, exemplified
with superoxide dismutase 1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72
(C9ORF72 (D)) mutations, display an increased amount of EDDs (arrows), particularly in (D). Furthermore, a global increase in synaptic vesicles can be noted. Occasionally, swollen mitochondria
(mit) with clusters of EDDs are visible (C). sm: skeletal muscle. Scale bar: 500 nm. Figure 2. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera Axon
terminals from mice injected with serum from ALS patients, represented with superoxide dismutase
1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72 (C9ORF72) mutations (D), display
an increased number of synaptic vesicles in these regions. The increase in the number of synaptic
vesicles is exceptionally high in the axon terminal of a mouse injected with the sera from a patient
with a C9ORF72 mutation (D). jf: junctional folds. Scale bar: 200 nm. Figure 3. Enlarged view of motor axon terminals in the vicinity of the active zones of the neuromuscular
synapses—oxalate-pyroantimonate fixation. In the axon terminal of an untreated mouse (A), and a
mouse injected with serum from a healthy individual (B), only a few synaptic vesicles (arrows) are
present. Some of them contain dot-like electron-dense deposits (EDDs). Axon terminals from mice
injected with serum from ALS patients, represented with superoxide dismutase 1 (SOD1) pAsp90Ala
(C) and chromosome 9 open reading frame 72 (C9ORF72) mutations (D), display an increased number
of synaptic vesicles in these regions. The increase in the number of synaptic vesicles is exceptionally
high in the axon terminal of a mouse injected with the sera from a patient with a C9ORF72 mutation
(D). jf: junctional folds. Scale bar: 200 nm. 2.2. Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular
Calcium in Motor Axon Terminals after an Inoculation with ALS Sera
2.2. Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular
Calcium in Motor Axon Terminals after an Inoculation with ALS Sera 2.2. Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular
Calcium in Motor Axon Terminals after an Inoculation with ALS Sera
2.2. Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular
Calcium in Motor Axon Terminals after an Inoculation with ALS Sera f
The intracellular calcium level of motor axon terminals was expressed as the volume occupied
by the EDDs relative to the volume of the axon terminal. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera Electron micrographs of the neuromuscular synapses in the interosseous muscles after
oxalate-pyroantimonate fixation. Junctional folds (jf) with no structural alterations are visible around
all axon terminals. Axon terminals from an untreated mouse (A), and from a mouse injected with serum
from a healthy individual (B) show no sign of structural damage, and contain intact mitochondria (mit). Furthermore, calcium-containing electron-dense deposits (EDDs) are only sparsely visible (arrows). Axon terminals from mice injected with sera from ALS patients, exemplified with superoxide dismutase
1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72 (C9ORF72 (D)) mutations, display
an increased amount of EDDs (arrows), particularly in (D). Furthermore, a global increase in synaptic
vesicles can be noted. Occasionally, swollen mitochondria (mit) with clusters of EDDs are visible (C). sm: skeletal muscle. Scale bar: 500 nm. Figure 2. Electron micrographs of the neuromuscular synapses in the interosseous muscles after
oxalate-pyroantimonate fixation. Junctional folds (jf) with no structural alterations are visible around
all axon terminals. Axon terminals from an untreated mouse (A), and from a mouse injected with
serum from a healthy individual (B) show no sign of structural damage, and contain intact
mitochondria (mit). Furthermore, calcium-containing electron-dense deposits (EDDs) are only
sparsely visible (arrows). Axon terminals from mice injected with sera from ALS patients, exemplified
with superoxide dismutase 1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72
(C9ORF72 (D)) mutations, display an increased amount of EDDs (arrows), particularly in (D). Furthermore, a global increase in synaptic vesicles can be noted. Occasionally, swollen mitochondria
(mit) with clusters of EDDs are visible (C). sm: skeletal muscle. Scale bar: 500 nm. Figure 2. Electron micrographs of the neuromuscular synapses in the interosseous muscles after
oxalate-pyroantimonate fixation. Junctional folds (jf) with no structural alterations are visible around
all axon terminals. Axon terminals from an untreated mouse (A), and from a mouse injected with serum
from a healthy individual (B) show no sign of structural damage, and contain intact mitochondria (mit). Furthermore, calcium-containing electron-dense deposits (EDDs) are only sparsely visible (arrows). Axon terminals from mice injected with sera from ALS patients, exemplified with superoxide dismutase
1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72 (C9ORF72 (D)) mutations, display
an increased amount of EDDs (arrows), particularly in (D). Furthermore, a global increase in synaptic
vesicles can be noted. Occasionally, swollen mitochondria (mit) with clusters of EDDs are visible (C). sm: skeletal muscle. Scale bar: 500 nm. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera Int. J. Mol. Sci. 2020, 21, 5566
I t J M l S i 2020 21 5566 5 of 18 Int. J. Mol. Sci. 2020, 21, 5566
5 of 1
Int. J. Mol. Sci. 2020, 21, 5566
5 of 18
Figure 3. Enlarged view of motor axon terminals in the vicinity of the active zones of the
neuromuscular synapses—oxalate-pyroantimonate fixation. In the axon terminal of an untreated
mouse (A), and a mouse injected with serum from a healthy individual (B), only a few synaptic
vesicles (arrows) are present. Some of them contain dot-like electron-dense deposits (EDDs). Axon
terminals from mice injected with serum from ALS patients, represented with superoxide dismutase
1 (SOD1) pAsp90Ala (C) and chromosome 9 open reading frame 72 (C9ORF72) mutations (D), display
an increased number of synaptic vesicles in these regions. The increase in the number of synaptic
vesicles is exceptionally high in the axon terminal of a mouse injected with the sera from a patient
with a C9ORF72 mutation (D). jf: junctional folds. Scale bar: 200 nm. 2 2 Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular
Figure 3. Enlarged view of motor axon terminals in the vicinity of the active zones of the neuromuscular
synapses—oxalate-pyroantimonate fixation. In the axon terminal of an untreated mouse (A), and a
mouse injected with serum from a healthy individual (B), only a few synaptic vesicles (arrows) are
present. Some of them contain dot-like electron-dense deposits (EDDs). Axon terminals from mice
injected with serum from ALS patients, represented with superoxide dismutase 1 (SOD1) pAsp90Ala
(C) and chromosome 9 open reading frame 72 (C9ORF72) mutations (D), display an increased number
of synaptic vesicles in these regions. The increase in the number of synaptic vesicles is exceptionally
high in the axon terminal of a mouse injected with the sera from a patient with a C9ORF72 mutation
(D). jf: junctional folds. Scale bar: 200 nm. 2.2. Quantitative Analysis of the Change in the Number of Synaptic Vesicles and Increase in Intracellular Figure 3. Enlarged view of motor axon terminals in the vicinity of the active zones of the
neuromuscular synapses—oxalate-pyroantimonate fixation. In the axon terminal of an untreated
mouse (A), and a mouse injected with serum from a healthy individual (B), only a few synaptic
vesicles (arrows) are present. Some of them contain dot-like electron-dense deposits (EDDs). 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera Supporting the qualitative observations, an
inoculation with all ALS sera induced a significant calcium increase in the axon terminals (superoxide
dismutase 1 (SOD1) pLeu144Phe: 17.31% ± 0.96%; SOD1 pVal14Met: 17.67% ± 1.96%; SOD1
pAsp90Ala: 19.37% ± 1.78%; SOD1 pLys91ArgfsTer8: 21.84% ± 1.23%; C9ORF72: 34.29% ± 2.45%;
sequestosome 1 (SQSTM1) pPro392Leu: 17.30% ± 3.41%; G2/mitotic-specific cyclin F (CCNF)
The intracellular calcium level of motor axon terminals was expressed as the volume occupied by
the EDDs relative to the volume of the axon terminal. Supporting the qualitative observations,
an inoculation with all ALS sera induced a significant calcium increase in the axon terminals
(superoxide dismutase 1 (SOD1) pLeu144Phe: 17.31% ± 0.96%; SOD1 pVal14Met: 17.67% ± 1.96%;
SOD1 pAsp90Ala: 19.37% ± 1.78%; SOD1 pLys91ArgfsTer8: 21.84% ± 1.23%; C9ORF72: 34.29% ±
2.45%; sequestosome 1 (SQSTM1) pPro392Leu: 17.30% ± 3.41%; G2/mitotic-specific cyclin F (CCNF) 6 of 18
6 of 18 Int. J. Mol. Sci. 2020, 21, 5566
I t J M l S i 2020 21 5566 pLeu106Val: 21.06% ± 3.68%; NEK1 (NIMA-related kinase 1) and TBK1 (TANK-binding kinase 1):
20.47% ± 3.19%; UBQLN2 (Ubiquilin 2): 17.62% ± 3.42%; sporadic: 23.60% ± 1.37%) compared to the
control groups (untreated: 5.42% ± 0.68%; healthy serum treated: 6.86% ± 1.10% (Figure 4)). pLeu106Val: 21.06% ± 3.68%; NEK1 (NIMA-related kinase 1) and TBK1 (TANK-binding kinase 1):
20.47% ± 3.19%; UBQLN2 (Ubiquilin 2): 17.62% ± 3.42%; sporadic: 23.60% ± 1.37%) compared to the
control groups (untreated: 5.42% ± 0.68%; healthy serum treated: 6.86% ± 1.10% (Figure 4)). Figure 4. The ratio of the volume of electron-dense deposits (EDDs) and the volume of the axon
terminals after inoculation with sera from ALS patients. A significant elevation in EDDs could be
noted in each amyotrophic lateral sclerosis (ALS) serum treated group. Furthermore, this elevation
was significantly higher (###: p < 0.001) in the motor axon terminals of mice injected with sera from
ALS patients with C9ORF72 mutations compared to all other groups. Data are represented as the
mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a one-
way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. ***: p < 0.001. Figure 4. The ratio of the volume of electron-dense deposits (EDDs) and the volume of the axon
terminals after inoculation with sera from ALS patients. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera A significant elevation in EDDs could be
noted in each amyotrophic lateral sclerosis (ALS) serum treated group. Furthermore, this elevation was
significantly higher (###: p < 0.001) in the motor axon terminals of mice injected with sera from ALS
patients with C9ORF72 mutations compared to all other groups. Data are represented as the mean
value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a one-way
analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise comparison. ***: p < 0.001. Figure 4. The ratio of the volume of electron-dense deposits (EDDs) and the volume of the axon
terminals after inoculation with sera from ALS patients. A significant elevation in EDDs could be
noted in each amyotrophic lateral sclerosis (ALS) serum treated group. Furthermore, this elevation
was significantly higher (###: p < 0.001) in the motor axon terminals of mice injected with sera from
ALS patients with C9ORF72 mutations compared to all other groups. Data are represented as the
mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a one-
way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. ***: p < 0.001. Figure 4. The ratio of the volume of electron-dense deposits (EDDs) and the volume of the axon
terminals after inoculation with sera from ALS patients. A significant elevation in EDDs could be
noted in each amyotrophic lateral sclerosis (ALS) serum treated group. Furthermore, this elevation was
significantly higher (###: p < 0.001) in the motor axon terminals of mice injected with sera from ALS
patients with C9ORF72 mutations compared to all other groups. Data are represented as the mean
value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a one-way
analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise comparison. ***: p < 0.001. To reduce the variability of the results due to the largely inhomogeneous distribution of synaptic
vesicles within the axon terminals, a quantitative evaluation of the density of synaptic vesicles was
limited to the active zones, the physiologically most relevant regions of the synapses. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera All treatments
with ALS sera resulted in significant increases in the synaptic vesicle density (SOD1 pLeu144Phe
110.30 ± 8.81 vesicles/µm3; SOD1 pVal14Met: 134.65 ± 1.82 vesicles/µm3; SOD1 pAsp90Ala: 133.87 ±
10.88 vesicles/µm3; SOD1 pLys91ArgfsTer8: 120.28 ± 11.26 vesicles/µm3; C9ORF72: 201.15 ± 14.29
vesicles/µm3; SQSTM1 pPro392Leu: 108.01 ± 12.74 vesicles/µm3; CCNF pLeu106Val: 124.60 ± 9.91
vesicles/µm3; NEK1 and TBK1: 162.43 ± 3.19 vesicles/µm3; UBQLN2: 138.55 ± 15.02 vesicles/µm3
sporadic: 116.10 ± 7.68 vesicles/µm3), while there were no significant changes in the group treated
with healthy sera (89.40 ± 6.05 vesicles/µm3) compared to the control (80.38 ± 1.5 vesicles/µm3 (Figure
5)). To reduce the variability of the results due to the largely inhomogeneous distribution of
synaptic vesicles within the axon terminals, a quantitative evaluation of the density of synaptic
vesicles was limited to the active zones, the physiologically most relevant regions of the synapses. All treatments with ALS sera resulted in significant increases in the synaptic vesicle density (SOD1
pLeu144Phe:
110.30 ± 8.81 vesicles/µm3; SOD1 pVal14Met:
134.65 ± 1.82 vesicles/µm3; SOD1
pAsp90Ala:
133.87 ± 10.88 vesicles/µm3; SOD1 pLys91ArgfsTer8:
120.28 ± 11.26 vesicles/µm3;
C9ORF72: 201.15 ± 14.29 vesicles/µm3; SQSTM1 pPro392Leu: 108.01 ± 12.74 vesicles/µm3; CCNF
pLeu106Val: 124.60 ± 9.91 vesicles/µm3; NEK1 and TBK1: 162.43 ± 3.19 vesicles/µm3; UBQLN2:
138.55 ± 15.02 vesicles/µm3; sporadic: 116.10 ± 7.68 vesicles/µm3), while there were no significant
changes in the group treated with healthy sera (89.40 ± 6.05 vesicles/µm3) compared to the control
(80.38 ± 1.5 vesicles/µm3 (Figure 5)). 5)). The elevations in the density of the active zone synaptic vesicles and the level of intracellular
calcium were noted as significant effects of the inoculation with sera from ALS patients. Since these
parameters are closely associated with the activity of the synapses, their cross-relation was analyzed
as well (Figure 6). In Figure 6, each point represents patients, except the “untreated control” points
which display values derived from individual mice, to illustrate the reproducibility of the
histochemical method. The data points are split into three main groups: controls, ALS patients and
ALS outliers, representing the patients with the C9ORF72 mutation. A K-means statistical cluster
analysis confirmed the presence of these distinct clusters: (i) one represented the untreated mice and
the healthy volunteers, (ii) another shows all ALS mutations, except the C9ORF72, (iii) and the last
cluster represented the patients with a C9ORF72 mutation (Figure 6). 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera The elevations in the density of the active zone synaptic vesicles and the level of intracellular
calcium were noted as significant effects of the inoculation with sera from ALS patients. Since these
parameters are closely associated with the activity of the synapses, their cross-relation was analyzed
as well (Figure 6). In Figure 6, each point represents patients, except the “untreated control” points,
which display values derived from individual mice, to illustrate the reproducibility of the histochemical
method. The data points are split into three main groups: controls, ALS patients and ALS outliers,
representing the patients with the C9ORF72 mutation. A K-means statistical cluster analysis confirmed
the presence of these distinct clusters: (i) one represented the untreated mice and the healthy volunteers,
(ii) another shows all ALS mutations, except the C9ORF72, (iii) and the last cluster represented the
patients with a C9ORF72 mutation (Figure 6). 7 of 18
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7 of 18 Int. J. Mol. Sci. 2020, 21, 5566
I t J M l S i 2020 21 5566
Int. J. Mol. Sci. 2020, 21, 5566 Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. Data are represented as
the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a
one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. Data are represented
as the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using
a one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera Data are represented as
the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a
one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. Data are represented as
the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a
one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. Data are represented
as the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using
a one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 5. Volume density of synaptic vesicles in the active zones of neuromuscular synapses of mice
inoculated with sera from amyotrophic lateral sclerosis (ALS) patients. All sera from ALS patients
induced a significant increase in the number of active zone synaptic vesicles. Data are represented as
the mean value ± standard error of the mean (s.e.m.). Statistical evaluation was determined using a
one-way analysis of the variance (ANOVA) with the least significant difference post-hoc pairwise
comparison. *: p < 0.05; **: p < 0.01; ***: p < 0.001. Figure 6. The active zone synaptic vesicle density is plotted against the volume density of the calcium-
containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS) sera
treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles, their
combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera The
points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Figure 6. The active zone synaptic vesicle density is plotted against the volume density of the calcium-
containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS) sera
treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles, their
combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). The
points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Figure 6. The active zone synaptic vesicle density is plotted against the volume density of the
calcium-containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS)
sera treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles,
their combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). The points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Fi
6 Th
ti
ti
i l d
it i
l tt d
i
t th
l
d
it
f th
l i naptic vesicle density is plotted a containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS) sera
treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles, their
combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). The
points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Figure 6. 3. Discussion Calcium, a ubiquitous second messenger, plays an integral physiological role as summarized by
Otto Loewi in his famous saying “Yes, calcium is everything” (1959). It has also been proposed to play
a role in pathological situations [29]. However, starting from the early 1980s, based on the pioneering
studies of Dennis W. Choi on neocortical cultures [30,31], an autonomous “calcium hypothesis” has
been developed, since, according to his observations, the “toxicity of glutamate on cortical neurons may
depend primarily on the presence of extracellular calcium, probably through a mechanism which is
distinct from simple excitotoxicity” [32]. Nowadays it is widely accepted that increased calcium levels
are a key factor not only in acute injuries [10,33] but also in the pathobiology of neurodegenerative
diseases [19,21,34–37]. The role of calcium in the pathomechanism of different neurodegenerative diseases has been
directly or indirectly evidenced in their models, such as in Alzheimer’s disease [38], Parkinson’s
disease [36], or ALS [39,40]. However, a direct demonstration of altered calcium levels in degenerating
human nerve cells has been hampered due to the absence of brain biopsy samples for calcium studies,
because of evident ethical concerns, and as autopsy samples are not suitable for this purpose since the
fast diffusion of intracellular elements significantly alters their original distribution. ALS, however,
is unique compared to other neurodegenerative diseases, since, due to the anatomy of the motor
system, parts of the degenerating motor neurons residing in the skeletal muscles can be sampled with
routine muscle biopsies [24]. In our original study, based on the results of muscle biopsies obtained from seven sporadic ALS
patients, increased calcium levels and an increased synaptic vesicle number could be demonstrated in
the motor axon terminals. These parameters separated the patients from the control population [26]. Similar alterations could be transferred to mice via inoculation of the total sera or IgG obtained
from these patients [17,28]. In the present experiment, to prove that similar alterations may exist in
the rest of the population of ALS patients, sera from ALS patients with identified mutations were
collected, inoculated into mice, and the motor axon terminals in the hindlimb interosseous muscles
were analyzed. For these experiments, instead of IgG, serum was used for injections, as in our
previous study [17], because it exhibits more complex and stronger biological effects than the isolated
and thus partially inactivated IgG. 2 1 Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera
2.1. Ultrastructural Alterations of the Motor Axon Terminals after Inoculation with ALS Sera The active zone synaptic vesicle density is plotted against the volume density of the calcium-
containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS) sera
treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles, their
combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). The
points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Figure 6. The active zone synaptic vesicle density is plotted against the volume density of the
calcium-containing electron-dense deposits (EDDs). Since all amyotrophic lateral sclerosis (ALS)
sera treatments resulted in a mutual increase in calcium levels and the density of synaptic vesicles,
their combined values could form new groups (blue ellipse) separated from controls (yellow ellipse). The points representing the patients with the chromosome 9 open reading frame 72 (C9ORF72) mutation
were sorted into a stand-alone cluster (represented by the red ellipse), and this group is beyond the
99.5% confidence regions of the control and the ALS groups represented by the covered area of the
yellow and blue confidence ellipses. Int. J. Mol. Sci. 2020, 21, 5566 8 of 18 3. Discussion In vitro, our findings are also compatible with the
physiological abnormality of increased miniature endplate potentials, which are depolarizations of the
postsynaptic terminal caused by the release of a single vesicle into the synaptic cleft, which could be
induced by the passive transfer of IgG [56] or sera [57] from ALS patients. The present findings demonstrate that, according to the mutual effect of the sera from ALS patients
with known mutations on the number of synaptic vesicles and the level of intracellular calcium,
the patients can be sorted into clusters that differentiate them from the controls (Figure 6). Although
it lies beyond the scope of the present study to analyze the effect of the sera obtained from patients
with different mutations, it is noteworthy that the effect of the sera obtained from patients with the
C9ORF72 mutation exceeds the effect of all other sera from patients with identified mutations (Figure 6). The extraordinary effect of this mutation might be attributed to both the loss of function of the C9ORF72
protein and toxic gain of function from the C9ORF72 repeat ribonucleic acid (RNA), or from dipeptide
repeat proteins produced by a repeat-associated non-ATG translation [58]. Mutations in this gene
have a strong immune/inflammatory effect due to a generalized systemic pro-inflammatory state,
which initiates autoimmunity-related degenerative pathways and microglia activation in the C9ORF72
knock-out model of ALS [59], without a regression of the motor function [60]. In summary, it should be noted that starting from the original observation that calcium
is indeed elevated in the degenerating nerve cells of humans [26], which can be replicated in
different models of ALS [28,61], several lines of study have been initiated, investigating this
pathobiological process as a possible neuroprotective strategy in ALS. For example, based on the
recognition that certain calcium-binding proteins may lend resistance to neurons [62–64], double
transgenic parvalbumin × mutant SOD1 mice were bred, overexpressing the parvalbumin protein
in spinal motor neurons, which delayed disease onset in the mice, but could not ultimately rescue
them [65]. It was a reasonable assumption that increasing the calcium buffering capacity of the
cells would increase their tolerance, but, per definition, sooner or later saturation occurs if the
stress endures. However, an alternative therapeutic approach was based on reducing the calcium
influx through calcium-permeable α-amino-3-hydroxy-5-methyl-4-isoxazole propionic acid (AMPA)
receptors, which has a specific alteration in ALS [66]. 3. Discussion The degenerative effect of ALS serum partially comes from the
presence of autoimmune IgG antibodies, which were characterized in another study where a panel of
20 IgG antibodies specific for ALS were identified from the sera of ALS patients [41]. Furthermore,
purified IgG can initiate motoneuronal calcium accumulation, as was demonstrated by Pullen and
his coworkers [42,43]. ALS IgG also induced selective motor neuron apoptosis in rat mixed primary
spinal cord cultures [44]. Immunoglobulins from patients with sporadic ALS can bind [45] and alter
the function of L-type and P-type, as well as other neuronal calcium channels [46–49]. These antibodies
induce ultrastructural degeneration in motor neurons and an increase in intracellular calcium [50],
as well as an increase in the frequency of miniature endplate potentials [48] and glutamate levels in
the cerebrospinal fluid [51]. The intraperitoneal administration of IgG from ALS patients and the
immunized goat model of ALS increased TNF-α, IL-6, and IL-10 levels in the spinal cord and the
serum of inoculated mice [52]. The pathomechanistic role of ALS IgG in the sera of the patients
seems to be essential since, if the IgG is removed by pre-incubating it with anti-human IgG or with
the putative target of the antibodies, the pathobiological effects completely vanish [48]. Besides the
effect on motor neurons, the various specific effects of ALS IgG were described in other cell types,
also playing a role in the pathomechanism of ALS. These antibodies are capable of inducing oxidative
stress and an upregulation of the antioxidative system in a BV-2 microglial cell line [53] and also affect
cytosolic calcium homeostasis in cultured rat astrocytes [54]. Nevertheless, sera from two sporadic
ALS patients were also included in the present study, which proved that identical results could be
obtained from these patients as in the previous study. The present results, together with our earlier
findings [26], provide the basis for the assumption that in ALS, regardless of the primary cause of
the disease, calcium plays a central role in the pathomechanism. The increased number of synaptic Int. J. Mol. Sci. 2020, 21, 5566 9 of 18 vesicles and the simultaneously elevated levels of intra-terminal calcium are congruent with the needle
electromyography findings in ALS patients with spontaneous and involuntary discharges, which
may arise from the motoneuron or its axon [55]. 3. Discussion After some promising results in SOD1 transgenic
mice with the drug Talampanel [67], which was also introduced in clinical trials, it turned out, that its
protective effect against calcium overload was effective only if the treatment was started before the
appearance of clinical symptoms [68]. Our present results confirm the central role of calcium in the
pathomechanism of ALS and probably in other neurodegenerative diseases. This phenomenon may
unify the different pathomechanisms into a self-perpetuating cascade [25] responsible for the identical
clinical manifestation of different forms of ALS, regardless of whether the patients possess mutations
for the disease, which underlines the necessity of early diagnostic markers for effective treatments. 4.2. Patients Patient
mALS 9 with an SQSTM1 mutation, patient mALS 10 with a CCNF mutation, patient mALS 11 with a
UBQLN2 mutation, and patient mALS 12 with a NEK1 mutation, together with TBK1 mutations, were
evaluated. ALS patients screened for 35 major ALS related genes with known mutations were targeted
in next-generation sequencing posteriorly [17]. g
y
The genomic DNAs were isolated from blood samples. The entire coding region of the SOD1
genes and the flanking introns were amplified and the polymerase chain reaction products underwent
a direct sequencing on an ABI 3100 sequencer (Thermo Scientific; Waltham, MA, USA) and were
compared with the wild-type sequences on the Ensemble Genome Browser [69]. The patients who
carried the GGGGCC repeat expansion were also screened for the “risk” haplotype, the rs3849942
variant, which was used as a marker for the “risk” haplotype for the patient and control genotypes. Rs3849942 genotyping was based on allelic discrimination assays using TaqMan chemistry (Life
Technologies; Budapest, Hungary) [69]. In patient mfALS 4 in Table 1, the mutation screening revealed
a mutation located in the signal peptide (M24I) together with the SOD1 pLeu144Phe mutations. Patient
mALS 9 with an SQSTM1 mutation, patient mALS 10 with a CCNF mutation, patient mALS 11 with a
UBQLN2 mutation, and patient mALS 12 with a NEK1 mutation, together with TBK1 mutations, were
evaluated. ALS patients screened for 35 major ALS related genes with known mutations were targeted
in next-generation sequencing posteriorly [17]. The diagnoses fulfilled the El Escorial revisited [55] and the Awaji [70] criteria for ALS. The patients
were followed up several times and their disease progressions were recorded with the revised ALS
functional rating scale (ALSFRS-R) [71]. The blood samples taken from the cubital veins were frozen,
partly as whole blood and partly as sera after centrifugation, and stored until use at –80 ◦C. Only patient
mALS12 had frontotemporal dementia. The scores of the Mini-Mental State Examination (MMSE) were
in the normal range, except patient mALS 12 who had progressive frontotemporal dementia (Table 1). Initial symptoms in four patients with SOD1 mutations appeared as lower extremity weaknesses. In the fifth one, the initial symptoms involved all of the extremities. The disease in patient mALS 2 had
progressed over 12 years with the mutation of SOD1 pAsp90Ala. 4.1. Ethics Approval and Consent to Participate Ethical approvals for the studies involving animals were given by (1) The Government Office in
Csongrád-Csanád County, Hungary; (2) The Committee for Animal Experiments of the University of
Szeged, Szeged, Hungary I. 74-II/2015 (14 January 2015). All experiments were carried out in accordance
with the institutional guidelines for the use and care of experimental animals and the governmental
law for animal protection (XXVIII. chapter IV. paragraph 31) which conforms to international laws and
policies (EEC Council Directive 86/609, OJL 358 1 DEC. 12, 1987; NIH Guide for the Care and Use of
Laboratory Animals, United States National Research Council, revised 1996). All efforts were made to
minimize animal suffering throughout the experiments. Int. J. Mol. Sci. 2020, 21, 5566 10 of 18 Ethical approval for obtaining blood from patients and controls, for research purposes, and storing
it anonymously with the written informed consent of patients and controls was given by The Human
Investigation Review Board, University of Szeged, Hungary, in agreement with the declaration of
the Medical World Federation proclaimed in Helsinki 1964. (Project title: Search for Biomarkers in
Neurodegenerative Diseases: Amyotrophic Lateral Sclerosis, Parkinson’s Disease and Alzheimer’s
Disease #2557/2009 (29 June 2009, revised 23 January 2012). 4.2. Patients Fourteen ALS patients (Table 1) and three healthy controls participated with informed consent in
the study. Five ALS patients possessed mutations in the SOD1 gene. Three patients had a GGGGCC
hexanucleotide repeat expansion in the C9ORF72 gene. One patient had a mutation in the SQSTM1
gene, another one had a mutation in the CCNF gene, a further one had a mutation in the UBQLN2 gene
and finally, a patient with ALS and frontotemporal dementia had a double mutation in the NEK1 gene
together with a mutation in the TBK1 gene (Table 1). Two patients, composing the sporadic ALS group,
were genetically screened for all 35 major ALS genes and proved to be negative (Table 1). For controls,
sera from 3 age-matched healthy volunteers were obtained. Untreated animals also served as controls. Fourteen ALS patients (Table 1) and three healthy controls participated with informed consent in
the study. Five ALS patients possessed mutations in the SOD1 gene. Three patients had a GGGGCC
hexanucleotide repeat expansion in the C9ORF72 gene. One patient had a mutation in the SQSTM1
gene, another one had a mutation in the CCNF gene, a further one had a mutation in the UBQLN2 gene
and finally, a patient with ALS and frontotemporal dementia had a double mutation in the NEK1 gene
together with a mutation in the TBK1 gene (Table 1). Two patients, composing the sporadic ALS group,
were genetically screened for all 35 major ALS genes and proved to be negative (Table 1). For controls,
sera from 3 age-matched healthy volunteers were obtained. Untreated animals also served as controls. The genomic DNAs were isolated from blood samples. The entire coding region of the SOD1
genes and the flanking introns were amplified and the polymerase chain reaction products underwent
a direct sequencing on an ABI 3100 sequencer (Thermo Scientific; Waltham, MA, USA) and were
compared with the wild-type sequences on the Ensemble Genome Browser [69]. The patients who
carried the GGGGCC repeat expansion were also screened for the “risk” haplotype, the rs3849942
variant, which was used as a marker for the “risk” haplotype for the patient and control genotypes. Rs3849942 genotyping was based on allelic discrimination assays using TaqMan chemistry (Life
Technologies; Budapest, Hungary) [69]. In patient mfALS 4 in Table 1, the mutation screening revealed
a mutation located in the signal peptide (M24I) together with the SOD1 pLeu144Phe mutations. 4.2. Patients The patient with the fast progression
(6 months) had a novel heterozygous mutation (c.275_276delAA, pLys91ArgfsTer8) located in the
fourth exon of the SOD1 gene and led to a frameshift with the insertion of 8 novel amino acids and
the formation of a premature stop codon at the new amino acid position 99. Patient mALS 1 had a
SOD1 mutation together with an angiogenin (ANG) mutation and lived one year after the onset of
symptoms. Patient mfALS 3 and mfALS 4 survived for 2 years and 3 years after the appearance of the
symptoms, respectively. The patients with a C9ORF72 repeat expansion had a short disease course
initiated with bulbar (6, 8 and 12 months). The remaining four patients with genetic alterations also
had a short (6 months) disease course. The two sporadic ALS cases without genetic alterations in the
major ALS genes survived 9 months and 1 year after the diagnosis was established. 11 of 18 Int. J. Mol. Sci. 2020, 21, 5566 Table 1. Summary of the clinical data of the patients. Table 1. Summary of the clinical data of the patients. 4.3. Passive Transfer with Human Sera and Tissue Preparation 4.3. Passive Transfer with Human Sera and Tissue Preparation 4.3. Passive Transfer with Human Sera and Tissue Preparation Altogether, 48 male Balb/c mice, obtained from Charles River Appoints AnimaLab Hungary Kft. (Vác, Hungary), were injected intraperitoneally with 1 mL/day serum from ALS patients with different
mutations (n = 3) or healthy serum (n = 3) for two days. All animals received sera from the same
patient during the inoculation period. However, animals treated with serum from different patients
with the same mutation (patients mfALS 3 and 4; patient mALS 6, 7 and 8) were pooled together,
since there was no statistical difference between the effect of the sera from different patients with the
same mutation. A similar pooling protocol was applied to animals treated with sera from sporadic
patients (patient sALS 1,2). One group of animals did not receive an injection and was used as the
untreated control (n = 3). During the two-day inoculation period, animals were housed in plastic cages (5 animals/cage,
at most) in a thermoneutral environment (22 ± 3 ◦C) and 12 h light/dark cycle with access to drinking
water and regular rodent chow ad libitum. Twenty-four hours after the second serum injection, muscle
samples from animals were prepared from the animals for the analytical study of calcium by an electron
microscope, as described originally by Borgers and coworkers [72,73]. The method, as adapted and
regularly tested for the specificity of calcium in our laboratory, ensures a good preservation of the tissue
suitable for electron microscopy and results in the EDDs due to the precipitation of tissue calcium by
the fixative [74–78]. First, animals under terminal anesthesia (avertin; 2,2,2-tribromoethanol, Merck, Darmstadt,
Germany; 240 mg/kg body weight in a 1.0 mL volume i.p.) were transcardially perfused with 90 mM
potassium oxalate (Merck; pH adjusted to 7.4 with KOH) followed by 3% glutaraldehyde (Polysciences
Inc., Warrington, PA, USA; pH adjusted to 7.4 with KOH) containing 90 mM of potassium oxalate
(pH 7.4). The hindlimb interosseus muscles were removed and fixed in the same fixative overnight
(4 ◦C). Specimens were then rinsed in 7.5% sucrose (Molar Chemicals Kft., Budapest, Hungary)
containing 90 mM of potassium oxalate (pH 7.4), postfixed with 2% potassium pyroantimonate (Merck)
+1% osmic acid (Sigma; pH adjusted to 7.4 with acetic acid (Molar Chemicals Kft.)) for 2 h (4 ◦C). 4.2. Patients Patients
Age at
Onset
(Years)
Duration of
the Disease
at the Study
Initial Symptoms
Clinical
Signs
ALS FRS-R
MMSE
Genetic Alteration
Family
History
Therapy
Other Disease
mALS 1
63
1 year
proximal bilateral lower
limb weakness
LMN, UMN
32/48
28/30
SOD1 pVal14 Met
ANG Met24Ile
negative
Riluzole, Perindopril,
Aspirin, Piracetam,
Vinpocetine, Nebivolol
atherosclerosis, hypertension
mALS 2
75
12 years
bilateral lower limb
weakness
LMN, UMN,
B
19/48
29/30
SOD1 pAsp90Ala
negative
Riluzole
cervical and lumbar
spondylarthrosis,
hyperlipidemia
mfALS 3
29
2 years
gait disturbance
LMN, UMN
36/48
30/30
SOD1 pLeu144Phe
grandmother
(fraternal)
Riluzole
-
mfALS 4
49
3 years
distal weakness of lower
limbs
LMN, UMN,
B, PB
25/48
28/30
SOD1 pLeu144Phe
grandmother
(maternal)
Riluzole, Citalopram
depression, lumbar discs’
herniation
mALS 5
67
6 months
four limbs weakness
B, PB, UMN,
LMN
39/48
30/30
SOD1 pLys91Arg fs
Ter8
negative
Riluzole, Atorvastatin,
Valsartan
breast cancer (irradiated 8
years ago),
hypercholesterolemia, cervical
and lumbar discs’ protrusion
mALS 6
68
6 months
bilateral peroneal palsy,
dysarthria
LMN, B,
UMN
44/48
30/30
C9ORF72 repeat
expansion
negative
Alprazolam,
Perindopril, Duloxetine
hyperparathyroidism (cured),
generalized lipomatosis,
osteoporosis, hypertension,
depression
mALS 7
55
1 year
dysarthria, dysphagia
B, PB, LMN,
UMN
37/48
27/30
C9ORF72 repeat
expansion
negative
Riluzole, L-thyroxin
Hashimoto’s thyroiditis
mfALS 8
56
8 months
dysarthria, dysphagia
B, PB, LMN,
UMN
36/48
30/30
C9ORF72 repeat
expansion
mother with
suspected
ALS (not
documented)
Riluzole, L-thyroxin
hypothyroidism
mALS 9
54
6 months
dyspnea
B, PB, LMN,
UMN
40/48
30/30
SQSTM1 pPro392Leu
negative
Valsartan-HCT
hypertension
mALS 10
61
6 months
UMN, LMN lesions in the
lower limbs
LMN, UMN,
B
42/48
30/30
CCNF pLeu106Val
negative
Valsartan, Riluzole
hypertension, cervical and
lumbar discs’ protrusion
mALS 11
65
6 months
four limbs weakness
LMN, UMN
43/48
29/30
UBQLN2 pMet392Val
negative
Riluzole
hypertension depression
mALS 12
37
6 months
four limbs weakness,
dysarthria, cognitive deficit
UMN, LMN,
B, PB
39/48
23/30
NEK1 pSer261His TBK1
pLys631 deletion
negative
Riluzole, Perindopril,
Paroxetine
hypertension depression,
frontotemporal dementia
sALS1
71
1 year
weakness of the right arm
and leg (peroneal)
UMN, LMN
41/48
28/30
-
negative
Piracetam, Diclofenac,
Aspirin, Perindopril,
Isosorbide-mononitrate,
Bisoprolol
hypertension,
hypercholesterolemia,
atherosclerosis, post zoster
neuralgia
sALS2
74
9 months
dysarthria, dysphagia
B, UMN,
LMN
39/48
26/26
-
negative
Amlodipine,
Perindopril, Metoprolol,
Atorvastatin, Riluzole
hypertension,
hypercholesterolemia
mALS: ALS with identified mutation; mfALS: familial ALS with identified mutation; sALS: sporadic ALS; LMN: lower motor neuron; UMN: upper motor neuron; B: bulbar; PB:
pseudobulbar; ALSFRS-R: ALS functional rating scale revised; MMSE: Mini-Mental State Examination. 4.2. Patients Int. J. Mol. Sci. 2020, 21, 5566 12 of 18 12 of 18 4.3. Passive Transfer with Human Sera and Tissue Preparation Next, specimens were rinsed in distilled water (pH adjusted to 10 with KOH) for 10 min, dehydrated
in a graded series of ethanol (Molar Chemicals Kft.), processed through propylene oxide (Merck),
and embedded in Durcupan ACM (Merck). Blocks were polymerized for 48 h at 56 ◦C. Semithin (0.3 µm)
sections were cut from the blocks on an Ultracut UCT ultramicrotome (Leica, Wetzlar, Germany),
etched [79] and stained [80], and then evaluated under an Eclipse 80i light microscope (Nikon, Tokyo,
Japan) to identify the zones of innervation in the muscles. After trimming the blocks to the appropriate
regions, to avoid personal bias in determining the fields for analysis [81], systematic random sets
of ultrathin sections (50 nm) were prepared. The distance between the sections was set to 15 µm to
circumvent repeated sampling of identical neuromuscular synapses during the collection of electron
microscopic images. Sections were mounted on single-hole formvar coated copper grids (Electron
Microscopy Sciences, Hatfield, PA, USA), contrasted with uranyl acetate (Electron Microscopy Sciences;
2% in 50% ethanol) [82] and lead citrate (Electron Microscopy Sciences; 2% in distilled water) [83]. 4.4. Quantification of the Intracellular Calcium Levels in the Motor Axon Terminals Author Contributions: Conceptualization, J.I.E. and L.S.; Data curation, R.P., T.F.P. and B.N.; Formal analysis,
R.P., T.F.P. and K.T.; Funding acquisition, L.S.; Investigation, V.M., T.F.P., B.N., L.K., R.K., K.S., K.T. and I.O.;
Methodology, R.P., M.S. and L.S.; Project administration, R.P., M.S. and J.I.E.; Resources, R.P.; Supervision,
L.S.; Validation, M.S., J.I.E. and L.S.; Visualization, V.M., L.K., R.K. and K.S.; Writing—original draft, V.M. and
R.P.; Writing—review and editing, J.I.E. and L.S. All authors have read and agreed to the published version of
the manuscript. 4.5. Quantification of the Density of Synaptic Vesicles In addition to the calcium content in the axon terminals, changes in the synaptic vesicle density in
the active zones were also analyzed and were expressed quantitatively. Electron microscopic images of
15 axon terminals were evaluated for each animal, where all active zones of the neuromuscular junction
were quantified individually. Although the determination of the active zones for these measurements
was arbitrary—by the symmetrical adjustment of a 100 nm wide and 200 nm long rectangle for the
postsynaptic junction—this method was consistently applied during quantification, and adapted from
the analysis of the human motor axon terminals [26]. The volume of the examined region was calculated
using the area of the selected rectangle and the known section thickness. Subsequently, the number
of synaptic vesicles was determined in the created cuboid. Synaptic vesicles were measured if their
center was within the examined volume. Results were averaged per animal, then group averages were
calculated using the individual values of the animals, which were expressed as volume densities. 4.4. Quantification of the Intracellular Calcium Levels in the Motor Axon Terminals Ultrathin sections were examined using a JEM-1400Flash transmission electron microscope (JEOL,
Tokyo, Japan). Sections from each animal were systematically screened at low magnification (500–2000×)
for the presence of neuromuscular synapses until 15 axon terminals could be collected for microscopic
analysis. Axon terminals were recorded as 16-bit grayscale images at an instrumental magnification of
12,000× with a 2k × 2k high-sensitivity scientific complementary metal-oxide-semiconductor camera
(Matataki Flash sCMOS, JEOL) and saved in a tagged image file format. The relative volume of
the axon terminals occupied by the EDDs representing the calcium precipitates was determined by
point counting methods [84,85], which were modified for these unique structures and photographic
conditions [75]. The recorded pictures were analyzed with the built-in modules of Image-Pro Plus
(Media Cybernetics; Rockville, MD, USA) image analysis software. The tessellation of sampling Int. J. Mol. Sci. 2020, 21, 5566 13 of 18 13 of 18 points was superimposed onto each electron microscopic image, then sampling points hitting the
axon terminals in each image served as reference areas and were counted. Sampling points hitting
the EDDs within the reference area were counted as well. The corresponding counts obtained in
the individual fields were summed up throughout the series of the identified axon terminals in each
animal [86]. The appropriate ratios expressing the relative amount of the EDDs within these structures
were calculated for each animal. Conflicts of Interest: The authors declare no conflict of interest. 4.6. Statistical Analysis To determine the average volume occupied by EDDs within the axon terminals, and the synaptic
vesicle density, the data derived from individual electron microscopic fields were pooled according to
animals and passive transfer groups. Fifteen fields of view for each were analyzed in the motor axon
terminals from each animal. Differences among the multiple means of the volume density of the EDDs
were assessed by a one-way analysis of variance (ANOVA), followed by the least significant difference
post-hoc test. All of the statistical analyses were performed with R (version 3.6.2, R Foundation for
Statistical Computing, Vienna, Austria) and with R Studio Integrated Development Environment
(version 1.1.453, RStudio Inc., Boston, MA, USA) for Windows. All data are presented as mean values
± the standard error of the means (s.e.m.). A cluster analysis was performed using the K-means
clustering algorithm with WEKA data mining software (v3.8.3., Waikato, New Zealand) to investigate
the cross-relationship of the volume density of EDDs and synaptic vesicles in patients with different
ALS genotypes and controls. Since the analysis resulted in distinct clusters, the Jaccard similarity index
was not calculated, but the 99.5% confidence regions of the control and ALS groups were evaluated
and represented in Figure 6 as confidence ellipses. Author Contributions: Conceptualization, J.I.E. and L.S.; Data curation, R.P., T.F.P. and B.N.; Formal analysis,
R.P., T.F.P. and K.T.; Funding acquisition, L.S.; Investigation, V.M., T.F.P., B.N., L.K., R.K., K.S., K.T. and I.O.;
Methodology, R.P., M.S. and L.S.; Project administration, R.P., M.S. and J.I.E.; Resources, R.P.; Supervision,
L.S.; Validation, M.S., J.I.E. and L.S.; Visualization, V.M., L.K., R.K. and K.S.; Writing—original draft, V.M. and
R.P.; Writing—review and editing, J.I.E. and L.S. All authors have read and agreed to the published version of
the manuscript. Funding: This work was partially supported by the National Research, Development and Innovation Office of
Hungary through the GINOP-2.3.2-15-2016-00001, GINOP-2.3.2-15-2016-00034 and GINOP-2.3.3.-15-2016-00001
programs. This research work was conducted with the support of the Szeged Scientists Academy under the
sponsorship of the Hungarian Ministry of Human Capacities (EMMI: 11136-2/2019/FIRFIN). R.P. was supported by
the “National Talent Programme” with the financial aid of the Ministry of Human Capacities (NTP-NFTÖ-18-B-208). Acknowledgments: We thank Erika Bánfiné Rácz for her assistance in ultramicrotomy, and Jennifer Tusz to
correcting the English language of the manuscript. Conflicts of Interest: The authors declare no conflict of interest. 14 of 18 Int. J. Mol. Sci. 4.6. Statistical Analysis 2020, 21, 5566 Abbreviations
ALS
Amyotrophic lateral sclerosis
ALSFRS-R
Revised amyotrophic lateral sclerosis functional rating scale
AMPA
α-amino-3-hydroxy-5-methyl-4-isoxazole propionic acid
ANG
Angiogenin
ANOVA
Analysis of variance
B
Bulbar
C9ORF72
Chromosome 9 open reading frame 72
CCNF
G2/mitotic-specific cyclin F
EDDs
Electron-dense deposits
IgG
Immunoglobulin G
LMN
Lower motor neuron
mALS
Amyotrophic lateral sclerosis with an identified mutation
mfALS
Familial amyotrophic lateral sclerosis with an identified mutation
MMSE
Mini-Mental State Examination
NEK1
NIMA-related kinase 1
PB
Pseudobulbar
RNA
Ribonucleic acid
sALS
Sporadic amyotrophic lateral sclerosis
s.e.m. Standard error of the mean
SOD1
Superoxide dismutase 1
SQSTM1
Sequestosome 1
TBK1
TANK-binding kinase 1
UBQLN2
Ubiquilin 2
UMN
Upper motor neuron References 1. Rowland, L.P.; Shneider, N.A. Amyotrophic lateral sclerosis. N. Eng. J. Med. 2001, 344, 1688–1700. [CrossRef]
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Corrigendum to “Fatal Systemic Vasoconstriction in a Case of Metastatic Small-Intestinal NET”
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Case reports in gastrointestinal medicine
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Jochen Stenzel,1 Sebastian Noe,2 Konstantin Holzapfel,3
Franziska Erlmeier,4 and Florian Eyer1 1Department of Clinical Toxicology, Klinikum rechts der Isar, Technical University of Munich, Ismaningerstrasse 2
81675 Munich, Germany Department of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, Technical University of Munich,
smaningerstrasse 22, 81675 Munich, Germany 4Institute of Pathology, Klinikum rechts der Isar, Technical University of Munich, Ismaningerstrasse 22, 81675 Munich, Germany Correspondence should be addressed to Jochen Stenzel; j.stenzel@tum.de eceived 16 November 2017; Accepted 21 November 2017; Published 3 December 2017 Received 16 November 2017; Accepted 21 November 2017; Published 3 December 2017 Copyright © 2017 Jochen Stenzel 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. Copyright © 2017 Jochen Stenzel 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. In the article titled “Fatal Systemic Vasoconstriction in a
Case of Metastatic Small-Intestinal NET” [1], the first and last
names of all the authors were reversed. The revised authors’
list is shown above and updated in place. Hindawi
Case Reports in Gastrointestinal Medicine
Volume 2017, Article ID 8694296, 1 page
https://doi.org/10.1155/2017/8694296 References [1] J. Stenzel, S. Noe, K. Holzapfel, F. Erlmeier, and F. Eyer,
“Fatal systemic vasoconstriction in a case of metastatic small-
intestinal NET,” Case Reports in Gastrointestinal Medicine, vol. 2017, Article ID 9810194, 6 pages, 2017. References Submit your manuscripts at
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Portosystemic shunt surgery in the era of TIPS: imaging-based planning of the surgical approach
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Abdominal Radiology (2020) 45:2726–2735
https://doi.org/10.1007/s00261-020-02599-z Abdominal Radiology (2020) 45:2726–2735
https://doi.org/10.1007/s00261-020-02599-z HEPATOBILIARY Portosystemic shunt surgery in the era of TIPS: imaging‑based
planning of the surgical approach Uli Fehrenbach1 · Safak Gül‑Klein2 · Miguel de Sousa Mendes1 · Ingo Steffen1 · Julienne Stern1,3 · Dominik Geisel1 ·
Gero Puhl2,4 · Timm Denecke1,5 Received: 27 March 2020 / Revised: 22 May 2020 / Accepted: 26 May 2020
© The Author(s) 2020, corrected publication 2021 * Uli Fehrenbach
uli.fehrenbach@charite.de Abstract Purpose With the spread of transjugular intrahepatic portosystemic shunts (TIPS), portosystemic shunt surgery (PSSS) has
decreased and leaves more complex patients with great demands for accurate preoperative planning. The aim was to evaluate
the role of imaging for predicting the most suitable PSSS approach. Material and methods Forty-four patients who underwent PSSS (2002 to 2013) were examined by contrast-enhanced CT
(n = 33) and/or MRI (n = 15) prior to surgery. Imaging was analyzed independently by two observers (O1 and O2) with
different levels of experience (O1 > O2). They recommended two shunting techniques (vessels and anastomotic variant) for
each patient and ranked them according to their appropriateness and complexity. Findings were compared with the actually
performed shunt procedure and its outcome.i Results The first two choices taken together covered the performed PSSS regarding vessels in 88%/100% (CT/MRI, O1)
and 76%/73% (O2); and vessels + anastomosis in 79%/73% (O1) and 67%/60% (O2). The prediction of complex surgi-
cal procedures (resection of interposing structures, additional thrombectomy, use of a collateral vessel, and use of a graft
interposition) was confirmed in 87%, resulting in 80% sensitivity and 96% specificity. Larger shunt vessel distances were
associated with therapy failure (p = 0.030) and a vessel distance of ≥ 20 mm was identified as optimal cutoff, in which a
graft interposition was used. There was no significant difference between MRI and CT in predicting the intraoperative deci-
sions (p = 0.294 to 1.000). (p
)
Conclusion Preoperative imaging and an experienced radiologist can guide surgeons in PSSS. CT and MRI provide the
information necessary to identify technically feasible variants and complicating factors. Keywords Portosystemic shunt surgery · Magnetic resonance imaging · Computed tomography · Portal hypertension Keywords Portosystemic shunt surgery · Magnetic resonance imaging · Computed tomography · Por systemic shunt surgery · Magnetic resonance imaging · Computed tomography · Portal hypertension Abbreviations
IVC
Inferior vena cava
O1
Observer one (more experienced)
O2
Observer two (less experienced)
PHT
Portal hypertension
PSSS
Portosystemic shunt surgery
PV
Portal vein
The study was in part presented at the Annual Conference of the
European Society of Gastrointestinal and Abdominal Radiology
(ESGAR) 2019 in Rome, Italy. Uli Fehrenbach and Safak Gül-Klein contributed equally to this
work. Patient population Sixty-five patients who underwent PSSS between March
2002 and September 2013 were retrospectively identified
from the surgical database of our hospital. Surgical reports,
histology reports, cross-sectional imaging datasets, labora-
tory results, and medical records were obtained to generate
the endpoint parameter. The patients underwent PSSS after
having been classified as unsuitable for TIPS procedure in an
interdisciplinary discussion. The main reason for not choos-
ing TIPS was prehepatic PHT with chronic extrahepatic por-
tal vein occlusion in 31 patients (70%). In seven pediatric
patients with patent portal venous flow, PSSS was preferred
due to the still incomplete body growth. In two patients,
PSSS was indicated because of chronic TIPS occlusion. One
patient was treated with PSSS during a hemicolectomy for
cecum carcinoma to avoid a further intervention. Another
patient was unsuitable for TIPS because of a previously per-
formed right hepatic trisectionectomy because of a Klat-
skin’s tumor. In the other two patients, PSSS was preferred
because of vascular anomalies (intrahepatic portal vein dys-
plasia and a mesenteric arteriovenous malformation). Nine-
teen of the initially identified patients were excluded because
of incomplete medical records or lack of preoperative imag-
ing. Two patients underwent an atypical shunt procedure,
which was not part of the retrospective imaging-based evalu-
ation. These two patients also had to be excluded. Forty-four
patients were finally included (Fig. 1). Due to the widespread use of TIPS, PSSS is becoming
less common and experience with this operation is dimin-
ishing. There are many surgical portosystemic (PS) shunt
options to consider in the preoperative planning (e.g.,
portacaval, mesocaval, splenorenal). The different PSSS
techniques modify hepatopetal blood flow in different ways
and can be categorized into nonselective, partially selec-
tive, and selective types. Nonselective PS shunt techniques
establish complete drainage of portal as well as mesenterial
blood flow into the inferior vena cava. Partially selective
shunt techniques maintain the PS pressure gradient and thus
ensure residual blood flow in the portal vein. Selective tech-
niques separate the downgradient via esophageal collater-
als from the portal hypertensive system and therefore have
the smallest effects on portal perfusion. Interestingly, there
are no long-term differences in terms of recurrent bleeding,
hepatic encephalopathy, or overall survival between the dif-
ferent shunt techniques [15, 16]. This is in part attributable
to a loss of selectivity over the years [17]. SMV
Superior mesenteric vein
TIPS
Transjugular intrahepatic portosystemic shunt bypass rather than a true PS shunt. Meso-Rex shunts are of
special interest in children and younger patients with extra-
hepatic portal occlusion. They maintain liver function and
hepatopetal flow, therefore mostly avoiding hypersplenism,
coagulopathies, and hyperammonemia while at the same
time allowing normal neurological development to continue
[18–21]. Abstract * Uli Fehrenbach
uli.fehrenbach@charite.de
1
Department of Radiology, Charité – Universitätsmedizin
Berlin, Augustenburger Platz 1, Berlin 13353, Germany
2
Department of Surgery, Campus Charité Mitte | Campus
Virchow-Klinikum, Charité – Universitätsmedizin
Berlin, corporate member of Freie Universität Berlin,
Humboldt-Universität zu Berlin, and Berlin Institute
of Health, Berlin, Germany
3
Department of Radiology, Krankenhaus Nordwest,
Frankfurt am Main, Germany
4
Department of Surgery, Asklepios Klnik Altona, Hamburg,
Germany
5
Department of Diagnostic and Interventional Radiology,
Universitätsklinikum Leipzig, Leipzig, Germany Abbreviations
IVC
Inferior vena cava
O1
Observer one (more experienced)
O2
Observer two (less experienced)
PHT
Portal hypertension
PSSS
Portosystemic shunt surgery
PV
Portal vein
The study was in part presented at the Annual Conference of the
European Society of Gastrointestinal and Abdominal Radiology
(ESGAR) 2019 in Rome, Italy. Uli Fehrenbach and Safak Gül-Klein contributed equally to this
work. * Uli Fehrenbach
uli.fehrenbach@charite.de 2
Department of Surgery, Campus Charité Mitte | Campu
Virchow-Klinikum, Charité – Universitätsmedizin
Berlin, corporate member of Freie Universität Berlin,
Humboldt-Universität zu Berlin, and Berlin Institute
of Health, Berlin, Germany .(123456789
3 2727 Abdominal Radiology (2020) 45:2726–2735 Introduction Transjugular intrahepatic portosystemic shunt (TIPS) has
become the most common intervention used today to treat
intrahepatic portal hypertension, PHT [1]. Before even
being proved to be better than portosystemic shunt surgery
(PSSS), TIPS quickly spread worldwide [2]. Moreover, there
are various conditions in which TIPS is not feasible or even
recommendable [3]. TIPS is usually not used in the treat-
ment of pre- and posthepatic PHT [4]. Specifically, TIPS is
not suitable for patients with extrahepatic veno-occlusive
disease, in which the vascular connection between splenic
and portal circulation is interrupted, or for patients with
advanced hepatic cirrhosis, because of the high risk of
hepatic encephalopathy [5]. Contraindications to the place-
ment of a TIPS include severe cardiac disease (e.g., conges-
tive heart failure), multiple hepatic cysts, systemic infection/
sepsis, or unrelieved biliary obstruction [6]. Nevertheless,
these patients need to be treated, and PSSS is indicated to
prevent variceal bleeding, spontaneous bacterial peritoni-
tis, hepatorenal syndrome, and progressive liver failure [3,
7–14]. Nonetheless, PSSS is invasive and is associated with the
intra- and perioperative risks of major abdominal vascular
surgery—its major disadvantage in comparison to TIPS. Therefore, precise preoperative imaging and planning are
of utmost importance. The purpose of this study was to evaluate whether CT
and MRI are sufficiently accurate and reliable for the pre-
operative planning of PSSS in patients who are not suitable
for a TIPS procedure. With decreasing surgeon experience
caused by the widespread of TIPS, a radiologist may be in
an important position to assist the surgical team with pre-
surgical planning to help guide patient management. Planning of portosystemic shunt surgery Preoperative images of all 44 patients—contrast-enhanced
CT (n = 33) and/or MRI datasets (n = 15; n = 4 patients
with both CT and MRI)—were analyzed on a dedicated
PACS viewing workstation (Centricity, GE Healthcare,
General Electric, Milwaukee, USA) by 2 radiologists with
different levels of experience [Observer 1 (O1; T.D.): 12
years and Observer 2 (O2; J.S.): 4 years of experience in
abdominal imaging]. Both observers were blinded to the
surgical technique and outcomes. Fig. 1 Flowchart of retrospective enrollment consent (Application Number EA1/148/14) because of the
retrospective study design. consent (Application Number EA1/148/14) because of the
retrospective study design. The two observers evaluated patency and diameters of the
portal venous system. Maximum diameters of the possible
shunt vessels were measured at the suggested connection
(down- and upstream) sites by the radiologists. The short-
est distances between the possible shunt vessels [inferior
vena cava (IVC), portal vein (PV), left and right portal vein
branches, superior mesenteric vein (SMV), splenic vein
(SV), and left renal vein (RV)] were measured. Patient population Since there is
no “standard” shunt, the anatomy of the individual must be
evaluated in each case to select the most appropriate shunt-
ing procedure. Careful planning, which shunting vessels
and anastomosis (e.g., end-to-side, side-to-side) to choose,
is necessary to avoid shunt failure or hepatic encephalopathy
caused by (too) high shunt volume. Another shunt technique
besides the more common shunt variants already mentioned
is the mesoportal (Meso-Rex) shunt, which actually is a i
Our Institutional Review Board approved the study proto-
col including adult and pediatric patients, waiving informed 1 3 1 Abdominal Radiology (2020) 45:2726–2735 2728 Fig. 1 Flowchart of retrospective enrollment Table 1 Institutional surgical algorithm that represents a synopsis of
local surgeon preferences
Indication
Preferred shunt
Acute esophageal bleeding
Portacaval (end-to-side)
Extrahepatic portal thrombosis
Mesocaval, splenorenal
(distal or side-to-side)
Extrahepatic portal thrombosis in children
Meso-Rex
Budd–Chiari syndrome
Portacaval or mesocaval
Ascites
Splenorenal (not distal)
Possible liver transplantation candidate
Portacaval or mesocaval (Gadovist®-Bayer Schering Pharma) at 1.5 T (Siemens
Magnetom Avanto, Siemens Healthcare, Erlangen, Ger-
many) using an eight-channel body phased-array surface
coil. Due to the long observation period, the MRI proto-
cols vary within the examined collective. All MRI pro-
tocols included multiphase dynamic contrast-enhanced
T1-weighted sequences with fat saturation in axial (arterial,
portal venous, venous, and delayed phase) and coronal ori-
entation (venous phase). 3 Imaging (CT and MRI) Multiphasic contrast-enhanced CT [with iopromide (Ultra-
vist 370®, Bayer Schering Pharma) or with iobitridol
(Xenetic 350®-Guerbet GmbH)] was performed on a 16- or
64-slice CT scanner (Light Speed Power 16 or VCT 64; GE
Medical Solutions, Fairfield, CT) using a triple-phase acqui-
sition technique with arterial (~ 15-s delay), portal venous
(~ 40-s delay), and equilibrium phase (~ 80-s delay) acquisi-
tion. The primary slice thickness was 0.625 mm. Tube volt-
age was 120 kV, tube current was modulated automatically
based on a noise index of 15 and a maximally allowed cur-
rent of 350 mA. Maximum intensity projections (MIPs) were
reconstructed for each contrast phase. Structures intervening between possible shunting ves-
sels were identified in consensus by O1 and O2 as factors
increasing surgical complexity (need for tissue resection
before shunt creation). Other factors contributing to com-
plexity included large vessel distance (> 20 mm) (necessity
of graft interposition), thrombosis adjacent to connecting
vessels (requires additional thrombectomy), and unavoidable
use of a collateral vein instead of (occluded) major vein for
establishing the shunt. Contrast-enhanced MRI was performed with gadoter-
ate meglumine (Dotarem®-Guerbet GmbH) or gadobutrol An algorithm for deciding about the surgical shunt tech-
nique based on clinical factors (e.g., age, indication, urgency 1 3 2729 Abdominal Radiology (2020) 45:2726–2735 of vascular decompression, vascular beds to relieve) has
been proposed by the surgical team and is shown in Table 1. This algorithm takes the physiological properties of each
shunt into account and was used in our retrospective analysis
as a guideline rather than an absolute standard in assessing
the recommendations made by our two observers. of vascular decompression, vascular beds to relieve) has
been proposed by the surgical team and is shown in Table 1. This algorithm takes the physiological properties of each
shunt into account and was used in our retrospective analysis
as a guideline rather than an absolute standard in assessing
the recommendations made by our two observers. diameterdistal shunt vessel∕diameterproximal shunt vessel diameterdistal shunt vessel∕diameterproximal shunt vessel The shunt vessel ratio, diameter of the smaller shunt ves-
sel, and distance of the connected vessels were correlated
with PSSS outcome. (4) Meso-Rex shunt. (4) Meso-Rex shunt. Each technique proposed in our retrospective analysis was
classified as “standard” or “complex”. If any factor of com-
plexity was present, the procedure was classified as complex. Each technique proposed in our retrospective analysis was
classified as “standard” or “complex”. If any factor of com-
plexity was present, the procedure was classified as complex. During the decision process, the two observers were blinded
to the later chosen surgical procedure. The imaging-based
recommendations made by the two observers were compared
with the shunt procedures actually accomplished by the sur-
geons treating the patients included in our analysis. i
During the decision process, the two observers were blinded
to the later chosen surgical procedure. The imaging-based
recommendations made by the two observers were compared
with the shunt procedures actually accomplished by the sur-
geons treating the patients included in our analysis. a Hepatorenal syndrome, hepatic encephalopathy, spontaneous bacte-
rial peritonitis The success of PSSS was evaluated during postopera-
tive hospitalization until discharge (< 30 days). PSSS failure
was defined as early shunt occlusion or occurrence of major
complications (rebleeding, organ failure, death). Imaging (CT and MRI) Table 2 Characteristics of the study patients
PHT portal hypertension, PSSS portosystemic shunt surgery
a Hepatorenal syndrome, hepatic encephalopathy, spontaneous bacte-
rial peritonitis
n
%
Major underlying causes of PHT
Extrahepatic portal vein thrombosis
31
70
Associated with liver cirrhosis
7
Other causes (e.g., clotting disorder)
24
Liver cirrhosis
16
36
Metabolic/toxic
13
Viral hepatitis
2
Autoimmune hepatitis
1
Wilson’s disease
1
2
Rendu–Osler–Weber disease
1
2
Budd–Chiari syndrome
1
2
Post-hemihepatectomy lymph fistula
1
2
Signs and clinical findings in PHT
Esophagogastric varices
40
91
Splenomegaly
31
70
Ascites
19
43
Advanced stage symptomsa
3
7
Complications of PHT and indication for PSSS
Varices with previous bleeding episode
25
57
Acute variceal bleeding
2
Splenomegaly and secondary thrombocytopenia
19
43
Excessive ascites
5
11 Based on the information available in this retrospective
analysis, each of the two observers made a ranked recom-
mendation (first and second choice) of two shunt techniques
including the most appropriate anastomosis technique: (1) Splenorenal • Anastomosis proximal end-to-side (Linton), distal
end-to-side (Warren) or side-to-side (Cooley). (2) Portacaval • Anastomosis end-to-side or side-to-side. (3) Mesocaval • Anastomosis side-to-side. Results The collective consisted of 19 (43%) pediatric patients
(0–21 years) with 3 infants (< 2 years), 8 children (2 to 12
years), and 8 adolescents (12 to 21 years) [22]. The mean
age in adult patients (n = 25) was 44 years. Both genders
were equally represented (22 each) in the study population. Table 2 summarizes diagnoses underlying PHT, signs and
clinical findings on admission, and major indications for sur-
gery. The average MELD score (applicable to patients ≥ 12
years) was 12 (range 7 to 24). For patients below 12 years
of age, the average PELD score was 1.7 (range 0 to 10.9). In
the overall collective, the average serum albumin level was
3.42 g/dl (range 2.0–5.1) [23]. To correlate the outcome of PSSS with vessel diameters,
we calculated the shunt vessel ratio using the following
formula: Statistical analysis Statistical analysis was performed using SPSS Statistics Ver-
sion 22 (IBM, Armonk, NY, USA). The χ2 test was used to
assess differences in the accuracy of CT and MRI in pre-
operative planning. Cohen’s κ was used to evaluate inter-
rater reliability. Continuous variables from two independent
samples were evaluated using the Mann–Whitney U test. Receiver operating characteristic curve analysis was used
to investigate binary classifiers. p values < 0.05 were con-
sidered statistically significant. Eighteen patients had portacaval PSSS (Fig. 2), in which
end-to-side was the most commonly used anastomosis. Splenorenal (Fig. 3) and mesocaval (Fig. 4) PSSS were per-
formed in 15 and 11 cases, respectively (Table 3). A Meso-
Rex shunt was not chosen by the surgeons in our evaluated
cases. However, as it was part of the available options to
the radiologists reading, it is still mentioned in Table 3. All
PSSS procedures included in this study were performed or
at least supervised by the same surgeon in charge. 3 Abdominal Radiology (2020) 45:2726–2735 2730 Fig. 2 A 17-year-old female PHT patient with Wilson’s disease and
recurrent variceal bleeding—PSSS procedure: portacaval side-to-
side; a preoperative MRI, post-contrast T1-w, b postoperative MRI,
post-contrast T1-w and c postoperative MRI, T2w. Small arrow: IVC;
arrowhead: portal vein; bold arrow: portacaval anastomosis Fig. 2 A 17-year-old female PHT patient with Wilson’s disease and
recurrent variceal bleeding—PSSS procedure: portacaval side-to-
side; a preoperative MRI, post-contrast T1-w, b postoperative MRI, post-contrast T1-w and c postoperative MRI, T2w. Small arrow: IVC;
arrowhead: portal vein; bold arrow: portacaval anastomosis Fig. 3 A 71-year-old male PHT
patient with excessive ascites
after extended right hemihepa-
tectomy (diagnosis: intrahepatic
cholangiocarcinoma)—PSSS:
splenorenal side-to-side; a
preoperative CT, oblique MIP
reconstruction and b postopera-
tive CT, oblique MIP recon-
struction. Small arrow: left
renal vein; arrowhead: splenic
vein; bold arrow: splenorenal
anastomosis
Fig. 4 A 49-year-old male PHT patient with liver cirrhosis, extrahe-
patic portal vein thrombosis, and advanced symptoms—PSSS proce-
dure: mesocaval; a preoperative CT, b postoperative CT, axial MIP
reconstruction and c postoperative CT, sagittal MIP reconstruction. Small arrow: IVC; arrowhead: SMV; bold arrow: mesocaval anasto-
mosis Fig. 3 A 71-year-old male PHT
patient with excessive ascites
after extended right hemihepa-
tectomy (diagnosis: intrahepatic
cholangiocarcinoma)—PSSS:
splenorenal side-to-side; a
preoperative CT, oblique MIP
reconstruction and b postopera-
tive CT, oblique MIP recon-
struction. Small arrow: left
renal vein; arrowhead: splenic
vein; bold arrow: splenorenal
anastomosis Fig. Statistical analysis PSSS procedures and radiological recommenda-
tions for each patient are displayed in Supplementary Data. Surgeons actually chose a vessel connection which was
not included among the first 2 choices by O1 in 5 cases
(11%) and by O2 in 12 cases (26%). In 15 patients, surgeons chose a PSSS technique that was
classified as complex by the radiologist. In 13 (87%) of these
patients, complexity of the procedure was confirmed by the
operative report. The retrospective imaging-based evalu-
ation had 80% sensitivity and 96% specificity in predict-
ing complex surgical procedures identified in consensus by
the two radiologists. In two patients, resection of interpos-
ing structures was deemed necessary by the radiologists. In one of these cases, segmental liver resection (segment
1 according to the Couinaud classification) was performed
(Fig. 5a). In the second case, embolization of an intervening
arteriovenous malformation was performed in preparation
for PSSS. In a third patient, a segmental liver resection (seg-
ment 1) that was not suggested by the radiology observers
was performed. Partial thrombosis of the connecting ves-
sels was identified by the radiologists in 4 patients, and
thrombectomy was performed in 3 (75%) of these patients
(Fig. 5b). Use of a collateral vessel was proposed and also
performed in one patient (100%). In 9 patients, the distance
between the connecting vessels was > 20 mm, and graft
interposition was recommended by the observers. 8 (89%)
of these patients actually received a graft (Fig. 5c, d). Table 4 Accuracy in predicting shunt procedure including anasto-
motic variants Table 4 Accuracy in predicting shunt procedure including anasto-
motic variants
O1
O2
Accuracy of shunt procedures recommended on the basis of CT
and/or MRI Table 4 Accuracy in predicting shunt procedure including anasto-
motic variants
O1
O2 Table 4 Accuracy in predicting shunt procedure including anasto-
motic variants
O1
O2
Accuracy of shunt procedures recommended on the basis of CT
and/or MRI
1st option
CT
73%
52%
MRI
80%
60%
p value
0.728
0.756
1st + 2nd option
CT
88%
76%
MRI
100%
73%
p value
0.294
1.000
Accuracy of suggested shunts and proposed anastomotic variant
1st option
CT
64%
36%
MRI
53%
33%
p value
0.538
1.000
1st + 2nd option
CT
79%
67%
MRI
73%
60%
p value
0.720
0.749 Overall, graft interposition (splenorenal n = 3; portacaval
n = 2; mesocaval n = 5) was performed in 10 patients of our
study population. Statistical analysis 4 A 49-year-old male PHT patient with liver cirrhosis, extrahe-
ti
t l
i
th
b
i
d d
d
t
PSSS
reconstruction and c
S
ll
IVC Fig. 4 A 49-year-old male PHT patient with liver cirrhosis, extrahe-
patic portal vein thrombosis, and advanced symptoms—PSSS proce-
dure: mesocaval; a preoperative CT, b postoperative CT, axial MIP
reconstruction and c postoperative CT, sagittal MIP reco
Small arrow: IVC; arrowhead: SMV; bold arrow: mesocav
mosis Fig. 4 A 49-year-old male PHT patient with liver cirrhosis, extrahe-
patic portal vein thrombosis, and advanced symptoms—PSSS proce-
dure: mesocaval; a preoperative CT, b postoperative CT, axial MIP reconstruction and c postoperative CT, sagittal MIP reconstruction. Small arrow: IVC; arrowhead: SMV; bold arrow: mesocaval anasto-
mosis 1 3 3 Abdominal Radiology (2020) 45:2726–2735 2731 In terms of the vessels (splenorenal, portacaval, meso-
caval, and Meso-Rex) used for PSSS, accuracy of the two
observers was 73%/80% (CT/MRI) for O1 and 52%/60% for
O2 if
l th i fi t h i
t k
i t
id
ti
Table 3 Types of portosystemic shunts performed in the study popu-
lation
Shunt
n
%
Splenorenal
15
34
Side-to-side (Cooley)
10
Distal (Warren)
3
Proximal (Linton)
2
Portacaval
18
41
End-to-side
12
Side-to-side
6
Mesocaval
11
25
Side-to-side
11
Meso-Rex
0
0
Table 4 Accuracy in predicting shunt procedure including anasto-
motic variants
O1
O2
Accuracy of shunt procedures recommended on the basis of CT
and/or MRI
1st option
CT
73%
52%
MRI
80%
60%
p value
0.728
0.756
1st + 2nd option
CT
88%
76%
MRI
100%
73%
p value
0.294
1.000
Accuracy of suggested shunts and proposed anastomotic variant
1st option
CT
64%
36%
MRI
53%
33%
p value
0.538
1.000
1st + 2nd option
CT
79%
67%
MRI
73%
60%
p value
0.720
0.749 Table 3 Types of portosystemic shunts performed in the study popu-
lation
Shunt
n
%
Splenorenal
15
34
Side-to-side (Cooley)
10
Distal (Warren)
3
Proximal (Linton)
2
Portacaval
18
41
End-to-side
12
Side-to-side
6
Mesocaval
11
25
Side-to-side
11
Meso-Rex
0
0 first choices of vessels and anastomosis was fair (Cohen’s
κ = 0.257, p < 0.001). If the shunt vessel and anastomosis
technique matched the proposed first two choices, accuracy
increased to 79%/72% (O1) and 67%/60% (O2). There was
no significant difference in accuracy between MRI- and
CT-based recommendations for either observer (p > 0.05,
Table 4). Statistical analysis b Axial CT with partial throm-
bosis of the extrahepatic portal vein (PSSS procedure: portacaval
side-to-side after thrombectomy). c Oblique coronal CT MIP shows
a large distance of 29 mm between IVC (small arrow) and superior
mesenteric vein (arrowhead). In this patient, an allograft was inter-
posed as seen in d (PSSS procedure: mesocaval with graft interposi-
tion). d Postoperative oblique coronal CT MIP reconstruction shows
the interposed graft (bold arrow) connecting the SMV (arrowhead)
and IVC (small arrow) Fig. 5 Factors of complexity. a Oblique axial CT (fused portal
venous phase and venous phase) shows an intervening caudate lobe
(PSSS procedure: portacaval end-to-side with subsegmental liver
resection); bold arrow: caudate lobe; arrowhead: portal vein; small
arrow: hepatic artery; asterisk: IVC. b Axial CT with partial throm-
bosis of the extrahepatic portal vein (PSSS procedure: portacaval
side-to-side after thrombectomy). c Oblique coronal CT MIP shows a large distance of 29 mm between IVC (small arrow) and superior
mesenteric vein (arrowhead). In this patient, an allograft was inter-
posed as seen in d (PSSS procedure: mesocaval with graft interposi-
tion). d Postoperative oblique coronal CT MIP reconstruction shows
the interposed graft (bold arrow) connecting the SMV (arrowhead)
and IVC (small arrow) Fig. 6 ROC analysis—distance of connected vessels and need for
graft interposition; AUC 0.950 (p < 0.001); max. Youden index 0.771
at 20 mm suggest that preoperative diagnostic workup should focus
on vascular anatomy [15]. This is the rationale for the study
presented here, which, to the best of our knowledge, is the
first study focusing on the role of preoperative imaging for
predicting the most suitable approach of PSSS. Our analysis
shows that contrast-enhanced CT and MRI are suitable for
the imaging-based planning of surgical shunt creation and
at the same time allow identification of complicating cir-
cumstances. The results also show that interpretation of the
complex imaging findings and the consecutive planning of
the surgical approach require an experienced radiologist and
may also require a multidisciplinary discussion to choose the
most appropriate surgical management. With its higher periprocedural morbidity due to advanced
liver disease, PSSS requires adequate preoperative planning
to avoid extensive surgical exploration [24]. With the high-
resolution cross-sectional imaging modalities now avail-
able, adequate planning of the most suitable shunt should
be possible even in patients with advanced PHT. Statistical analysis ROC analysis of vessel distances and graft
use showed an AUC of 0.950 (p < 0.001, Fig. 6). According
to the Youden index, the optimal cutoff was 20 mm (Youden
index 0.771). Only one patient with a distance of > 20 mm
did not receive a graft interposition, and this patient devel-
oped early shunt occlusion. In terms of the vessels (splenorenal, portacaval, meso-
caval, and Meso-Rex) used for PSSS, accuracy of the two
observers was 73%/80% (CT/MRI) for O1 and 52%/60% for
O2 if only their first choices were taken into consideration. Inter-rater reliability for the first choices was fair (Cohen’s
κ = 0.271, p = 0.006). If the shunt technique actually used
matched the first or second choice, accuracy increased to
88%/100% (O1) and 76%/73% (O2). Evaluation of recom-
mended shunt vessels and the way they should be anastomo-
sed (e.g., end-to-side, side-to-side, proximal, distal) showed
an accuracy of 64%/53% (O1) and 36%/33% (O2) if only
the first choice was considered. Inter-rater reliability for the PSSS was successful in 38 patients (82%), and their
shunts were perfused until discharge. Eight patients (18%)
showed therapy failure/early shunt occlusion (< 30 days
after shunt surgery). Three of these patients (shunt indica-
tion: acute variceal bleeding) died during hospitalization.i i
Inter-rater reliability for the first choices was fair (Cohen’s
κ = 0.271, p = 0.006). If the shunt technique actually used
matched the first or second choice, accuracy increased to
88%/100% (O1) and 76%/73% (O2). Evaluation of recom-
mended shunt vessels and the way they should be anastomo-
sed (e.g., end-to-side, side-to-side, proximal, distal) showed
an accuracy of 64%/53% (O1) and 36%/33% (O2) if only
the first choice was considered. Inter-rater reliability for the Analysis of PSSS outcome revealed a significant corre-
lation between shunt vessel distance and early occlusion. The larger the distance, the higher the risk of early shunt
occlusion (p = 0.030). There was no significant correlation
between successful PSSS and the diameter of smaller con-
necting vessels or the shunt vessel ratio (p > 0.05, Table 5). 1 3 Abdominal Radiology (2020) 45:2726–2735 2732 Fig. 5 Factors of complexity. a Oblique axial CT (fused portal
venous phase and venous phase) shows an intervening caudate lobe
(PSSS procedure: portacaval end-to-side with subsegmental liver
resection); bold arrow: caudate lobe; arrowhead: portal vein; small
arrow: hepatic artery; asterisk: IVC. Statistical analysis Adequate
evaluation of portal venous anatomy for reliable imaging-
based surgical planning has been shown in patients under-
going liver transplantation and pancreatic surgery [25, 26]. While it has been shown that precise puncture guidance in
TIPS procedures is possible with contrast-enhanced CT
and the option of 3D reconstruction [27, 28], similar data
for the imaging-based planning of PSSS are not available,
and our study was conducted to fill this gap. Besides choos-
ing between TIPS and PSSS, the combination of both is
a feasible alternative for complex cases with extrahepatic
disease and should be kept in mind in the pre-interventional
planning [29]. In our collective, the main reason to prefer Fig. 6 ROC analysis—distance of connected vessels and need for
graft interposition; AUC 0.950 (p < 0.001); max. Youden index 0.771
at 20 mm Discussion The observed incidence of surgical
failure/shunt occlusion (17%) in our patients is attributable
to the wide range of shunt indications and a high percent-
age of advanced and acute cases with poor hepatic reserve
compared to other studies [34, 35]. PSSS to TIPS in adults was a chronic extrahepatic portal
vein occlusion. However, TIPS as a possibility should not be
excluded per se in these patients, since TIPS can also help
in the treatment of extrahepatic portal vein occlusion [30]. in the treatment of extrahepatic portal vein occlusion [30]. Our results show that an experienced reader can (ret-
rospectively) predict which surgical technique was going
to be used by an experienced surgeon with high accuracy
in both CT (88%) and MRI (100%). A less-experienced
reader achieves lower accuracies of about 75% with both
modalities, which is still adequate, though, the fair inter-rater
reliability of their first choices underlines the need for an
experienced radiologist in the interpretation of the complex
preoperative imaging. Moreover, our findings suggest that
there are no significant differences in the preoperative accu-
racy of MRI and CT. These findings support an earlier study
reporting the good performance of CT venography in the
evaluation of portosystemic collateral vessels [31]. In only
10% of the patients included in our retrospective analysis did
the surgeon choose a vessel connection not recommended by
the experienced reader. The high incidence of therapy failure
(40%) in these cases indicates that deviation from preop-
erative imaging findings could lead to higher rates of shunt
failure and consecutively increased morbidity. Similarly, it
has been shown that preoperative CT assessment improves
intraoperative management of portosystemic shunts during
liver transplantation [32]. Our study has some limitations. Despite the retrospective
nature and the small sample size, only patients who under-
went surgery were included in our analysis. This is attrib-
utable to the fact that PSSS is increasingly being replaced
by TIPS. The surgeons performing PSSS were also aware
of the preoperative imaging findings; however, there was
no documentation how the imaging findings influenced the
surgeons’ choice of shunt procedure. Practice patterns and
surgeons’ experience are likely variable between institutions,
so that the results of the study may not be applicable to
other sides. There are various confound factors that could
influence the prediction. Discussion Despite the success story of TIPS [2], PSSS can have bene-
fits in the treatment of advanced PHT [5]. We retrospectively
analyzed 44 patients who underwent PSSS at our center
because TIPS was no adequate treatment option. Longer-
term results available for the different shunting techniques 3 2733 Abdominal Radiology (2020) 45:2726–2735 Outcome of PSSS during hospitalization (<30 days)
Success (n = 36)
Failure (n = 8)
Significance
Mean
SD
Range
Mean
SD
Range
Distance between vessels (mm)
12.67
11.69
56.00
20.38
10.87
33.00
p = 0.030
Small shunt vessel diameter (mm)
10.17
4.39
21.00
10.25
3.01
9.00
p = 0.709
Shunt vessel ratio
0.734
0.567
2.742
0.500
0.156
0.475
p = 0.482 Table 5 Analysis of correlation
of shunt vessel diameter and
distance with early success and
failure/shunt occlusion (< 30
days) Outcome of PSSS during hospitalization (<30 days) PSSS to TIPS in adults was a chronic extrahepatic portal
vein occlusion. However, TIPS as a possibility should not be
excluded per se in these patients, since TIPS can also help
in the treatment of extrahepatic portal vein occlusion [30]. Our results show that an experienced reader can (ret-
rospectively) predict which surgical technique was going
to be used by an experienced surgeon with high accuracy
in both CT (88%) and MRI (100%). A less-experienced
reader achieves lower accuracies of about 75% with both
modalities, which is still adequate, though, the fair inter-rater
reliability of their first choices underlines the need for an
experienced radiologist in the interpretation of the complex
preoperative imaging. Moreover, our findings suggest that
there are no significant differences in the preoperative accu-
racy of MRI and CT. These findings support an earlier study
reporting the good performance of CT venography in the
evaluation of portosystemic collateral vessels [31]. In only
10% of the patients included in our retrospective analysis did
the surgeon choose a vessel connection not recommended by
the experienced reader. The high incidence of therapy failure
(40%) in these cases indicates that deviation from preop-
erative imaging findings could lead to higher rates of shunt
failure and consecutively increased morbidity. Similarly, it
has been shown that preoperative CT assessment improves
intraoperative management of portosystemic shunts during
liver transplantation [32]. In addition to providing information on vascular anat- failure/occlusion in our cohort. In contrast, the diameters of
the veins connected for shunt creation did not correlate with
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doi.org/10.1016/j.jhep.2008.01.021 25. Discussion The surgeons’ personal preferences
may have played a role in the choice of PSSS variants, and
these may have changed over the 11-year study period. The
more experienced radiologist could have been better at the
prediction because he knew the surgeons and their preferred
techniques more intimately. To minimize these effects, we
evaluated the first two radiological choices instead of only
using a single recommendation. Our results could pave the
way for a prospective study, which is needed, to answer
the question if pre-surgical imaging provides adequate and
important information and impacts patient outcomes. In addition to providing information on vascular anat-
omy, MRI and CT identify complicating factors that require
additional surgical techniques. Caudate lobe enlargement
is common in cirrhosis of different etiologies and is fre-
quently found in patients with PHT requiring PSSS [33]. Therefore, a hypertrophic caudate lobe has to be considered
as a complicating factor in the planning of potential porta-
caval shunt surgery. Our study shows that imaging reliably
identifies interfering structures, which can thus be consid-
ered in preoperative planning. Large distances between con-
necting vessels sometimes require the use of interposition
grafts. General recommendations regarding the vein distance
above which graft interposition should be performed do not
exist. Our analysis identified a vessel distance of 20 mm
as the optimal cutoff for use of an interposition graft by
experienced surgeons. In addition to its use as a criterion
for deciding about the need for an interposition graft, vessel
distance was identified as the only risk factor for early shunt In conclusion, preoperative cross-sectional imaging and
an experienced radiologist can guide the surgeon in PSSS. Imaging is not only inevitable to provide accurate planning
in general but rather to reliably exclude unfavorable shunt
variants. Optimized CT and MRI examinations provide the
information necessary to identify technically feasible alter-
natives and complicating factors (which may require an
interposition graft, resection of intervening structures, or
prior thrombectomy). Electronic supplementary material The online version of this article
(https://doi.org/10.1007/s00261-020-02599-z) contains supplementary
material, which is available to authorized users. Authors’ contributions All authors contributed to the study conception
and design. Material preparation, data collection, and analysis were 1 3 2734 Abdominal Radiology (2020) 45:2726–2735 performed by UF, SG-K, and MSM. The first draft of the manuscript
was written by UF and all authors commented on previous versions of
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(4):762–768. https://doi.org/10.1016/j.jhep.2010.06.004 Funding Open Access funding enabled and organized by Projekt
DEAL. Funding Open Access funding enabled and organized by Projekt
DEAL. 12. Kim DH, Park JY (2013) Prevention and management of variceal
hemorrhage. Int J Hepatol 2013:434609. https://doi.org/10.1155/
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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
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nectomy. European radiology 28 (9):3661–3668. https://doi.org/
10.1007/s00330-018-5360-z 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. 31. Kang HK, Jeong YY, Choi JH, Choi S, Chung TW, Seo JJ et al. (2002) Three-dimensional multi-detector row CT portal venog-
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Ship-to-Shore Wireless Communication for Asynchronous Data Delivery to the Remote Islands
|
Journal of Sustainable Engineering. Proceedings Series
| 2,019
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cc-by
| 2,065
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Alwin M. Sambul1, Sherwin R.U.A. Sompie2, Daniel F. Sengkey3, Agustinus
Jacobus4, Alicia A.E. Sinsuw5 Department of Electrical Engineering, Faculty of Engineering,
Universitas Sam Ratulangi, Jln. Kampus Unsrat, Bahu - Manado 95115, INDONESIA Department of Electrical Engineering, Faculty of Engineering,
Universitas Sam Ratulangi, Jln. Kampus Unsrat, Bahu - Manado 95115, INDONESIA Department of Electrical Engineering, Faculty of Engineering,
Universitas Sam Ratulangi, Jln. Kampus Unsrat, Bahu - Manado 95115, INDONESIA E-mail: 1asambul@unsrat.ac.id, 2aldo@unsrat.ac.id, 3danielsengkey@unsrat.ac.id,
4a.jacobus@unsrat.ac.id, 5alicia.sinsuw@unsrat.ac.id Abstract. Nowadays, many people who live in remote islands of Indonesia are still facing
difficulties in terms of access to information. In the locations where end-to-end communication
is not available, the asynchronous approach can be utilized to send information in the form of
digital data. In some areas, we could utilize passenger ships or ferries as physical carriers to
deliver digital data to the people in the remote islands which are located at a particular range of
distance from the ship’s passing routes. This paper reports the channel performance of long-
range WiFi connection oversea at 5 GHz using the real ship’s route at the North Sulawesi
province‘s water in Indonesia as a sample scenario. The measurement results showed that the
most stable ship-to-shore communication can be achieved in ±15 minutes at the maximum
distance between the ship and shore of about 4 km. The maximum channel capacity was 120
Mbps for upload (from ship to shore) and 53 Mbps for download (from shore to ship), which is
enough to deliver gigabytes of information to the people at the islands every time the ship passes
by. The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 Penerbit Fakultas Teknik
Universitas Sam Ratulangi
doi:10.35793/joseps.v1i1.13 Penerbit Fakultas Teknik
Universitas Sam Ratulangi
doi:10.35793/joseps.v1i1.13 This paper and its contents may be used under the terms of Creative Commons Attribution 4.0 license. Any further
distribution of this paper must maintain attribution to the author(s), title, journal citation and DOI.
Published under license by Penerbit Fakultas Teknik Universitas Sam Ratulangi, Manado. Ship-to-Shore Wireless Communication for Asynchronous
Data Delivery to the Remote Islands Alwin M. Sambul1, Sherwin R.U.A. Sompie2, Daniel F. Sengkey3, Agustinus
Jacobus4, Alicia A.E. Sinsuw5 Alwin M. Sambul1, Sherwin R.U.A. Sompie2, Daniel F. Sengkey3, Agustinus
Jacobus4, Alicia A.E. Sinsuw5 This paper and its contents may be used under the terms of Creative Commons Attribution 4.0 license. Any furthe
distribution of this paper must maintain attribution to the author(s), title, journal citation and DOI.
Published under license by Penerbit Fakultas Teknik Universitas Sam Ratulangi, Manado. 1. Introduction Although according to the recent data two-third of the world population is now enjoying mobile phone
connection [1], yet many people, especially at the small and remote islands remain completely cut off. These islands generally have a little population and low income, hence making them economically
challenging for building out telecommunication infrastructure [2]. This situation brings difficulties for
the inhabitants to communicate and to access information from the outside worlds. In such locations where the end-to-end communication is not available, the asynchronous approach can
be utilized to send information in the form of digital data. This approach usually uses vehicles that
physically carry a computer with a storage device and a limited telecommunication module (usually
WiFi) between remote areas in order to effectively create a data communication link [3, 4]. In some
areas, such as in North Sulawesi province of Indonesia, we could utilize passenger ships or ferries as
physical carriers to deliver digital data to the people in the remote islands which are located at a
particular range of distance from the ship’s passing routes. As the ships usually have regular routes and
schedules, we could also expect that the data can be delivered in a timely manner. This paper reports the channel performance of long-range WiFi connection oversea at 5 GHz using the
real ship’s route at the North Sulawesi province‘s water in Indonesia as a sample scenario. 103 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 Penerbit Fakultas Teknik
Universitas Sam Ratulangi
doi:10.35793/joseps.v1i1.13 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 2.1. Sample scenario & experiment p
p
As the solution proposed in this paper utilizes passenger ships as physical carriers to deliver digital data
to the remote islands, it is necessary to determine a sample scenario in which the solution will be tested. To do this, a continuous GPS tracking from the deck of a passenger ferry traveling its typical route from
Manado to Tahuna was conducted. The data showed that the ship was cruising at an average speed of
13.32 knot and passing by a small island of Makalehi (coordinate 2°43'38.2"N 125°10'38.4") at about
2.17 km of minimum distance to its shore. This island has a population of 1,287 in an area of 4.2 km2
and situated at the border of Indonesia’s sea territory. Makalehi island was chosen as the sample of the
scenario as it is categorized as one of the small and outer islands by the Government of the Republic of
Indonesia, and currently has no reliable telecommunication infrastructure to provide any data
connectivity. Figure 1: Configuration of equipment Figure 1: Configuration of equipment To simulate the sample scenario, the experiment was focused to measure the channel capacity of long-
range WiFi connectivity between a moving station on a chartered boat cruising at the same speed of
passenger ship mentioned earlier (±13.32 knot), and passing by perpendicularly to a base station at the
shore at least 2.17-km distance. The experiment was done at the Wori waters near Siladen island, while
the base station was situated at a fishing dock of Bawoho village at the north of Manado city (coordinate
1°34'58.1"N 124°49'03.1"E). 3. Result and Discussions Figure 2 shows the GPS tracking and timing of the ship’s location while measuring the channel
performance. The shore’s base station is located at the mainland and showed as a white asterisk. The
boat was cruising from north to southwest toward the channel between Tongkaina Cape and Bunaken
Island. Figure 2: Ship's location GPS tracking Figure 2: Ship's location GPS tracking The measurement was done in the duration of 52 minutes and the ship’s distance to the base station is
shown in Figure 3. As can be seen from this figure, the ship’s closest position occurred 39 minutes after
the measurement began (Figure 4). Clearly, the signal levels changed proportional to the distance
between the ship and the base station, as shown by Figure 5. Only for comparison, in Figure 5 we also
included signal level’s data from a directional antenna that was included in the experiment. The measurement was done in the duration of 52 minutes and the ship’s distance to the base station is
shown in Figure 3. As can be seen from this figure, the ship’s closest position occurred 39 minutes after
the measurement began (Figure 4). Clearly, the signal levels changed proportional to the distance
between the ship and the base station, as shown by Figure 5. Only for comparison, in Figure 5 we also
included signal level’s data from a directional antenna that was included in the experiment. With a more focusing on the results from the omnidirectional antenna, the data of wireless channel
capacity, which is the maximum amount of traffic or signal that can move over the communication
channel [5], are shown in Figure 6 and 7. Tx channel capacity defines the capacity of data transmission
from ship to the shore, while Rx channel capacity means the capacity from shore to ship. As shown from
these data, the channel capacity of both Tx and Rx were increased significantly between 11:00 to 11:15
of the measurement time. The maximum Tx channel capacity was 120 Mbps and the maximum Rx
channel capacity was 53 Mbps. With a more focusing on the results from the omnidirectional antenna, the data of wireless channel
capacity, which is the maximum amount of traffic or signal that can move over the communication
channel [5], are shown in Figure 6 and 7. 2.2. Long-range WiFi antennas g
g
The equipment of the long-range WiFi antenna system was separated into two subsystems: a) ship side,
and b) shore side. The ship side used a dual polarity omnidirectional antenna (airMAX® Omni® AMO-
5G13 from Ubiquiti Networks) with 13 dBi gain at 5 GHz, while the shore side used a sectoral antenna
airMAX® AM-5G19-120 from Ubiquiti Networks) with 19 dBi gain at 5 GHz. Both antennas were
elevated at 2 meters from the floor using iron tripods. Each of these antennas was connected to a wireless
access point (Rocket®M AirMAX® Base Station from Ubiquiti), monitored remotely using a laptop
connected to the access point using UTP cable. Due to the lack of power source at the boat and at the
shore, all equipment at each side was powered by a deep-cycle 12V 100Ah battery (Luminous®) with
an inverter. Figure 1 shows the configuration of the equipment. 104 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 3. Result and Discussions Tx channel capacity defines the capacity of data transmission
from ship to the shore, while Rx channel capacity means the capacity from shore to ship. As shown from
these data, the channel capacity of both Tx and Rx were increased significantly between 11:00 to 11:15
of the measurement time. The maximum Tx channel capacity was 120 Mbps and the maximum Rx
channel capacity was 53 Mbps. Figure 3: Distance to signal strength Figure 3: Distance to signal strength Figure 3: Distance to signal strength 105 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 The 1st International Conference on Sustainable Engineering Practices (IConSEP) Penerbit Fakultas Teknik
Universitas Sam Ratulangi
doi:10.35793/joseps.v1i1.13 Figure 4: Distance between the ship and the base station Figure 4: Distance between the ship and the base station Figure 5: Upload Channel Capacity. Figure 5: Upload Channel Capacity. Figure 6: Download channel capacity Figure 6: Download channel capacity Figure 6: Download channel capacity 4. Conclusions The measurement results showed that the most stable ship-to-shore communication can be achieved in
a duration of ±15 minutes at the maximum distance between the ship and shore of about 4 km. The
maximum channel capacity was 120 Mbps for upload (from ship to shore) and 53 Mbps for download
(from shore to ship), which is enough to deliver gigabytes of information to the people at the islands
every time the ship passes by. This shows that this asynchronous approach using ship-to-shore wireless
communication can be used effectively for data delivery to the remote islands. 106 Penerbit Fakultas Teknik
Universitas Sam Ratulangi
doi:10.35793/joseps.v1i1.13 The 1st International Conference on Sustainable Engineering Practices (IConSEP)
Penerbit Fakultas Teknik
Universitas Sam Ratulangi
Journal of Sustainable Engineering: Proceedings Series 1(1) 2019
doi:10.35793/joseps.v1i1.13 Acknowledgments Acknowledgments
The authors acknowledge the support of DPRM Dikti, the Ministry of Research, Technology and Higher
Education, the Republic of Indonesia. References [1] GSMA Intelligence, “Definitive data and analysis for the mobile industry”, 2017. [Online]
Available: https://www.gsmaintelligence.com [2] Mauro Margalho Coutinho, Alon Efrat, Thienne Johnson, Andrea Richa, and Mengxue Liu,
“Healthcare Supported by Data Mule Networks in Remote Communities of the Amazon Region,”
International Scholarly Research Notices, vol. 2014, Article ID 730760, 8 pages, 2014. doi:10.1155/2014/730760. [2] Mauro Margalho Coutinho, Alon Efrat, Thienne Johnson, Andrea Richa, and Mengxue Liu,
“Healthcare Supported by Data Mule Networks in Remote Communities of the Amazon Region,”
International Scholarly Research Notices, vol. 2014, Article ID 730760, 8 pages, 2014. doi:10.1155/2014/730760. [3] R. C. Shah, S.Roy, S.Jain, and W.Brunette, “DataMULEs: modeling and analysis of a three-tier
architecture for sparse sensor networks,” Ad Hoc Networks, vol.1, no. 2-3, pp.215–233, 2003. [4] Shyam, “Connecting Remote Islands: GSM and Broadband Networks for Indonesia,” Vihaan
Networks Limited, 2015. [Online] Available: http://www.vnl.in/media/4989/16- vnl_br_connecting-
remote-island_r2.pdf [5] Techopedia, “Channel Capacity,” [Online] Available: https://www.techopedia.com/definition/248
73/channel-capacity 107 107
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Pleural mesothelioma risk by industry and occupation: results from the Multicentre Italian Study on the Etiology of Mesothelioma (MISEM)
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(2022) 21:60
Migliore et al. Environmental Health
https://doi.org/10.1186/s12940-022-00869-5
Open Access
RESEARCH
Pleural mesothelioma risk by industry
and occupation: results from the Multicentre
Italian Study on the Etiology of Mesothelioma
(MISEM)
Enrica Migliore1,2* , Dario Consonni3, Susan Peters4, Roel C. H. Vermeulen4, Hans Kromhout4,
Antonio Baldassarre5, Domenica Cavone6, Elisabetta Chellini7, Corrado Magnani2,8, Carolina Mensi3,
Enzo Merler9, Marina Musti6, Alessandro Marinaccio10 and Dario Mirabelli1,2
Abstract
Background: The Italian mesothelioma registry (ReNaM) estimates mesothelioma incidence and addresses its etiology by assessing cases’ exposures but cannot provide relative risk estimates.
Objectives: i) To estimate pleural mesothelioma relative risk by industry and occupation and by ReNaM categories of
asbestos exposure; and ii) to provide quantitative estimates of the exposure–response relationship.
Methods: A population-based mesothelioma case–control study was conducted in 2012–2014 in five Italian
regions. Cases and age and gender frequency-matched controls were interviewed using a standard ReNaM questionnaire. Experts coded work histories according to international standard classifications of industries/occupations and
assigned asbestos exposure according to ReNaM categories. Job codes were further linked to SYN-JEM, a quantitative
job-exposure matrix. Cumulative exposure (CE, f/mL-years) was computed by summing individual exposures over
lifetime work history. Unconditional logistic regression analyses adjusted by gender, centre and age were fitted to
calculate odds ratios (OR) and 95% confidence intervals (CI).
Results: Among men we observed increased risks of mesothelioma in many industries and associated occupations,
including: asbestos-cement (OR = 3.43), manufacture of railroad equipment (OR = 8.07), shipbuilding and repairing
(OR = 2.34), iron and steel mills (OR = 2.15), and construction (OR = 1.94). ORs by ReNaM exposure categories were
as follows: definite/probable occupational exposure (OR = 15.8, men; OR = 8.80, women), possible occupational
(OR = 2.82, men; OR = 3.70, women), sharing home with an exposed worker (OR = 2.55, men; OR = 10.3, women),
residential (OR = 2.14, men; OR = 3.24, women). Based on SYN-JEM, mesothelioma risk increased by almost 30% per f/
mL-year (OR = 1.28, CI 1.16–1.42).
Conclusions: Out study involved five regions with historically different types and levels of industrial development,
encompassing one third of the Italian population and half of Italian mesothelioma cases. As expected, we found
increased pleural mesothelioma risk in the asbestos industry and in trades with large consumption of asbestos
*Correspondence: enrica.migliore@cpo.it
1
Cancer Epidemiology Unit, CPO Piemonte and University of Turin, Turin, Italy
Full list of author information is available at the end of the article
© The Author(s) 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 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.
Migliore et al. Environmental Health
(2022) 21:60
Page 2 of 13
materials. Clear associations were found using both qualitative (ReNaM classifications) and quantitative estimates
(using SYN-JEM) of past asbestos exposure, with clear evidence of an exposure–response relationship.
Keywords: Pleural mesothelioma, Asbestos, Occupational exposure, Exposure assessment, Case–control study
Background
All uses of asbestos have been banned since 1999 in the
European Union, and in some member states the ban was
issued much earlier [1]. The incidence of malignant mesothelioma (MM) – the neoplasm most strongly associated with asbestos – showed a decline in Sweden, where
the first ban had been issued in 1975 for crocidolite [2].
In the other European countries MM incidence was still
increasing at the turn of century, although less steeply
than in the past [1]; a recent decreasing trend in mortality
has been observed in some Northern and Western European countries like Sweden and The Netherlands, but not
yet in Italy [3]. Furthermore, it is widely acknowledged
that asbestos remaining in place may result in exposure
for workers engaged in maintenance and renovation of
buildings and industrial plants, as well as for members of
the general population due to the presence of weathering
asbestos-containing materials. The epidemiological surveillance of MM remains, therefore, of interest.
In Italy use of asbestos was forbidden in 1992 and a
National Mesothelioma Registry (ReNaM) was started in
1993. Registration is accomplished by its regional operating centres (centres, from now on). ReNaM centres
identify incident MM cases in their regional populations,
systematically collect information about their occupational and non-occupational exposures to asbestos, carry
out the exposure assessment and feed data to ReNaM.
Statistics are periodically published describing the proportion of cases with recognized occupational exposures
and their distribution by industry and occupation [4].
Interestingly, it was found that about 10% of all Italian
cases had no recognized exposure at work but had been
exposed to asbestos in non-occupational settings [5].
The ability to describe etiology characterizes ReNaM
and differentiates it from general cancer registries. However, exposure data being restricted to cases, ReNaM
cannot provide risk estimates by industry and occupation. Furthermore, previously unrecognized opportunities and circumstances of exposure have been identified,
but only when they gave rise to obvious clusters of cases
in specific factories, industries or small areas [6–10]. To
overcome such limitations a population-based case–control design would be instrumental, following the example
of the French Programme National de Surveillance des
Mésothéliomes (PNSM) [11]. To assess its feasibility and
evaluate its potential results we conducted a populationbased case–control study. The specific aims of this study
were to i) estimate pleural mesothelioma relative risk by
industry and occupation and by ReNaM categories of
asbestos exposure; and ii) provide quantitative estimates
of the exposure–response relationship.
Methods
The study included pleural MM cases with histological confirmation of diagnosis. Cases were enrolled into
the study as soon as they were identified. Given the
constraints imposed by the funding body on the timeextension of the study (two years and six months, from
October 2012 to March 2015), cases occurring during
the recruitment period but registered and, thus, interviewed later were excluded. Only centers that could take
advantage of a rapid alert system for the identification
of incident cases were, therefore, involved. Five centers,
Piedmont, Lombardy, Veneto, Tuscany and Apulia, participated in the study; in Piedmont the source population was limited to residents in the province of Turin and
the local health district of Casale Monferrato, whereas
in Veneto recruitment was restricted to residents in the
provinces of Venice and Padua (Table 1).
Population controls were randomly selected from the
regional rosters of citizens registered with the National
Health Service. Such lists largely coincide with residents,
as they are based on data from the municipal registrar offices. The average update lag is about six months,
so control selection was carried out at mid-year of the
recruitment year (in Piedmont and Veneto of the first
recruitment year) of cases. Controls were frequency
matched to the expected gender- and age-distribution of
cases.
Personal interviews were carried out by trained interviewers who were blind to the case/control status of the
study subjects. In Lombardy and Tuscany organizational
and administrative constraints led, however, to conduct separate series of interviews for cases and controls:
whereas those of cases were performed by occupational
health officials of the Local Health Authorities, those of
controls were carried out by ad hoc interviewers.
Occupational and non-occupational circumstances
that could have entailed exposure to asbestos were investigated using the standardized ReNaM questionnaire,
administered by trained interviewers to all study subjects.
A next of kin was interviewed in case of participants’
death or when their conditions prevented direct interviews [5]. Lifetime occupational histories were collected
Migliore et al. Environmental Health
(2022) 21:60
Page 3 of 13
Table 1 Characteristics of cases and controls, the MISEM study, 2012–2015, Italy
Men
Women
Cases
Total
Controls
Cases
Controls
N
(%)
N
(%)
N
(%)
N
(%)
463
(48.6)
490
(51.4)
163
(41.7)
228
(58.3)
Age (years):
< 50
50–54
9
(1.9)
24
(4.9)
4
(2.5)
18
(7.9)
17
(3.7)
30
(6.1)
6
(3.7)
7
(3.1)
55–59
30
(6.5)
45
(9.2)
10
(6.1)
17
(7.5)
60–64
42
(9.1)
54
(11.0)
12
(7.4)
24
(10.5)
65–69
90
(19.4)
117
(23.9)
16
(9.8)
43
(18.9)
70–74
111
(24.0)
102
(20.8)
46
(28.2)
51
(22.4)
75–79
92
(19.9)
62
(12.7)
30
(18.4)
25
(11.0)
80–84
57
(12.3)
38
(7.8)
29
(17.8)
25
(11.0)
85 +
15
(3.2)
18
(3.7)
10
(6.1)
18
(7.9)
Centre:
Piedmont
167
(36.1)
159
(32.5)
67
(41.4)
108
(47.4)
Lombardy
146
(31.5)
141
(28.8)
59
(36.2)
62
(27.2)
Veneto
55
(11.9)
106
(21.6)
19
(11.7)
37
(16.2)
Tuscany
65
(14.0)
26
(5.3)
14
(8.6)
7
(3.1)
Apulia
30
(6.5)
58
(11.8)
4
(2.5)
14
(6.1)
Interview:
Direct
353
(76.2)
454
(92.7)
97
(59.5)
217
(95.2)
Next of kin
110
(23.8)
36
(7.4)
66
(40.5)
11
(4.8)
Blue collar jobs:
Ever
403
(87.0)
361
(74.0)
112
(68.7)
130
(57.0)
Never
60
(13.0)
127
(25.9)
50
(30.7)
98
(43.0)
Always
238
(51.4)
164
(33.5)
79
(48.5)
80
(35.1)
Number of jobs:
Mean
3.86
3.47
2.48
2.42
Std deviation
2.14
2.05
1.68
1.66
for cases and controls, supplemented by job-specific
modules allowing the description of the working environment, the tasks carried out by the interviewees or in their
presence, the general ventilation and local exhaust systems. Full residential histories were also reconstructed,
including residential addresses, the presence of industrial
premises including iron and steel foundries, chemical
plants, power plants, and asbestos-cement industries in
proximity to residences were collected, as well as details
on the characteristics of residential buildings, including the presence of prefabricated structures, asbestoscement structures (walls and roofs), insulating materials.
Lastly, the occupational histories of family members were
collected.
Work histories were coded by Regional Operating Centre (COR) experts blind to the case–control status of
study subjects. For the purposes of this study, industries
and job titles were coded according to the International
Standard Industrial Classification of Economic Activities
(ISIC), second revision 1971 [12] and the International
Standard Classification of Occupations (ISCO), second
revision 1968 [13]. Job histories were truncated to the
year of diagnosis (for cases) and enrolment (for controls).
Industries were coded at the finest possible detail: the
four- and five-digit level in ISIC and, respectively, ISCO
classifications. Three-digit level ISCO codes to be used in
data analysis were then generated by truncation of fivedigit codes.
Quantitative indices of exposure to asbestos were
obtained by merging the list of coded employment periods with the estimates of exposure provided by SYN-JEM
[14]. SYN-JEM is a quantitative job-exposure matrix for
five occupational respiratory carcinogens developed
in the framework of the SYNERGY study, coordinated
Migliore et al. Environmental Health
(2022) 21:60
by the International Agency for Research on Cancer
(IARC) [15]. In SYN-JEM exposure to asbestos has been
estimated in fibre per millilitre units (f/mL) by country,
region, historical period and job, where jobs have been
classified according to ISCO 1968 [13]. Merging the job
history with SYN-JEM provided yearly quantitative estimates of exposure, allowing the calculation of: (i) cumulative exposure (CE, in f/mL-y), (ii) duration of exposure,
and (iii) average exposure intensity, by dividing CE by
duration. Unlagged and lagged (10-, 20- and 30-year lag)
indices were calculated.
Cases and controls also underwent the ReNaM standard assessment of the exposure source and probability
[5]. Local experts, usually industrial hygienists or occupational health physicians with specific knowledge of the
local past uses and natural occurrence of asbestos, performed such assessment.
Every job was assessed based on all the information
available to the experts, such as interview data, previous
interviews to possible earlier cases observed in the same
workplaces, direct knowledge of industries and workplaces. Exposure probability was classified as definite
(use of asbestos described at interview or already known
to experts), probable (asbestos certainly used in the plant,
but use by the interviewee unknown), possible (recognized asbestos use in the job or industrial activity, but
unknown whether in the plant), unlikely (use of asbestos
not described at interview and unknown to experts) or
unknown (information inadequate to classify the job into
any of the previous categories).
The possibility of para-occupational exposure (familial
exposure in the ReNaM classification) was evaluated by
examining the occupational histories of relatives (parents, siblings, spouses etc.) during the periods when they
shared home with study subjects. Exposure was classified
as “familial” (living with an occupationally exposed person), unlikely or unknown.
All residences, including those held habitually during
holidays, were assessed for residential proximity to industrial or natural asbestos sources, based on their address
and the spatial distribution of known sources. Exposure
was classified as “residential” (residence in proximity –
based on raters’ judgement – to one or more identified
sources of asbestos pollution), unlikely or unknown.
Other non-occupational exposures may have occurred,
such as the presence of asbestos-containing materials in
the home environment or at school, the use of asbestos
or the intervention on asbestos-materials during home
maintenance and repairs or leisure-time activities, all of
which were investigated in specific sections of the questionnaire. Exposure was assessed as “other non-occupational” (when any of such circumstances has occurred),
unlikely or unknown.
Page 4 of 13
According to the ReNaM guide-lines for exposure
assessment [16], when multiple circumstances and routes
of exposure are present, as is often the case, the individual overall classification is determined by the most severe
exposure category ever experienced by a study subject,
which is conventionally established according to the gradient (from most to less severe): occupational, familial,
residential, other non-occupational exposures.
Odds ratios (OR) and 95% confidence intervals (CI)
by industry and job – ever vs. never employment – were
calculated by unconditional logistic regression adjusting
by centre (as in Table 1) and 5-year age class (from < 50
to ≥ 85 years) for men and women separately. We used
full, four-digit ISIC codes for industries and three-digit
ISCO codes for occupations.
ORs and CIs were also calculated: (i) by gender and
ReNaM exposure category (individual overall classification, as above), adjusted by centre, age-class (as above)
and type of interview (direct or proxy), and (ii) by gender
and CE, adjusted by centre, age-class, type of interview
and binary indicator variables for ever-exposure in nonoccupational settings (i.e.: familial, residential or other
non-occupational circumstances).
In the analyses by ReNaM exposure category, we used
as reference the combination of unlikely and unknown
exposures. The unlikely exposure category could have
been a better choice, but it could not be used because of
the relatively small number of cases and control so classified. We also combined definite and probable occupational exposures, as the number of cases and controls
classified as probably exposed was small, especially
among women.
CE was modeled both as a categorical and a continuous
variable. In the first case, CE categories were built based
on the CE distribution among exposed controls, considering as cut-off values the median (exposed below and
above the median) and tertiles (first, second and third CE
tertile). In the latter case, either the untransformed or the
natural-log transformed variables were used.
Unlagged and lagged (at 10-, 20- and 30-years lag)
analyses were carried out. All analyses were performed
also by combining men and women, adding gender to the
model. Analyses by ReNaM exposure category were replicated also by using as reference only unlikely exposures,
and by lumping together all occupational exposures or,
on the opposite, by separating definite, probable and possible exposures. Models were compared by calculating
the Akaike information criterion (AIC).
We additionally fit a cubic spline model (with the
same adjustment variables) allowing the slope of the
function to change at predefined bending points (five
knots at 10/25/50/75/90 percentiles), to better capture
and describe the features of the exposure–response
Migliore et al. Environmental Health
(2022) 21:60
association, using untransformed and natural-log transformed CE, for men and women separately and considering the above specified lags (0, 10, 20 and 30 years).
Sensitivity analyses were carried out by replicating all
models based on the ReNaM exposure indices and CE
after (a) leaving out centres one at a time, (b) additional
adjustment for the condition of blue-collar (BC) worker,
and (c) restriction to BC workers. To this purpose, the
study subjects were classified as ever vs. never holding a
BC job. All occupations in the ISCO classification associated with a code equal to 5.10.00 or higher were considered BC jobs and included working proprietors, farmers
and manual workers in industry and services.
All analyses were carried out with Stata 16 (Stata Corp.
2019, College Station, TX, USA).
The study was approved by the Internal Review Board
of the coordinating centre (Cancer Epidemiology, Turin).
Centre participation was approved by their respective
Internal Review Boards. Participants gave their written,
informed consent before interview.
Results
In Table 1 the main characteristics of cases and controls
are described. Supplementary Table S1 shows the distribution of cases and controls by centre, along with the size
of target populations and recruitment periods. Direct
interviews were obtained for 450 of the 626 cases eligible for the study (71.8%), and for 671 of the 718 controls
(93.5%). For the remaining cases and controls, information was obtained from relatives (mainly from spouses,
sons or daughters). Seventy-four percent of cases were
men, with a mean age of 70.6 years (sd = 9.0). Cases
and controls were very similar regarding the number of
reported jobs (3.86 vs. 3.47, respectively, in men and 2.48
vs. 2.42 in women).
Selected results for men and women by industry
(ordered by ISIC 4-digit codes) and job (ordered by ISCO
3-digit codes) are plotted in Figs. 1 and 2. The full set of
results for industries and occupations with at least three
exposed cases is provided in Supplementary Tables S2
and S3.
No study subject reported employment in asbestos
mining or in associated occupations. Asbestos transformation activities are lumped together in the ISIC classification under the rubric “Manufacture of non-metallic
mineral products not elsewhere classified”, ISIC code
3699, for which we found a more than three-fold increase
in pleural MM risk, among men; in women there were six
exposed cases and no exposed controls.
Employment in various industries known to have
entailed extensive use of insulation materials was associated with high ORs, namely: manufacture of railroad
equipment (ISIC code 3842), ship building and repairing
Page 5 of 13
(ISIC code 3841), chemical industry (in particular: manufacture of basic industrial chemicals, ISIC code 3511),
oil refineries (ISIC code 3530), iron and steel mills (ISIC
code 3710), glass industry (ISIC code 3620). We found
excess risk also in jobs specifically associated with some
of these industries, such as blacksmiths (ISCO code 839),
metal furnacemen (ISCO code 721), rolling mill workers
(ISCO code 722), metal casters (ISCO code 724), metal
processors not elsewhere classified (ISCO code 729), as
well as glass formers and cutters (ISCO code 891).
Construction industry was associated with an approximately two-fold MM risk in men and in women (albeit
with a rather large CI). Among men this was by far the
largest exposure group with 119 exposed cases. In addition, many occupations in the construction industry
were also associated with increased ORs: electrical fitters (ISCO code 851), plumbers and pipe-fitters (ISCO
code 871), roofers (ISCO code 953), general construction
workers (ISCO 959) and construction painters (ISCO
code 931). The manufacture of special industrial machinery and equipment was also associated with an almost
two-fold increase in MM risk among men (ISIC code
3824), and even higher risks were entailed by related jobs
like welders and flame cutters (ISCO code 872), sheet
metal workers (ISCO code 873) and structural metal preparers and erectors (ISCO code 874) as well as plumbers
and pipe-fitters (ISCO code 871), who may be employed
also in this trade.
Interestingly, MM risk in men was high after employment in freight transport by road (ISIC code 7114) and
in water transport (OR = 3.31; CI 1.12–9.84, not shown
in Fig. 1 and in Supplementary table S2 as this trade corresponds to a three-digit ISIC code: 712), including supporting services to water transport (ISIC code 7123).
Correspondingly, ship’s engine room personnel (ISCO
code 982) and railway engine drivers (ISCO code 983)
had increased ORs.
MM risk was elevated among men also in manufacture of textiles not elsewhere classified (ISIC code 3219),
which mainly included production of felts and mattresses, in the pulp and paper industry (ISIC code 3411)
and in the poorly defined group of manufacturing industries not elsewhere classified (ISIC code 3909). As to
occupations, paper makers in men (ISCO code 734) and
spinners/winders and weavers in men and women (ISCO
codes 752, 754) had increased ORs – with wide CIs.
Stock clerks (ISCO code 391) and occupational conditions not corresponding to any ISCO item – such as
military service and unemployment – were at high risk
among men, in addition to the jobs previously mentioned
in relation with their corresponding industries. Thirtyfive male cases and 16 controls reported, respectively, 39
and 21 employment periods as stock clerks, out of which
Migliore et al. Environmental Health
(2022) 21:60
Page 6 of 13
Fig. 1 Odds ratios and 95% confidence intervals for pleural mesothelioma by gender and industry, according to the International Standard Industry
Classification (ISIC, 4-digit codes), 1971 – Industries with at least 20 exposed cases and controls—the MISEM study, 2012–2015, Italy
30 and 12 were spent in industrial settings where the use
of asbestos-containing materials was possible or even
likely, such as the chemical, rubber and plastics industry,
steel mills and the construction of industrial machinery
and equipment.
Among women, the only trade associated with a clearcut increase in MM OR was that of business services
not elsewhere classified (ISIC code 8329). This is a large
group, which may include businesses as different as
cleaning services and marketing. The ten women cases in
our study reported 20 employment periods in ISIC 8329,
19 of which were spent in cleaning services, while the
three controls had 3 employment periods, one of which
in cleaning services. It is worth mentioning that such
cleaning services had been often described at interview
as industrial cleaning services, and in at least two cases
in work-settings well known for having entailed exposure
to asbestos. Consistently with these results, charworkers,
cleaners and related workers (ISCO code 552) was the
female job code with the largest MM risk.
ReNaM exposure indices for occupational and nonoccupational exposures were strongly associated with
increased risk of pleural MM in both genders (Table 2).
Overall, for definite/probable occupational exposure,
we found an OR of about 15 while possible occupational exposures also corresponded to a three-fold
elevated risk. Elevated ORs were also found for familial
exposures, especially in women. The results of the analyses in which occupational exposures had been either
grouped (definite, probable and possible) or considered
as distinct categories are reported, respectively, in Supplementary Tables S4 and S5. Comparing the AIC values for the corresponding, gender-specific models from
Table 2 and Supplementary Tables S4 and S5 suggests
Migliore et al. Environmental Health
(2022) 21:60
Page 7 of 13
Fig. 2 Odds ratios and 95% confidence intervals for pleural mesothelioma by gender and occupation, according to the International Standard
Code of Occupations (ISCO, 3-digit codes), 1968 – Occupations with at least 20 exposed cases and controls—the MISEM study, 2012–2015, Italy
Table 2 Number of cases and controls, odds ratio (OR) and 95% confidence intervals (CI) by modality of exposure, according to the
Italian National Mesothelioma Register (ReNaM) classification. Reference category: unlikely/unknown exposure, lag 10 years – the
MISEM study, 2012–2015, Italy
ReNaM exposure
Men and women
Men
Cases Ctrls ORa
122
382
Occupational, definite or probable 343
Unlikely/unknown exposure
110
CI
1.00 (ref )
14.8
Women
Cases Ctrls ORb
67
(10.3–21.2) 306
248
96
CI
1.00 (ref )
15.8
Cases Ctrls ORb
55
(10.5–23.8) 37
CI
134
1.00 (ref )
14
8.80 (3.66–21.2)
Occupational, possible
61
80
3.02 (1.93–4.75) 48
67
2.82 (1.68–4.72) 13
13
Familial
40
45
4.63 (2.67–8.02) 14
28
2.55 (1.15–5.62) 26
17
Residential
44
75
2.39 (1.42–4.03) 20
42
2.14 (1.07–4.28) 24
33
3.24 (1.33–7.86)
Other non-occupational
13
23
2.58 (1.17–5.72) 7
8
4.67 (1.49–14.6) 6
15
2.16 (0.64–7.29)
0.07
P-Wald test gender interaction
AIC
3.70 (1.34–10.3)
10.3
1409.71
AIC:Akaike information criterion
a
OR adjusted by centre, gender, age, and type of interview
b
OR adjusted by centre, age, and type of interview
1002.86
416.62
(4.10–26.1)
Migliore et al. Environmental Health
(2022) 21:60
Page 8 of 13
that those from Table 2 fitted data better. Furthermore, in Supplementary Table S6 we report our findings from analyses using only unlikely exposures as the
reference category, rather than combining them with
unknown exposures: all ORs for the occupational and
non-occupational exposure categories corresponding
to those from Table 2 were slightly higher, and indeed
the unknown exposure category itself was associated
with an increased OR among men. All results in Table 2
and Supplementary Tables S4-S6 were obtained after
allowing for a 10-years lag in the analyses. Unlagged
and 20-years lagged results as well as the AIC values for
corresponding models were very similar, whereas introducing a 30-year lag slightly reduced the OR point estimates, increasing the AIC values (results not shown).
In Table 3 we describe the exposure–response relationship between MM risk and quantitative estimates
of cumulative (occupational) exposure to asbestos.
Exposed subjects had an approximately double risk
of developing pleural MM. A positive linear trend
(P-value < 0.001) for increasing OR was found in categorical analyses by CE. Spline modelling confirmed the
association between CE and pleural MM, with the OR
increasing steeply up to CE values around 1 f/mL-y and
more slowly thereafter (Fig. 3).
Results remained substantially unchanged in lagged
analyses; they are shown in Table 3 alongside un-lagged
findings: at 20-years lag the AIC was minimized, while
widening the lag to 30 years increased it. At lag 20 the
OR increased from 1.45 (CI 0.96–2.21) at < 0.34 f/mL-y
Table 3 Number of cases and controls, odds ratio (OR) and 95% confidence interval (CI) by exposure (ever vs never) and cumulative
exposure from SYN-JEM, unlagged and at lag 10, 20 and 30 years, men and women – the MISEM study, 2012–2015, Italy
Lag 0
SYN-JEM exposure
Cases
Ctrls
OR
a
CI
Lag 10
Lag 20
a
a
OR
CI
OR
Lag 30
CI
ORa
CI
Ever/never
Unexposed
278
446
1.00
(ref )
1.00
(ref )
1.00
(ref )
1.00
(ref )
Exposed
333
262
2.22
(1.70–2.91)
2.21
(1.69–2.90)
2.29
(1.74–3.00)
2.15
(1.64–2.82)
P-Wald test gender interaction
AIC
0.27
0.28
0.28
0.59
1597.49
1595.26
1591.05
1609.33
Below/above median cumulative exposure (in f/mL-y)
Unexposed
< 0.86
≥ 0.86
278
446
1.00
(ref )
1.00
(ref )
1.00
(ref )
1.00
(ref )
120
131
1.71
(1.21–2.42)
1.71
(1.21–2.42)
1.84
(1.30–2.59)
1.74
(1.24–2.46)
213
131
2.66
(1.95–3.64)
2.65
(1.94–3.61)
2.68
(1.96–3.66)
2.52
(1.84–3.45)
P-trend
P-Wald test gender interaction
AIC
< 0.001
< 0.001
< 0.001
0.46
0.48
0.47
< 0.001
0.76
1593.89
1591.87
1589.08
1607.56
Tertiles of cumulative exposure (in f/mL-y)
Unexposed
< 0.34
0.34–1.62
> 1.62
278
446
1.00
(ref )
1.00
(ref )
1.00
(ref )
1.00
(ref )
64
87
1.35
(0.88–2.05)
1.34
(0.88–2.04)
1.45
(0.96–2.21)
1.21
(0.79–1.85)
118
87
2.52
(1.75–3.62)
2.53
(1.76–3.64)
2.59
(1.80–3.73)
2.48
(1.72–3.57)
151
88
2.65
(1.85–3.77)
2.62
(1.84–3.72)
2.69
(1.88–3.83)
2.64
(1.85–3.77)
P-trend
P-Wald test gender interaction
AIC
< 0.001
< 0.001
< 0.001
0.39
0.36
0.30
< 0.001
0.58
1591.96
1589.78
1587.16
1601.36
Cumulative exposure, continuos
Unexposed
278
446
1.00
(ref )
1.00
(ref )
1.00
(ref )
1.00
(ref )
Unit exposure: 1 f/mL-y
333
262
1.28
(1.16–1.42)
1.28
(1.16–1.41)
1.28
(1.16–1.42)
1.31
(1.18–1.46)
AIC
1603.43
1601.83
1600.27
1612.64
Log-cumulative exposure, continuos
Unexposed
278
446
1.00
(ref )
1.00
(ref )
1.00
(ref )
1.00
(ref )
Unit exposure: 1 log(f/mL-y + 1)
333
262
2.06
(1.62–2.61)
2.05
(1.61–2.60)
2.06
(1.62–2.61)
2.12
(1.65–2.72)
AIC
AIC Akaike information criterion
a
OR adjusted by centre, gender, age and type of interview
1594.23
1592.57
1590.98
1603.91
Migliore et al. Environmental Health
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Page 9 of 13
Fig. 3 Odds ratios and 95% confidence intervals for pleural mesothelioma by cumulative exposure to asbestos (natural log-scale) modelled as a
restricted cubic spline with five knots at 10/25/50/75/90 percentiles, men, lag10, 20 and 30 years – the MISEM study, 2012–2015, Italy
to 2.59 (CI 1.80–3.73) at 0.34–1.62 f/mL-y and 2.69 (CI
1.88–3.83) at > 1,62 f/mL-y, while the OR per 1 f/mL-y
of CE was 1.28 (CI 95% 1.16–1.42). Figure 3 shows that
applying different lags did not modify the shape of the
exposure–response relationship.
Gender-specific analyses were also carried out and
results for men are shown in Supplementary Table S7:
they were very similar to those in Table 3, with more evident trends in categorical analyses and almost identical
results for those treating CE as a continuous variable.
Results from sensitivity analyses, replicating the same
models as in Tables 2 and 3 are shown in Supplementary Tables S8 and S9 (by ReNaM exposure category
and, respectively, by CE after additional adjustment for
blue-collar status), and S10 and S11 (as before, restricted
to blue-collar workers). Additional adjustment for bluecollar status brought little if any changes in results and
model fit for the ReNaM exposure categories; ORs by CE
category and unit exposure were slightly reduced. After
restriction to ever blue-collar workers, the ORs associated with ReNaM exposure categories slightly decreased
in men (but not in women) and confidence intervals
were widened. ORs by CE category and by f/mL-year
were reduced, but there remained a positive trend with
increasing CE category and the risk did increase by f/
mL-year.
Discussion
In this population-based study, using different
approaches, we found clear associations between MM
risk and i) selected industries and occupations; ii) occupational and non-occupational exposures, classified
according to ReNaM; and iii) occupational exposure indices calculated with a quantitative job-exposure matrix,
SYN-JEM.
MISEM allowed for the first time the calculation of
relative risk estimates by industry and occupation, providing evidence of increased risk for various trades which
entailed widespread use of asbestos-containing materials
and had relatively large prevalence in the general population. It also put to test the standard ReNaM exposure
assessment, by computing risk estimates by ReNaM
exposure index, showing that all ReNaM exposure categories were associated with substantially increased MM
risk and that their conventional ranking broadly parallels
MM risk. Lastly, linkage with SYN-JEM provided quantitative estimates of occupational exposures and exposure–response analyses showed a sub-linear relationship
between CE and MM risk.
The Italian asbestos industry included all main types
of asbestos products manufacturers. The first asbestos
textiles factory opened around 1870 in the outskirts
of Turin and several plants, mainly in Piedmont and
Migliore et al. Environmental Health
(2022) 21:60
Lombardy, were active up to the late 1980s. The oldest asbestos-cement plant was started in Casale Monferrato in 1907; asbestos-cement production peaked
during the early 1970s, sustained by about 40 factories
scattered all over Italy, a few of which continued activity until the asbestos ban in 1992. These industries, as
well as the production of asbestos insulation boards,
asbestos cardboard and asbestos brake and clutch linings, were included for the analysis in the “Manufacture
of non-metallic mineral products not elsewhere classified” ISIC group (code 3699), which was associated
with a clear-cut increase in MM risk—notwithstanding a most likely underestimation of the true risk for
asbestos workers, due to the lack of specificity of this
ISIC group, which comprises also non-asbestos industries. A further limitation is that, in 2012–2014, when
MISEM cases and controls were recruited, a large
number of former Italian asbestos workers had already
died: asbestos-cement production was the single most
important branch, estimated to use some 85% of all raw
asbestos [17], and a pooled study of Italian cohorts with
13,076 workers from 21 asbestos-cement plants had
registered 6626 decedents (52.7%) by the end of followup in 2012 [18]. The progressive shrinking of the pool
of former asbestos workers made their exposure in the
general population even rarer than originally; the limited number of exposed cases and controls in the study
dataset accounts for the wide confidence interval of the
risk estimate for men, and the absence of exposure controls among women.
Asbestos-containing materials and products (ACMs)
found large industrial use and we observed increased
MM risk in the trades where such ACMs had been mostly
employed and in the associated occupations.
Manufacture of railroad equipment, ship building and
repairing, chemical industry, oil refineries, iron and steel
mills and the glass production industry are well known
for the extensive use of insulation materials such as insulation blocks, asbestos felts and mattresses, and sprayed
asbestos, whose fragility may entail substantial exposures during application and maintenance; indeed, when
incompletely confined or during maintenance also production workers may get indirectly exposed. Such industries as well as various related jobs were associated with
high ORs, and the same exposure patterns may be the
explanation for similarly increased ORs in the manufacture of special industrial machinery and equipment and
among welders and flame cutters, sheet metal workers
and structural metal preparers and erectors.
We found elevated MM risk in the construction industry and in several occupations within it. This is in agreement with previous studies [19–24]. Notably, in this
sector exposure continued (and is still continuing) after
Page 10 of 13
the asbestos ban due to presence of large quantities of
still unremoved ACMs. Indeed, the majority of occupational exposures among male MM cases in Italy (15.5%)
were estimated to have occurred in the construction
industry [4].
Freight transport by road and water are two further economic activities for which exposure data from
ReNaM had given a warning, as they accounted for about
6% of all asbestos occupational exposures [4]. Moreover,
engine-room personnel were the most frequently exposure associated occupation. Our findings confirmed an
increased MM risk.
Most occupational exposures for MM cases in women
in Italy have been recorded in the textile industry and
were assessed as due to the use of brake and clutch linings and structural fire-proofing and insulating materials
[25].
Among men, stock clerks were at high MM risk. This
apparently surprising result may be explained by their
predominant employment in industrial settings where
the use of asbestos-containing materials was likely (see
results). Also, in women, the increased OR for charworkers, cleaners and related workers may be due to their
engagement mainly in industrial cleaning services.
Risk estimates by ReNaM exposure category showed
that ReNaM exposure indices for both occupational and
non-occupational exposures were strongly associated
with MM risk in men as well as in women. Occupational
exposures (definite or probable) entailed the highest
MM risk in men – as expected, as exposures at work are
known to reach on average higher levels. However, this
did not seem to be the case for women: even if their risk
estimates have wide and overlapping confidence intervals, familial exposures were associated with the most
elevated OR. This finding is consistent with other studies,
such as the observed mortality from pleural malignancies
(as a proxy for MM) among the wives of Casale Monferrato asbestos-cement workers: whereas these women had
never been employed at the local asbestos-cement factory, they experienced an about 18-fold increase in mortality compared with the general female population. Such
increase had been considered to be due to exposures at
home, while accomplishing tasks such as cleaning workers’ clothes [26].
The results by ReNaM categories were confirmed when
the analyses were repeated by changing the reference
category: rather than combining unlikely and unknown
exposures, only unlikely exposures were then used as
reference. Point estimates were slightly increased, and
the unknown exposure category itself was associated
with a two-fold risk increase in men; this result suggests
the unknown exposure category had been enriched by
exposed individuals, which could be explained if experts
Migliore et al. Environmental Health
(2022) 21:60
engaged in exposure assessment had been conservative
in their judgment, assigning exposures to this category
when in doubt.
An additional result from MISEM is the assessment
of the exposure–response relationship between asbestos
and MM, which was made possible by associating the
occupational histories of cases and controls with SYNJEM, the job-exposure matrix developed for SYNERGY,
a pooled analysis of case–control studies on lung cancer
and occupation coordinated by IARC [14]. SYN-JEM had
several features we deemed desirable. It estimated asbestos exposure by occupation according to the ISCO classification, which we also used in MISEM. Its estimates
were data-driven, and Italian data were included in the
ExpoSYN dataset from which SYN-JEM was modeled
[27]. Furthermore, such estimates were: (i) region- even
if not country-specific, so that we applied to MISEM the
SYN-JEM estimates for Southern-Western European
countries; and (ii) calendar-period-specific, accounting,
thus, for exposure changes over the considerable time
spanned by work histories.
We used CE as the simplest summary metric of lifelong occupational exposures and assessed its association
with MM risk using various modelling approaches: CE
was positively associated with risk in categorical analyses
as well as in those treating exposure as a continuous variable. Spline models showed that the OR increased steeply
up to about 1 f/mL-y and more slowly at higher CE values. Non-linearity of the exposure–response relationship for pleural MM has been already suggested [28]. Our
findings, however, seem to point to a stronger deviation
from linearity than previously suggested. A contributory
factor in our study may have been represented by type
of distortion in the true shape of a linear dose–response
described, among the others, by Steenland and coworkers
[29]: they showed that, when CE is the metric of interest,
random errors associated with assigning individual exposure levels based on group measurements or estimates
– which of course happens when JEMs are applied – the
shape is biased upwards in the middle range of CE and
downwards at the highest CE values.
A further limitation of our analysis of the exposure–
response relationship is that we could obtain quantitative
estimates only for occupational exposures. We did, however, adjust our models for non-occupational exposures.
Finally, we want to mention several limitations associated with interview and response differences between
cases and controls. The first one is that interviewers
could not be blinded to the case/control status in Lombardy and Tuscany, as here cases are always interviewed
by occupational health officials, based on agreements
between these centres and Local Health Authorities.
Indeed, differences in health and mental status between
Page 11 of 13
cases and controls are often obvious – even more so if we
consider that interviews to respondents were relatively
common among cases but not among population controls. We adjusted, therefore, by centre and type of interview (direct vs proxy) all our analyses. We also conducted
a set of sensitivity analyses by leaving out each centre one
at a time.
A second point is the larger proportion of proxy
respondents among cases, associated with patients’
rapidly declining health. As proxies are expected to
provide less detailed descriptions of the work and living environment, we adjusted our analyses by type of
respondent. Residual confounding, if any, may have
biased our findings towards the null.
Finally, we obtained a lower response rate among
controls. We observed declining response rates among
population controls in two studies conducted in the
Casale Monferrato area in respectively, 1987–1993
and 2001–2006: responding controls dropped from
83 to 63% of eligible subjects [30, 31]. As response
rate depends on education and socio-economic status, its difference between cases and controls may have
biased our findings. Findings by Ferrante et al. [30]
were confirmed by a re-analysis where education had
been used as a proxy to socio-economic status [32].
We addressed the potential non-response bias by using
ever employment as a blue-collar worker as a proxy: we
first repeated our set of analyses by introducing it as a
covariate and then by restricting analyses to blue collar
workers. Both sets of results confirmed the OR increase
by CE observed in our main analyses, even if the OR
point estimates appeared to be slightly reduced and
confidence intervals widened.
In conclusion, we conducted a population-based
case–control study with nation-wide population basis.
Having involved five centers serving regional populations ranging from Northern to Southern Italy, we
included areas with historically different types and levels of industrial development. We took advantage of
the ReNaM network and experience, in particular of its
detailed questionnaire and, additionally, carried out a
quantitative exposure assessment by linkage with SYNJEM, a JEM developed using data (among the others)
from Italy relative to a time span overlapping the work
histories of cases and controls. We observed increased
MM risk in the asbestos industry, manufacture of railroad equipment, ship building and repairing, chemical
industry, oil refineries, iron and steel mills, glass production industry, constructions and freight transport
by road and water, as well as in associated occupations.
Non-occupational exposures to asbestos, as identified by the ReNaM categories for residential, familial
and other non-occupational exposures, also entailed a
Migliore et al. Environmental Health
(2022) 21:60
remarkable increase in MM risk. Finally, we observed
that MM risk was sub-linearly proportional to CE.
Abbreviations
MISEM: Multicentre Italian Study on the Etiology of Mesothelioma; MM: Malignant mesothelioma; ReNaM: National Mesothelioma Registry; COR: Registry
Operating Centre; ISIC: International Standard Industrial Classification of Economic Activities; ISCO: International Standard Classification of Occupations;
IARC: International Agency for Research on Cancer; CE: cumulative exposure;
OR: Odds Ratios; CI: Confidence Intervals; AIC: Akaike information criterion; BC:
Blue-collar.
Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12940-022-00869-5.
Additional file 1: Supplementary Table S1. Characteristics of the study.
Supplementary Table S2. Pleural mesothelioma in men and women:
odds ratio (OR) and 95% confidence intervals (CI) by industry according
to the International Standard Industry Classification (ISIC, 4-digit codes),
1971 – Industries with at least 3 exposed cases. Supplementary Table S3.
Pleural mesothelioma in men and women: odds ratio (OR) and 95%
confidence intervals (CI) by occupation, according to the International
Standard Code of Occupations (ISCO, 3-digit codes), 1968 – Occupations
with at least 3 exposed cases. Supplementary Table S4. Number of cases
and controls, odds ratio (OR) and 95% confidence intervals (CI) by modality of exposure according to the Italian National Mesothelioma Register
(ReNaM) classification. Reference category: unlikely/unknown exposures.
All occupational exposure categories (definite, probable and possible)
combined, lag 10 years. Supplementary Table S5. Number of cases and
controls, odds ratio (OR) and 95% confidence intervals (CI) by modality of exposure according to the Italian National Mesothelioma Register
(ReNaM) classification. Reference category: unlikely/unknown exposures.
Distinct occupational categories (definite, probable and possible), lag 10
years. Supplementary Table S6. Number of cases and controls, odds
ratio (OR) and 95% confidence intervals (CI) by modality of exposure
according to the Italian National Mesothelioma Register (ReNaM) classification. Reference category: unlikely exposures, lag 10 years. Supplementary Table S7. Number of cases and controls, odds ratio (OR) and
95% confidence interval (CI) by exposure (ever vs never) and cumulative
exposure from SYN-JEM, unlagged and at lag 10, 20 and 30 years, men.
Supplementary Table S8. Number of cases and controls, odds ratio (OR)
and 95% confidence intervals (CI) by modality of exposure, according
to the Italian National Mesothelioma Register (ReNaM) classification.
Reference category: unlikely/unknown exposure, lag 10 years. Analyses
adjusted also by blue-collar status, as a proxy for socio-economic status.
Supplementary Table S9. Number of cases and controls, odds ratio (OR)
and 95% confidence interval (CI) by exposure (ever vs never) and cumulative exposure from SYN-JEM, unlagged and at lag 10, 20 and 30 years, men
and women. Analyses adjusted also by blue-collar status, as a proxy for
socio-economic status. Supplementary Table S10. Number of cases and
controls, odds ratio (OR) and 95% confidence intervals (CI) by modality
of exposure, according to the Italian National Mesothelioma Register
(ReNaM) classification. Reference category: unlikely/unknown exposure,
lag 10 years. Analyses restricted to blue-collar cases and controls. Supplementary Table S11. Number of cases and controls, odds ratio (OR) and
95% confidence interval (CI) by exposure (ever vs never) and cumulative
exposure from SYN-JEM, unlagged and at lag 10, 20 and 30 years, men
and women. Analyses restricted to blue-collar cases and controls.
Acknowledgements
We thank Lützen Portengen who carried out the linkage of occupational
histories with SYN-JEM. We are indebted with patients and their care givers,
and with population controls. This study would not have been possible without the cooperation of the chest surgeons, pneumologists, oncologists and
pathologists who participate to our regional rapid alert networks.
Page 12 of 13
Authors’ contributions
EM (Enrica Migliore) and DM conceptualized and designed the study,
coordinated and supervised data collection, carried out the analyses, drafted
the initial manuscript, and reviewed and revised the manuscript; DC (Dario
Consonni) contributed to the planning and design of the study, supervised
and performed data analysis and critically reviewed and revised the manuscript; SP, RCHV and HK carried out the job-exposure matrix-based exposure
assessment, and reviewed manuscript; AB, DC (Domenica Cavone), EC, CM
(Corrado Magnani), CM (Carolina Mensi), EM (Enzo Merler), MM collected data,
carried out expert-based exposure assessment, and reviewed the manuscript.
AM contributed to the planning and design of the study and reviewed and
revised the manuscript. All authors read and approved the final manuscript.
Funding
MISEM was funded by a grant (to DM) from the Centro Controllo Malattie
(Centre for Disease Control and Prevention) of the Italian Ministry of Health,
2012 research program. Data management and analysis was further financially
supported by a grant (to DM) from the Istituto Nazionale per l’Assicurazione
contro gli Infortuni sul Lavoro (INAIL—Italian Insurance Institute against Accidents at Work and Occupational Diseases), internal research plan 2016–2018,
ID 55.
Availability of data and materials
The datasets used and/or analysed during the current study are available from
the corresponding author on reasonable request.
Declarations
Ethics approval and consent to participate.
The study was approved by the Internal Review Board of the coordinating
centre (Cancer Epidemiology, Turin). Centre participation was approved
by their respective Internal Review Boards. Participants gave their written,
informed consent.
Competing interests
CM (Corrado Magnani), DM, EM (Enzo Merler) and AB served as expert witness
for the Public Prosecution Office in court cases of asbestos-related neoplasms
due to occupational or environmental exposures. All other authors declare
they have nothing to disclose.
Author details
1
Cancer Epidemiology Unit, CPO Piemonte and University of Turin, Turin, Italy.
2
Interdepartmental Centre G. Scansetti for Studies On Asbestos and Other
Toxic Particulates, University of Turin, Turin, Italy. 3 Occupational Health Unit,
Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy.
4
Department of Environmental Epidemiology, Institute for Risk Assessment Sciences, Utrecht University, Utrecht, The Netherlands. 5 Occupational
Medicine Unit, Careggi University Hospital, Florence, Italy. 6 Interdisciplinary
Department of Medicine, Section of Occupational Medicine “B. Ramazzini”,
University of Bari, Bari, Italy. 7 Unit of Environmental and Occupational Epidemiology, Cancer Prevention and Research Institute, Florence, Italy. 8 Department
of Translational Medicine, Unit of Medical Statistics and Cancer Epidemiology,
University of Eastern Piedmont and CPO Piemonte, Novara, Italy. 9 Occupational Health Unit, Department of Prevention, Padua, Italy. 10 Unit of Occupational and Environmental Epidemiology ‑ Italian Mesothelioma Register,
Department of Occupational and Environmental Medicine, Epidemiology
and Hygiene, Italian Workers’ Compensation Authority (INAIL), Rome, Italy.
Received: 3 January 2022 Accepted: 31 May 2022
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https://openalex.org/W2131398998
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https://www.omicsonline.org/opiorphin-secretion-pattern-in-healthy-volunteers-gender-difference-and-organ-specificity-2161-1009.1000136.pdf
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English
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Opiorphin Secretion Pattern in Healthy Volunteers: Gender Difference and Organ Specificity
|
Biochemistry and analytical biochemistry :
| 2,013
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cc-by
| 11,997
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Abstract Background: Opiorphin is an endogenous human peptide regulator of enkephalin bioavailability. It inhibits
enkephalin-inactivating ectopeptidases to produce analgesia and antidepressant-like effects in standard rodent models
via activation of µ and/or δ opioid pathways. Our aim was to establish the quantitative profile of secretion and distribution
of this regulator in young adult volunteers. Methods: We developed a specific ELISA-based method, in tandem with RP-HPLC chromatography, to determine
opiorphin levels in blood, urine, semen and milk of healthy male and female volunteers. We also investigated the
presence of the mature opiorphin in tears and saliva because it was previously reported that PROL1 gene, encoding
opiorphin precursor, is primarily expressed in human lachrymal and salivary glands. Results: Opiorphin circulates as an endocrine messenger in the human bloodstream at 0.3-1.1 ng/ml median
ranges. Its physiological concentration under basal conditions is higher in males than in females while it is significantly
lower in sixth month pregnant compared to non-pregnant volunteers. It is eliminated in the urine with a significant higher
rate in men compared to women. Opiorphin is distributed, at rates 10 times higher than in plasma, in the semen of
normozoospermic donors and in the milk of lactating women as both free molecular and cation mineral-binding forms. Opiorphin is secreted in tears and saliva at the highest physiological concentrations, demonstrating that salivary and
lachrymal glands are the tissues of major expression and secretion of PROL1 gene mature products. Discussion: Our data, associated with database searches from human transcriptome and our previous functional
findings, provide evidence that opiorphin exerts organ-specific and gender-specific functions in human physiological
systems through neuroendocrine, paracrine/autocrine and/or exocrine mechanisms. Keywords: Opiorphin; Inhibitor of enkephalin; Inactivating
peptidases; ELISA based assay; Human biofluids; PROL1 gene Keywords: Opiorphin; Inhibitor of enkephalin; Inactivating
peptidases; ELISA based assay; Human biofluids; PROL1 gene [15] and whose local and systemic secretion is stimulated under
adrenergic-mediated response to environmental stress in male rats
[16,17]. The physiological range of circulating sialorphin in the plasma
of conscious adult male rats is 1.9 ± 0.2 ng/ml under resting conditions
and 7-12 ng/ml under adrenergic or acute stress stimulated conditions
[16]. Under adrenergic stimulated conditions of anesthetized adult
male rats the maximal values in saliva may attain 1 µg peptide /ml saliva
over the 30 min period of saliva collection [18,19]. In addition, we also
identified the presence of sialorphin in urine that is excreted through
renal glomerular filtration [16]. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Opiorphin Secretion Pattern in Healthy Volunteers: Gender Difference and
Organ Specificity Dufour E1, Villard-Saussine S1,2, Mellon V3, Leandri R4, Jouannet P4, Ungeheuer MN3 and Rougeot C1* Dufour E1, Villard-Saussine S1,2, Mellon V3, Leandri R4, Jouannet P4, Ungeheuer MN3 and Rougeot C1*
1Pasteur Institute, Laboratory of Pharmacology of Pain, Department of Structural Biology and Chemistry, Paris cedex, France
2Bio-Rad, 9 Avenue du Canada 91959 Courtaboeuf Cedex, France 3Pasteur Institute, Platform Clinical Investigation and Access to Biological Resources (platform ICAReB), Paris cedex, France
4Cochin Hospital, Laboratory of Reproductive Biology - CECOS, Paris cedex, France *Corresponding author: Catherine Rougeot, Pasteur Institute, Laboratory of
Pharmacology of Pain, Department of Structural Biology and Chemistry, France, Tel:
33 (0)1 40 61 34 45; Fax: 33 (0)1 45 68 83 99; E-mail: catherine.rougeot@pasteur.fr
Received June 07, 2013; Accepted June 22, 2013; Published June 25, 2013
Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al.
(2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender Difference and
Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136
Copyright: © 2013 Dufour E, 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. Abstract In female rats, sialorphin is detected in
the mammary glands and the placenta and also in breast milk [11,16]
(and unpublished observations by Rougeot C). Received June 07, 2013; Accepted June 22, 2013; Published June 25, 2013 Biochemistry &
Analytical Biochemistry Biochemistry &
Analytical Biochemistry Dufour et al., Biochem Anal Biochem 2013, 2:3
DOI: 10.4172/2161-1009.1000136 Open Access Research Article Introduction Opiorphin,
a
QRFSR
pentapeptide,
is
an
endogenous
human peptide regulator that was discovered using a functional
biochemical approach [1,2]. It is a physiological dual inhibitor of
Zn-ectopeptidases, neutral endopeptidase (NEP EC3.4.21.11) and
aminopeptidase N (AP-N EC3.4.11.2), which are implicated in the
rapid inactivation of endogenous circulating opioid agonists, namely
the enkephalins. Opiorphin protects enkephalins from inactivation
by ectoenkephalinases and thus improves the specific binding and
affinity of enkephalin-related peptides to membrane opioid receptors
[3]. Enkephalins are opioid neuropeptides, which play key roles in
the control of nociceptive transmission and in the modulation of the
activity of cerebral structures governing motivation and the adaptive
balance of emotional states [4,5]. By increasing the half-life of
circulating enkephalins, opiorphin, at systemically or centrally active
doses (1-2 mg/kg, iv or 5-10 µg/kg icv), produces analgesia in various
rodent models of pain and also antidepressant-like effects in standard
rat or mouse models of depression, via endogenous enkephalin-related
activation of µ and/or δ opioid pathways [1,6-9]. The exciting discovery of human opiorphin followed from the
characterization of rat sialorphin but opiorphin has revealed its own
specificity notably in terms of molecular structure as it shares only
40% sequence similarity with sialorphin peptide. Human opiorphin
is the mature peptide product of the PRL1 precursor polypeptide of Rat sialorphin (QHNPR peptide) was the first identified natural
enkephalin catabolizing inhibitor that induces potent antinociception in
mammals [10,11]. It is an endogenous androgen-regulated peptide and
also modulates, at doses equivalent to physiological circulating levels,
male sexual behavior [12-14]. We also demonstrated that sialorphin is
an exocrine and endocrine peptide messenger whose major expression
in rat salivary and prostate glands is activated by androgen regulation Copyright: © 2013 Dufour E, 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. Volume 2 • Issue 3 • 1000136 Page 2 of 11 Written informed consent was obtained from each subject
following a detailed explanation of the purpose of the study, the
procedures and the possible risks. This biomedical research study was
performed at Institut Pasteur and the associated investigational sites
and the study protocol was approved by the French Ethical Committee
(so-called Comité de Protection des Personnes) of Cochin Hospital
(Paris, France): accession n°. Am3485-2-2308 on 25th April 2007. Study subjects We studied 3 groups of healthy young adult volunteers of 26 ± 6
yr mean age. Group 1: opiorphin was measured in the blood, in the
salivary and lachrymal secretions and in urines, among male and
female healthy volunteers. Group 2: opiorphin production was studied
among pregnant women, during the first sixth month of pregnancy,
in the blood and saliva and also in their breastfeeding milk during the
second to third weeks after delivery. Group 3: analyses were conducted
on the sperm of normozoospermic donors (2.9 ± 0.4 ml of ejaculate,
mean ± SEM for 11 subjects) after 4 ± 2 days of sexual abstinence and
also of the blood, urines and salivary secretions. Opiorphin was also
measured in the seminal fluid of patients (1.0 ± 0.2 ml of ejaculate,
mean ± SEM for 5 subjects) with congenital bilateral absence of the
vas deferens (CBAVD), an abnormal anatomy of the male genital tract
inducing azoospermia and the ejaculation of semen devoid of the testis,
epididymis and seminal vesicles secretions. Sample preparation: Sample preparation is a critical step to
quantify small molecules in complex biological media and its quality can
greatly influence the overall sensitivity and specificity of the subsequent
analyses. Indeed, the highly abundant house-keeping proteins present
in most biological fluids, in particular in plasma, semen, milk and
saliva can mask detection of the less abundant bioactive peptides such
as opiorphin. After de-frosting at 4°C, the biological samples were treated
according to the following conditions: Acid-methanol extraction: To
one volume sample four volumes of 0.1% trifluoroacetic acid (TFA,
Sigma-France) in methanol were added at 4°C, and the mixture
immediately processed by vigorous stirring. This first step results
in the precipitation and the elimination of high molecular weight
proteins that are denatured in acid-methanol solutions. The soluble
low molecular weight molecules (in particular opiorphin), found in the
methanol phase, were separated from the precipitate by centrifugation
at 4700 rpm for 30 min at 4°C and were lyophilized at -110°C for 48 h. Preliminary examination of all subjects was carried out to check
for concomitant or severe disorders, clinically significant disease
or recent intervention in the oral cavity and for negativity for HIV,
HCV or HBV serology. The subjects received no medication (anti-
inflammatory, analgesic, antidepressant and/or anti-hypertensive)
for at least 7 days prior to sampling. They were self-described as
nondependent on addictive drugs (alcohol, tobacco). Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Introduction The
blood, saliva and urine samples of healthy volunteers were provided by
the clinical research investigator and associate of the ICAReB platform
of Institut Pasteur (Paris, France). The milk samples were obtained
from healthy pregnant women from the Unit of Obstetrics of Necker-
Enfants Malades hospital and the semen samples from healthy donors
and infertile patients from the Unit of Biology of the Reproduction of
Cochin hospital (Paris, France). 248 amino acids. The PROL1 gene encodes the secreted preproprotein
that contains, in the N-terminal region, the peptide QRFSR. It is intra-
cellularly processed during granule maturation by selective cleavage at
consensus sites, i.e., the recognition sites for secretion signal peptidase
and for paired basic amino acid convertases (http://www.genecards. org/cgi-bin/carddisp.pl?gene=PROL1). The gene was identified by
Dickinson et al in 1996, but was only detected at that time in human
lachrymal and salivary glands [20]. The discovery of opiorphin is the first demonstration of the
existence of a physiological regulator of enkephalin bioavailability in
humans. When the extent of the functions mediated by the endogenous
enkephalinergic pathways are considered, the characterization of this
upstream modulator of opioid pathways in humans is of major interest
from both physiological and physiopathological points of views. Indeed, endogenous human opiorphin appears to intervene in the
process of adaptation mediated by enkephalins, which are associated
with nociception and emotion-related behaviors. As a consequence,
opiorphin could be a biological marker with a potential diagnostic role
in various pathological situations, such as hyperalgesic syndromes,
depressive states and socio-relational behavioral imbalances. Study protocol Sample collection: Ex vivo, pharmacokinetic and metabolic
data reveal that opiorphin, similarly to all peptide mediators of the
neuroendocrine system, presents a short metabolic half-life, i.e., about
5 min in human plasma (unpublished observations by Rougeot C). The mixture of peptidase inhibitors previously used for sialorphin
detection [16] protected opiorphin from degradation by circulating
human peptidases. Thus the biological samples were taken and
collected (i.e., 2-5 ml of saliva, 30 ml of whole blood, 20 ml of urine
per subject) into previously cooled polypropylene tubes (4, 15 or 50
ml, Nunc-VWR, France) containing a mixture of peptidase inhibitors:
Péfabloc 0.4 mM, Aprotinin 1000 KIU/ml, EDTA 1 mM, bestatine 150
µM, leupeptin 1 µM and pepstatin 1 µM (Sigma-Aldrich, France). For
the semen samples the peptidase inhibitors were limited to 1000 KIU/
ml Aprotinin and 0.4 mM Pefabloc, according to previous validation
tests and allowing the examination of spermatozoa concentration
and motility in parallel with standard markers. Saliva was collected
under two conditions, basal and stimulated: a drop of diluted lemon
was applied to the mouth floor to stimulate saliva production. Tear
samples were collected after local administration of one drop of saline
containing diluted lemon, applied to the inner corner of the eye, to
induce the production of tears. Blood samples were centrifuged for 15
min at 300×g and 4°C to separate plasma from whole blood and the
resulting plasma supernatants were carefully collected. All samples
were immediately stored at -80°C, they were transported in a dry ice
container to the laboratory. Here, our objective was to determine the human biological fluids
in which opiorphin circulates and to establish its quantitative profile
of secretion and distribution in male and female healthy volunteers, in
order to then establish an investigative program in patients suffering
different pathologies of interest. Based on our previous knowledge of
sialorphin expression, samples were collected from the blood, saliva,
tears and urine of adult healthy volunteers (male and female, mean age
26 ± 6 yr) and from the milk of lactating healthy women (2-3 wk after
delivery) as well as from the semen of healthy donors and of men with
congenital bilateral absence of vas deferens (CBAVD). Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 method The opiorphin derivative selected for the coating on the micro-
titration plate (96-well-ImmunoPlate, Nunc-VWR) has the following
sequence: Y-[CH2]12-QRFSR peptide. Indeed, from previous tests it
appears that the presence of the 12-polyethylene linker introduced
between the tyrosine residue and the opiorphin peptide sequence
facilitates the coating and the accessibility of the immobilized peptide
to the antibody. Reverse phase C18-HPLC Chromatography: The resuspended
dried-extracts, obtained during the procedures described above,
were applied (150 µl) to the top of the C18/RP-HPLC analytical
column (150×4.5 mm Luna 5 µ Phenomenex-France or ACE 5 µ
AIT-France) under TFA 0.1%-water solvent equilibrium conditions. The various components were eluted and isolated according to their
hydrophobic characteristics, in a 30-min linear gradient from 0% to
80% acetonitrile, containing 0.1% TFA (Lichrosol, Merck) at a 1 ml/
min flow rate (Surveyor HPLC system, ThermoScientific-France). The
entire HPLC system was thermo-regulated at 12°C. Each fraction (1
ml) was collected and lyophilized at -110°C for 48 h. The determination
of plasma opiorphin levels was achieved by analyzing each HPLC-
collected fraction, from 15 to 26 min, using the opiorphin ELISA. This HPLC purification step, that was critical in the case of the plasma
samples, was also applied to the milk, semen and tear samples in order
to determine the authentic presence of opiorphin molecule. Optimized assay conditions are summarized as follows. For the
coating, 40 ng of the Y-[CH2]12-QRFSR peptide per 200 µl coating
buffer were added to individual wells (central 60 wells) on a 96-
well micro-titration plate and incubated overnight at 4°C with light
shaking. In parallel, 100 µl of standard (from 500 ng/ml to 1.9 ng/ml)
or samples that were serially diluted 2-fold with incubation buffer were
pre-incubated in Matrix 0.75 ml ScreenMates tubes (ThermoScientific)
overnight at 10°C in the presence of 100 µl anti-opiorphin antibody
diluted at 1/80 000. The following day, after washing 5 times (microplate
washer, BioTech-France) with washing buffer, 250 µl of saturation
buffer were added to the individual coated-wells and incubated at least
1 h at 20°C. Then, after 5-times washing, 100 µl of the pre-incubated
immunological reaction (anti-opiorphin antibody plus sample or
reference peptide) were transferred on the coated and saturated micro-
titration plates and incubated 1.30 h at 10°C under humid atmosphere. After washing 5 times, 100 µl of the anti-rabbit IgG conjugated to HRP,
diluted at 1/3 000, were added to each well and incubated 1 h at 20°C. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Development of the ELISA - Opiorphin The respective incubation buffers were the following: Coating buffer:
potassium phosphate buffer at 100 mM and pH 7.1; Saturation buffer:
Tris buffer at 20 mM pH 7.5+150 mM NaCl+0.1% Tween 20+0.5%
gelatin; First incubation buffer (anti-opiorphin antibody+sample
or reference-peptide): Tris buffer at 200 mM and pH 7.5+150 mM
NaCl+0.1% Tween 20+0.1% bovine serum albumine (BSA); Second
incubation buffer (anti-rabbit IgG antibody conjugated to HRP): Tris
buffer at 20 mM and pH 7.5+150 mM NaCl+0.1% Tween 20+0.1% At the beginning of this study, none of the opiorphin detection
system was commercially available. Thus, our expertise in the field of
bioactive peptide isolation and quantification allowed us to develop
and validate our own competitive ELISA system [18,21]. Study subjects Regarding group
2, women exhibiting significant pathology during pregnancy, including
gestational diabetes and hypertension, were excluded. Volume 2 • Issue 3 • 1000136 Page 3 of 11 Saliva, tears and milk dried-extracts were reconstituted in 1 volume
of pyrolyzed pure water corresponding to the initial volume of samples,
processed by centrifuge at 4700 rpm for 30 min at 4°C; the resulting
supernatants were conserved at -80°C until subsequent procedures. In the case of sperm samples, dried-extracts were reconstituted in 0.2
times the initial volume to attain a 5X final concentration. In the case of
urine samples, dried-extracts were reconstituted in 0.4 times the initial
volume to achieve a 2.5X final concentration. type immuno-assay is applicable for the specific quantification of the
peptide: competition between the measured free antigen and the coated
or labelled antigen towards the anti-antigen antibodies [22]. Opiorphin
QRFSR-peptide is not immunogenic therefore production of the anti-
opiorphin antibodies in the animal requires the injection of the peptide
conjugated in a covalent manner to a carrier molecule. Anti-opiorphin
antibody was generated after administration of the ovalbumin-[CO-
NH]-YQRFSR immunogen (Genosphere Laboratories, France) to
rabbits and a precise follow-up of the specific immune response
(CovalAb biotechnologies, France). The polyclonal antibody, selected
on the basis of its affinity for opiorphin, is referred to as 3RBF-SAB. C18 Solid-phase Extraction: The acidified (HCl 0.1 N final
concentration) and clarified biological samples were applied to
C18-SepPak cartridges (Waters, France) preconditioned with three
successive cycles of methanol (Lichrosolv, Merck, France) and pure
water and ultimately maintained in 0.1% TFA-water. After washing
with 0.1% TFA-water (5 ml), the analytes were eluted according to
a multi-step gradient of methanol-water containing 0.1% TFA: 5%,
-20%, -40%, -60% and 100% (5 ml each). The successive fractions were
collected at 4°C, frozen at -80°C and then lyophilized at -110 °C for
48h. This extraction-purification step was critical in the case of plasma
and milk. The dried-extracts of the fractions, 20 and 40% methanol,
were reconstituted in pyrolyzed pure water and pooled in order to
concentrate 50 fold the initial volume of plasma samples or 2.5-fold the
initial volume of milk samples. The specific immunological reaction was revealed using a universal
system supplied by Pierce (ThermoScientific-France), namely, purified
IgG immunoglobulin antibodies against rabbit IgG immunoglobulin
conjugated to the horseradish peroxydase enzyme (HRP) followed by
final addition of the chromogenic tetramethylbenzidine specific HRP
substrate (Step UltraTMB-ELISA). Recovery Recovery was determined by adding tritiated or standard opiorphin
to the biological samples in the same amounts as pre-established
concentrations and processed as described above. The mean recovery
was expressed as measured opiorphin concentration/added opiorphin
concentration X 100%. Recovery of the marker opiorphin-peptide alone
(QR [3H] FSR) in SepPak fractions, eluted in 20% and 40% methanol,
was 95%. Recovery of the marker opiorphin-peptide alone (QR [3H]
FSR) in eluting RP-HPLC fractions was 68%. For HPLC, recovery was
done every 7-10 sample injections after applying a stringent washing
column procedure. method After incubation an ultimate wash was performed and 100 µl of the
HRP chromogenic substrate were added and incubated 30-45 min at
20°C. Finally, the reaction was stopped, according to the manufacture’s
protocol, by adding 100 µl 4N H2SO4. Plates were read at 450 mm with
a micro-plate spectrophotometer (Infinite M200, Tecan-France) and
the results were successively analyzed with Magellan (Tecan), Excel
Microsoft and Prism GraphPad (La Jolia, USA) softwares. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Characteristics of the Elisa-Opiorphin The competitive-ELISA immunoassay for opiorphin is a
reproducible and specific assay. The IC50 was determined at 30 ± 9 ng/ml
(mean ± SD) (50 pmol/ml) for n=9 independent inter-day assays, each B/B0, %
B
90
80
70
60
50
40
30
20
10
1 10 100 1000
[Opiorphin QRFSR-peptide], ng/ml (log scale)
Standard QRFSR-peptide 1-a 11, HPLC fraction: 20 min
1/16 1/8 1/4 1/2 IR-Opiorphin, ng/ml
B/B0, %
A
B
90
80
70
60
50
40
30
20
10
60
50
40
30
20
10
0
-10
12 14 16 18 20 22 24 26 28 30
1 10 100 1000
Fractions, min
[Opiorphin QRFSR-peptide], ng/ml (log scale)
Standard QRFSR-peptide 1-a 11, HPLC fraction: 20 min
1/16 1/8 1/4 1/2
Figure 1: Analyses of human plasma by RP-HPLC and ELISA-Opiorphin. A. HPLC chromatography in tandem with ELISA-opiorphin detection of individual plasma
extract. The plasma sample was extracted using a C18 solid-phase extraction procedure before loading onto a C18-ACE-HPLC column. After lyophilization
each 1 min fraction was analyzed by ELISA-Opiorphin and the results expressed as concentration of immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-
fraction in min (X axis). B. Analysis of individual purified plasma sample using ELISA-Opiorphin method. Standard curve (open squares) relating QRFSR-peptide
concentration in ng/ml (log scale, X axis) to the percentage of binding in the presence (B) of standard peptide / binding in the absence (B0) of the standard peptide
(linear scale, Y axis). Sample curve (open circles) relating serially diluted (2-fold) individual purified plasma sample to B/B0, % response. Note that there is a
parallel between the dose-response standard curve and the serial dilutions of the sample. Each point represents the mean ± SD of duplicates. IR-Opiorphin, ng/ml
A
60
50
40
30
20
10
0
-10
12 14 16 18 20 22 24 26 28 30
Fractions, min Standard QRFSR-peptide Figure 1: Analyses of human plasma by RP-HPLC and ELISA-Opiorphin. A. HPLC chromatography in tandem with ELISA-opiorphin detection of individual plasma
extract. The plasma sample was extracted using a C18 solid-phase extraction procedure before loading onto a C18-ACE-HPLC column. After lyophilization
each 1 min fraction was analyzed by ELISA-Opiorphin and the results expressed as concentration of immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-
fraction in min (X axis). B. Analysis of individual purified plasma sample using ELISA-Opiorphin method. principe and reagents Due to the small size of the opiorphin (693 Da), only a competitive Volume 2 • Issue 3 • 1000136 Page 4 of 11 BSA and; Washing buffer: 1 tablet PBS-Sigma in 200 ml pure pyrolyzed
water+0.1% tween 20. with 9 points of concentration (from 500 to 1.9 ng/ml) in duplicate. The detection limit at IC85 is 2 ng/ml (3 pmol/ml) of opiorphin QRFSR-
peptide. The immunoassay is specific for opiorphin: the functionally
related sialorphin QHNPR-peptide, as well as the QRFS, RFSR and FSR
opiorphin-related fragments were not significantly recognized by the
antibody (cross-reaction ≤ 1%). Furthermore, a structural selectivity at
the C-terminal part of the QRFSR-peptide for its binding affinity to the
antibody was observed: substitution of the L-Arg5 by the stereoisomer
D-Arg5 resulted in the loss of antibody recognition. Similarly,
substitution at the N-terminal part of the peptide by a pyroGlu1 instead
of Gln1, also inhibited antibody recognition. In contrast, the addition
at the N-terminal position of the QRFSR peptide of amino acids such
as Cys or Tyr did not alter antibody recognition. Results and Discussion We previously demonstrated that the functional homologue of
human opiorphin, rat sialorphin, is an endocrine signal messenger
of intercellular communication [10,16,17,19]. To determine whether
opiorphin exhibits a similar secretory behavior we investigated and
quantified its presence in the bloodstream of healthy male and female Statistical Analysis A standard curve (8-9 concentration points in duplicate) was
generated and fitted for each micro-titration plate and the opiorphin
concentration of samples was determined using the regression equation
obtained from each corresponding calibration curve. The individual
values were expressed as the mean ± SD for at least 2 determination
points each in duplicate. Given the small number of subjects (n<30) non-
parametric statistical analyzes were used and the results among each
analyzed group expressed as the median concentration of opiorphin
in ng/ml, the range and mean ± SEM were also indicated in brackets. The significance of differences among groups was assessed by the
Kruskal-Wallis one-way analysis of variance (KWT, a non-parametric
method) to compare repeated measures in each group between several
independent variables across the experimental conditions. When a
significant difference among the groups was obtained, the Mann-
Whitney post hoc test (MWT) was applied to compare each paired
group. For all statistical evaluations, the level of significance was set
at P ≤ 0.05. All statistical analyses were carried out using the software
StatView®5 statistical package (SAS, Institute, Inc., USA). A standard curve was generated for each intra-assay and the
concentration of each sample was determined using the regression
equation obtained from each corresponding calibration curve. Given the small number of subjects (n < 30) the significance of
differences among studied groups was assessed by non-parametric
statistical analyzes. The results among analyzed groups were expressed
as follows: median concentration of opiorphin (range, mean ± SEM)
in ng/ml. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Characteristics of the Elisa-Opiorphin Standard curve (open squares) relating QRFSR-peptide
concentration in ng/ml (log scale, X axis) to the percentage of binding in the presence (B) of standard peptide / binding in the absence (B0) of the standard peptide
(linear scale, Y axis). Sample curve (open circles) relating serially diluted (2-fold) individual purified plasma sample to B/B0, % response. Note that there is a
parallel between the dose-response standard curve and the serial dilutions of the sample. Each point represents the mean ± SD of duplicates. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 ISSN:2161-1009 Biochem, an open access journal Page 5 of 11 Page 5 of 11 Page 5 of 11 renal glomerular filtration (unpublished observation by Rougeot C). Thus the significant difference between the rates of opiorphin urinary
secretion in men compared to women could be attributed to a gender
difference in its circulating systemic concentrations; however, as seen
above, we failed to observe clear statistical differences in bloodstream
opiorphin levels under our experimental conditions. subjects. All plasma samples were submitted to a C18-solid phase
extraction, according to the procedure described in Methods. Under
such conditions, recovery of the marker QR[3H]FSR-opiorphin added
to plasma samples was 68% ± 2%, n=4. Plasma extracts then underwent
a purification step using RP-HPLC chromatography. The retention
time of the reference opiorphin-peptide in the chromatographic
system, using a C18-ACE column, is 20 ± 0.5 min and the ELISA gave a
70 ± 7% (n=10) recovery of the opiorphin QRFSR-peptide. subjects. All plasma samples were submitted to a C18-solid phase
extraction, according to the procedure described in Methods. Under
such conditions, recovery of the marker QR[3H]FSR-opiorphin added
to plasma samples was 68% ± 2%, n=4. Plasma extracts then underwent
a purification step using RP-HPLC chromatography. The retention
time of the reference opiorphin-peptide in the chromatographic
system, using a C18-ACE column, is 20 ± 0.5 min and the ELISA gave a
70 ± 7% (n=10) recovery of the opiorphin QRFSR-peptide. Taken together, our data suggest that, as in the case of rat sialorphin,
human opiorphin expression and secretion is influenced by gender. Secretion of opiorphin in human semen The median concentration of opiorphin in human plasma was
0.96 ng/ml (range 0.4-2.7 ng/ml, mean ± SEM 1.07 ± 0.12 ng/ml) for
21 healthy adult male subjects and 0.55 ng/ml (range 0.2-3.4 ng/ml,
mean ± SEM 0.99 ± 0.24 ng/ml) for 16 healthy adult female subjects
and 0.11 ng/ml (range 0.1-1.5 ng/ml, mean ± SEM 0.28 ± 0.18 ng/ml)
for 8 healthy pregnant women. The Kruskal-Wallis one-way analysis
of variance (KWT) showed an overall heterogeneity in opiorphin
plasma levels among the three groups, H=13.9, P=0.001 (Figure 2). Although the median concentration of opiorphin appeared higher in
male plasma, there was no significant difference between male and
non-pregnant women paired groups. Only a tendency toward lower
concentration in non-pregnant women emerged with a P value of
0.148 using the Mann Whitney U-Test (MWT). This is probably due
to the larger range in the distribution of values among the female
group. Despite this heterogeneity, a statistical significance emerges
when comparing the 2 female groups, pregnant and non-pregnant
women (P=0.002 by MWT). The physiological range of circulating
opiorphin in young adult men (26 yr mean age) is similar to circulating
sialorphin in conscious young adult male rats (8 wk old) established
by competitive RIA at 1-2 ng/ml under basal conditions [16]. We
propose that, in analogy with its functional homologue in rat, human
opiorphin is secreted as an endocrine messenger and circulates in the
bloodstream to be delivered to a variety of distant NEP and APN-target
tissues, where it induces a response. We previously demonstrated that the functional homologue of
human opiorphin, rat sialorphin, is expressed in prostate gland [15,18]. Therefore, in the present study, we analyzed the concentration of
opiorphin in human semen obtained from healthy donors. In order to measure the biological parameters of the seminal fluid
of donors, in particular spermatozoa motility and vitality, the seminal
fluids were collected in tubes containing a limited cocktail of peptidase. A comparative study was then conducted to establish the best
conditions for opiorphin extraction. As shown in Figure 3a, treatment **
Opiorphin plasma levels, ng/ml
3.5
3
2.5
2
1.5
1
.5
0
Men Women Pregnant
Women
(21) (16) (8)
Figure 2: Box plot representations of plasma opiorphin levels in healthy young
men (n=21), women (n=16) and pregnant women (n=8). Single individual
values below the 10th or above the 90th percentile are represented as open
circles. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Characteristics of the Elisa-Opiorphin Furthermore, the convergent data, notably the high heterogeneity
in opiorphin plasma levels among females -which may be related
to differences in the menstrual cycle-, the low rates of circulating
opiorphin levels in the blood of pregnant women and the low rates
of urinary opiorphin in females compared to males, suggest that the
secretion of opiorphin in the female systemic compartment responds
to its own physiological hormonal status, notably during menstrual
cycle and gestation. By this way, it is of interest that, the NEP-cell
surface target for opiorphin exhibits different expression patterns
during menstruation and progesterone induces transcription of the
NEP gene by the coordinated action of multiple androgen responsive
elements [23,24]. Unfortunately, for our study, the specific phase in the
menstrual cycle was not allocated when blood collection. As shown in Figure 1a, HPLC elution profile of the human
plasma extract, referenced 1a-11, demonstrates that immunoreactive
opiorphin is detected at 20-21 min retention time (Rt), identical to
that of the reference peptide. This purification step separates opiorphin
from the ELISA-interfering plasma molecular population (22 min Rt)
which inhibits the competitive assay by nonspecifically enhancing
the B0 values (Figure 1a). The immunoreactive curve obtained from
successive dilutions of the HPLC fraction 20 min (1a-11, open circles,
Figure 1b) is parallel to the dose-response curve corresponding to
the reference QRFSR-peptide (open squares). This indicates that the
antibody recognizes the natural opiorphin-peptide contained in human
plasma extract with the same affinity as the synthetic pure peptide. The
plasma level of opiorphin for this sample was established at 1.4 ± 0.2
ng/ml for n=4 points of determination (Figure 1b). Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Secretion of opiorphin in human semen The box intersecting line represents the median and the box upper and
lower limits represent the 75% and 25% percentile, respectively. **P<0.01 by
MWT; (n) number of subjects. **
Opiorphin plasma levels, ng/ml
3.5
3
2.5
2
1.5
1
.5
0
Men Women Pregnant
Women The physiological median concentration of opiorphin in human
urine samples was 7 ng/ml (range 4-27 ng/ml, mean ± SEM 8.3 ±
1.5 ng/ml) for n=15 male subjects and 4 ng/ml (range 1-6, mean ±
SEM 3.9 ± 0.4 ng/ml) for n=15 female subjects. Statistical analyses
revealed that urinary excretion of opiorphin in males is significantly
greater than in females (P<0.001 vs. women by MWT). Four (± 2)-
day sexual abstinence was requested before sampling, therefore,
the possibility that part of the male urinary opiorphin comes from
urethral semen contamination may be excluded (see the next chapter). Pharmacokinetic analyses in rats following iv administration of
radiolabeled opiorphin (QR[3H]FSR-peptide) revealed that the native
peptide, as well as its metabolites, are rapidly excreted, as soon as 1
min post-injection, from the blood compartment into the urine via (21) Figure 2: Box plot representations of plasma opiorphin levels in healthy young
men (n=21), women (n=16) and pregnant women (n=8). Single individual
values below the 10th or above the 90th percentile are represented as open
circles. The box intersecting line represents the median and the box upper and
lower limits represent the 75% and 25% percentile, respectively. **P<0.01 by
MWT; (n) number of subjects. Figure 2: Box plot representations of plasma opiorphin levels in healthy young
men (n=21), women (n=16) and pregnant women (n=8). Single individual
values below the 10th or above the 90th percentile are represented as open
circles. The box intersecting line represents the median and the box upper and
lower limits represent the 75% and 25% percentile, respectively. **P<0.01 by
MWT; (n) number of subjects. Volume 2 • Issue 3 • 1000136 Page 6 of 11 The physiological median concentration of opiorphin in semen
from normozoospermic healthy human donors was 12.0 ng/ml for 11
subjects (range 4.5 to 30.9, mean ± SEM 12.9 ± 2.4 ng/ml or 43.6 ±
10.2 ng/ejaculate volumes, Figures 3a and 4). Interestingly, opiorphin
was also detected in the semen of patients with congenital bilateral
absence of the vas deferens inducing infertility, although testicular
spermatogenesis is normal. Secretion of opiorphin in human semen The opiorphin levels (median at 3.5 ng/
ml, range from 3 to 8.5 ng/ml, mean ± SEM 4.7 ± 1.0 ng/ml, 5.8 ±
1.6 ng/ejaculate volume, n=5, Figures 3b and 4) of these patients were
lower than those of normozoospermic donors. However, the presence
of opiorphin in the semen of CBAVD patients demonstrates that about
15% of the peptide secretion in the seminal fluid originates from the
prostate glands. of human semen samples with EDTA (1mM final concentration)
prior to acid-methanol extraction is a crucial step for opiorphin
quantification, with values 6-10 times higher than those in the absence
of the chelating agent (P=0.002 by MWT). This suggests that opiorphin
in seminal fluid is mainly associated in a molecular complex, involving
a cation-mineral element, potentially Zn++ ion, a prostate biochemical
marker that is found in semen at 55-420 mg/ml concentration range
in fertile men [25]. Under these extraction conditions, recovery of the
opiorphin-peptide marker, added to the sample before acid-methanol
extraction, was 70%. of human semen samples with EDTA (1mM final concentration)
prior to acid-methanol extraction is a crucial step for opiorphin
quantification, with values 6-10 times higher than those in the absence
of the chelating agent (P=0.002 by MWT). This suggests that opiorphin
in seminal fluid is mainly associated in a molecular complex, involving
a cation-mineral element, potentially Zn++ ion, a prostate biochemical
marker that is found in semen at 55-420 mg/ml concentration range
in fertile men [25]. Under these extraction conditions, recovery of the
opiorphin-peptide marker, added to the sample before acid-methanol
extraction, was 70%. Using the RP-HPLC chromatographic system with a C18-Luna
column, the retention time of the reference opiorphin-peptide is
22-23 min. Fractionation coupled to ELISA analysis of two semen
extracts, referenced 3a-13 and 3b-02 (Figure 3b), revealed that seminal
immuno-reactive opiorphin is primarily eluted at 22-23 min retention
time (Rt). This peak is also active as it inhibited, by at least 50%,
membrane-bound human NEP activity (method described in ref. 53). A second hydrophobic immunoreactive population (Rt=27 min) was
also observed that can represent up to 50% of the immunoreactive
opiorphin. This molecular population could correspond to an
opiorphin oligomer complexed via a metal cation such as seminal Zn++
ion that was not completely dissociated during the treatment, prior to
extraction procedure, by the EDTA chelating agent. Secretion of opiorphin in human semen Interestingly, there
was a quantitative difference between the chromatographic profiles of
the two samples; sample 3a-13 is an extract of whole semen from the
fertile group while the extract 3b-02 consists only of prostatic secretions
belonging to the infertile group. Database searches of the human transcriptome reveal that the
PROL1 gene is expressed in the male reproductive system, in particular
in testis and prostate glands as well as in epididymis. These data,
provided by affymetrix GeneChips technology, should explain the
higher opiorphin values obtained in healthy donors compared to
CBAVD patients. Furthermore, it has been reported that the level of
expression of the PROL1 gene in corpora cavernosa tissue samples of
men with erectile dysfunction (ED, associated with diabetic or non-
diabetic aetiology) is severely down-regulated compared to normal
volunteers [26]. Testes contain a great variety of different bioactive peptides that
play a role in the local control of gonadal development and also function
through autocrine/paracrine mechanisms [27]. All the components
of the endogenous opioid system, which includes opiorphin, are Sample treatment before extraction
Sample
EDTA 1mM
HCl 0.1N
10 12 14 16 18 20 22 24 26 28 30
9
8
7
6
5
4
3
2
Sample 3 a-13
Sample 3 b-02
B
A
(11)
**
**
+
-
-
+
+
+
+
-
+
(6)
(6)
35
30
25
20
15
10
5
0
Opiorphin seminal levels, ng/ml
IR-Opiorphin, ng/ml
Fractions, min
Figure 3: Analyses of healthy and CBAVD human semen by RP-HPLC and ELISA-Opiorphin. A. Box plot representations of sperm opiorphin levels in healthy
young men under different extraction conditions. Single individual values below the 10th or above the 90th percentile are represented as open circles. The box
intersecting line represents the median and the box upper and lower limits represent the 75% and 25% percentile, respectively. **P<0.01 by MWT; (n) number
of subjects. B. HPLC chromatography–tandem ELISA-opiorphin detection of two semen extracts. Both samples, 3a-13 (healthy donor) and 3b-02 (CBAVD
patient) were extracted by an acid-methanol procedure prior to loading onto a C18-Luna-HPLC column. After lyophilization each 1 min fraction was analyzed by
ELISA-Opiorphin and the results expressed as concentration of immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-fraction in min (X axis). Figure 3: Analyses of healthy and CBAVD human semen by RP-HPLC and ELISA-Opiorphin. A. Box plot representations of sperm opiorphin levels in healthy
young men under different extraction conditions. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Secretion of opiorphin in human milk The physiological median concentration of opiorphin in milk was
8.3 ng/ml for a range of 3 to 23 ng/ml and mean ± SEM of 10.7 ± 2.4 ng/
ml, for 7 subjects (Figure 6). Interestingly, we observed that opiorphin
QRFSR-peptide circulates in milk, as in the seminal fluid, as a soluble
complex that interacts with metal cation. Human opiorphin binding to
metal cations has been reported by Kotynia et al. [32] and also reported
by us for rat sialorphin [16]. Thus, opiorphin is distributed in milk under
2 forms: a free form and a major mineral-binding molecular species
which help prevent peptide degradation and/or facilitate transport or
it may function as carrier for different minerals, in particular calcium. Rat sialorphin is expressed in the mammary glands of gestational
female rats, is secreted into the milk of lactating rats and is present in
the stomach of newborn rats (unpublished observations by Rougeot
C). In order to determine whether opiorphin is secreted in human milk
we analyzed its distribution in samples from healthy lactating women
(n=7) at 3-5 wk post-delivery period. A C18-solid phase (SepPak cartridge) extraction procedure was
applied for each sample to eliminate the ELISA-interfering milk
components. As in the case of the seminal fluid, previous treatment of
milk samples by EDTA (1 mM final concentration) before extraction
is a crucial step to obtain quantifiable milk opiorphin, with values at
least 2-3 times higher than those in absence of the chelating agent. Using these extraction conditions, recovery of the opiorphin peptide
marker was 97%. As shown in Figure 5a, the immunoreactive curve
obtained from successive dilutions of the milk sample extract,
referenced 2-06, is parallel to the dose-response curve corresponding
to the reference QRFSR-peptide. The antibody, therefore, recognizes Milk is a major source of biologically active peptides with opioid
or peptidase inhibitory activities that function as modulators of
various regulatory processes in neonatal development, ranging from
gastrointestinal functions to centrally and/or peripherally mediated
neuroendocrine functions after crossing the gut-blood barrier [33-36]. Affymetrix GeneChips technology provided tissue expression data for
the PROL1 gene, encoding opiorphin precursor, which in the female
reproductive system is expressed in addition to mammary gland in
ovary, uterus and also amniotic fluid. Secretion of opiorphin in human milk NEP and AP-N membrane-
bound cell surface peptidases, which are targets for opiorphin, are
also expressed by different cell populations of the human breast,
ovarian granulosa, endometrial and chorionic placental cells, in
addition to fetal membranes [28,37-39]. These findings suggest that
opiorphin may play a local physiological regulatory role in follicular
growth, ovulation, embryo implantation processes and maternal-fetal
interface by controlling the local concentration of NEP and/or AP-N-
sensitive functionally active regulatory peptides. Further studies will be
necessary to support our hypothesis that opiorphin participates in the
regulation of reproductive physiology, operating at multi-states as a
local exocrine and paracrine/autocrine regulator and a distal endocrine
regulator in female reproduction, pregnancy and fetal development as
well as in parturition and the post-natal lactation period for newborn
development. (11)
(5)
Healthy Agenesis
Donors Patients
Opiorphin seminal levels, n/ml
35
30
25
20
15
10
5
0
Figure 4: Dot plot representations of semen opiorphin levels in healthy
donors and CBAVD patients. Each individual opiorphin value is represented
by an open circle for healthy donors (n=11) and by a black square for
CBAVD patients (n=7). The mean ± SEM for both groups are represented. Secretion of opiorphin in human semen Single individual values below the 10th or above the 90th percentile are represented as open circles. The box
intersecting line represents the median and the box upper and lower limits represent the 75% and 25% percentile, respectively. **P<0.01 by MWT; (n) number
of subjects. B. HPLC chromatography–tandem ELISA-opiorphin detection of two semen extracts. Both samples, 3a-13 (healthy donor) and 3b-02 (CBAVD
patient) were extracted by an acid-methanol procedure prior to loading onto a C18-Luna-HPLC column. After lyophilization each 1 min fraction was analyzed by
ELISA-Opiorphin and the results expressed as concentration of immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-fraction in min (X axis). Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Page 7 of 11 the milk peptide with the same affinity as the synthetic pure peptide. RP-HPLC fractionation using a C18-ACE column and ELISA analysis
of the same milk extract showed that immunoreactive opiorphin is
detected at 20–21 min retention time (Rt), which coincides with the
reference peptide. As in the case of the semen samples, an additional
major immuno-reactive peak at 25–26 Rt was also observed. This
hydrophobic molecular population corresponds to a metal cation-
binding opiorphin oligomer, because treatment by a strong chelating
agent, DTPA (diethylenetriaminepenta-acetic acid, Sigma) at 16 mM
final concentration, prior to HPLC chromatography, completely
restored the native opiorphin product that is eluted at 20-21 min Rt
(Figure 5b). present in the male genital tract and are implicated in the control of
sperm motility-regulating levels of enkephalin endogenous opioid
peptides in seminal fluid [28-31]. The presence of both membrane-
bound targets of opiorphin (AP-N and NEP ectoenkephalinases) and
of enkephalins (opioid receptors) in sperm cells [29-31] is consistent
with the important level of opiorphin and enkephalins in the seminal
fluid and support the idea that the inhibition of enkephalin-degrading
ectopeptidases by opiorphin could help maintain sperm motility
by increasing enkephalin bioavailability. The data taken together
suggest that the distribution of opiorphin in the human reproductive
tract mediates male sexual function, as previously demonstrated for
sialorphin in rats [12-14]. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Secretion of opiorphin in human tears In 1996, Dickinson et al described the expression of the PROL1
gene precursor in human lachrymal glands [20]. Here we investigated
the presence of opiorphin, the mature secretory peptide product of
the PROL1 gene, in the tears of male and female healthy volunteers. RP-HPLC fractionation in tandem with ELISA analysis of the female
tear extracts showed that immunoreactive opiorphin is detected at
the retention time of the reference QRFSR-peptide, confirming that
opiorphin circulates in tears. Analyses of all the human tear samples
collected from healthy females showed that the median physiological
concentration of opiorphin is 220 ng/ml (range 2 to 1109 ng/ml, mean
± SEM 296 ± 77 ng/ml, n=15), while that of healthy men ranges from
2 to 183 ng/ml (n=9). Opiorphin levels of male tears were, for most
individuals, inferior to the detection limit (6 out of 9 subjects ≤ 2 ng/ml) Figure 4: Dot plot representations of semen opiorphin levels in healthy
donors and CBAVD patients. Each individual opiorphin value is represented
by an open circle for healthy donors (n=11) and by a black square for
CBAVD patients (n=7). The mean ± SEM for both groups are represented. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 ISSN:2161-1009 Biochem, an open access journal Page 8 of 11 Page 8 of 11 young adult males of 26 ± 6 yr mean age, showed that the median
concentration of opiorphin is 53 ng/ml (range 7-196 ng/ml, mean ±
SEM 69 ± 11 ng/ml) for 23 subjects under basal conditions. Under
conditions of chemical stimulation of salivation, by applying a drop of
diluted lemon to the mouth floor, the median opiorphin concentration
was 163 ng/ml (range 80-1057 ng/ml, mean ± SEM 335 ± 83 ng/ml)
for 18 subjects. Salivary secretion of opiorphin in males is significantly
increased under conditions of salivation stimulation by citric acid (
=0.0001 vs. basal by MWT, Figure 7). Saliva samples collected from
healthy females showed a median concentration of opiorphin of 30 ng/
ml (range 6-219 ng/ml, mean ± SEM 61 ± 23 ng/ml) for 10 subjects
under basal conditions, and of 158 ng/ml (range 24-1091 ng/ml,
mean ± SEM 213 ± 76 ng/ml) for 13 subjects under saliva stimulating
conditions. Statistical analyses demonstrated that salivary secretion of
opiorphin in women is significantly increased under conditions of citric
acid stimulation (P=0.006, Figure 7) compared to resting conditions. Secretion of opiorphin in human tears Thus, at baseline and under chemical stimulated conditions, the levels
of opiorphin in male compared with female saliva were not significantly
different. and the tear volume collected was in general very low. So, opiorphin is
secreted in tears at the highest physiological rates, demonstrating that
lachrymal glands are the tissue of major expression and secretion of
PROL1 gene products. and the tear volume collected was in general very low. So, opiorphin is
secreted in tears at the highest physiological rates, demonstrating that
lachrymal glands are the tissue of major expression and secretion of
PROL1 gene products. Tears, a critical body fluid of the eye, contain a large variety of
molecules including peptides, which are primarily secreted by the
lachrymal glands. Components of tear fluid contribute to the defense
system of the eye and the functional ocular surface-central nervous
system-lachrymal gland neural network is crucial in maintaining ocular
surface health and homeostasis. Proenkephalin A-derived peptides,
Met5- and Leu5-enkephalins, and their cognitive receptors are present
and the physiological significance of endogenous enkephalins in
lachrymal function, as an inhibitor of lachrymal secretion, is reported
[40-42]. The present study demonstrates the presence of lachrymal
tissue-specific expression and secretion of opiorphin in tear fluid from
healthy volunteers. A role for opiorphin in modulating lachrymal fluid
homeostasis by increasing enkephalin bioavailability in the case, for
example, of certain causes of epiphora could be evoked. We propose a paracrine and/or autocrine role of opiophin in the
lachrymal system and at the ocular surface. Further studies will provide
new clues for a molecular understanding of lachrymal gland function
and regulation. It is interesting to note that the rate of rat sialorphin salivary
secretion under stimulated conditions of the sympathetic nervous
system that innervates the salivary glands is similar to human opiorphin
salivary secretion under conditions of local chemical stimulation of the
mouth nerve endings. However, the secretion rate of salivary sialorphin
in male rats is significantly higher than that of female rats [17,18], while
the significant increase in opiorphin following chemical stimulation
is not sex-linked (P=0.289 by MWT). Strikingly, the level of salivary
opiorphin for one healthy female volunteer was high, both in basal
(1072 ng/ml) and in stimulated conditions (1637 ng/ml). The clinical
data associated with this sample revealed that the subject was treated Secretion of opiorphin in human saliva Opiorphin from human saliva has been well characterized at both
molecular and functional levels [1]. Here, in a comparative study, we
examined the secretory levels of opiorphin in salivary fluids of healthy
young adult men and women, including pregnant women. Statistical analysis of human saliva samples collected from healthy IR-Opiorphin, ng/ml
B/B0, %
A
B
100
90
80
70
60
50
40
30
20
10
30
25
20
15
10
5
0
-5
12 14 16 18 20 22 24 26 28 30
1 10 100 1000
Fractions, min
[Opiorphin QRFSR-peptide], ng/ml (log scale)
Standard QRFSR-peptide 2-06 milk extract
Figure 5: Analyses of human milk by RP-HPLC and ELISA-Opiorphin. A. Analysis of individual milk samples using the ELISA-Opiorphin method. Standard
curve (open squares) relating opiorphin concentration in ng/ml (log scale, X axis) to the B/B0 (the percentage of binding in the presence (B) of standard peptide
/ binding in the absence (B0) of the standard peptide: linear scale, Y axis) and sample curve (open circles) relating serially diluted (2-fold) individual purified
milk sample (2-06) to the B/B0, % response. Note that there is a parallel between the dose-response standard curve and serial dilutions of the sample. Each
point represents the mean ± SD of duplicates. B. HPLC chromatography in tandem with ELISA-opiorphin detection of individual milk extracts. The milk sample
(2-06) was extracted by the C18 solid-phase extraction procedure and the dried extract was treated with DTPA, 16 mM final concentration, prior to loading
onto the C18-ACE-HPLC column. After lyophilization each 1 min fraction was analyzed by ELISA-Opiorphin and the results expressed as concentration of
immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-fraction in min (X axis). Figure 5: Analyses of human milk by RP-HPLC and ELISA-Opiorphin. A. Analysis of individual milk samples using the ELISA-Opiorphin method. Standard
curve (open squares) relating opiorphin concentration in ng/ml (log scale, X axis) to the B/B0 (the percentage of binding in the presence (B) of standard peptide
/ binding in the absence (B0) of the standard peptide: linear scale, Y axis) and sample curve (open circles) relating serially diluted (2-fold) individual purified
milk sample (2-06) to the B/B0, % response. Note that there is a parallel between the dose-response standard curve and serial dilutions of the sample. Each
point represents the mean ± SD of duplicates. B. HPLC chromatography in tandem with ELISA-opiorphin detection of individual milk extracts. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Secretion of opiorphin in human saliva The milk sample
(2-06) was extracted by the C18 solid-phase extraction procedure and the dried extract was treated with DTPA, 16 mM final concentration, prior to loading
onto the C18-ACE-HPLC column. After lyophilization each 1 min fraction was analyzed by ELISA-Opiorphin and the results expressed as concentration of
immunoreactive (IR) opiorphin in ng/ml (Y axis) by HPLC-fraction in min (X axis). Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Page 9 of 11 Page 9 of 11 Page 9 of 11 with thyroid hormones. Consequently, the sample was excluded from
statistical analyses. Opiorphin milk levels, ng/ml
Healthy
lactating women
3-5 wk post-delivery
(7)
35
30
25
20
15
10
5
0
Figure 6: Dot plot representations of milk opiorphin levels in healthy
lactating women at 3-5 wk post-delivery. Each individual opiorphin value is
represented by open circle for 7 samples. The mean ± SEM is represented. The saliva samples collected from sixth month pregnant women
showed a median concentration of opiorphin of 78 ng/ml (range
20-237, mean ± SEM 99 ± 29 ng/ml) for 8 subjects under resting
conditions, which is not significantly different from that obtained
among non-pregnant women of the same age. In contrast, under
stimulated conditions the median level of salivary opiorphin was 60 ng/
ml (range 34-205 ng/ml, mean ± SEM 77 ± 16 ng/ml) for 10 subjects. Thus, the chemical stimulation of saliva secretion actually causes a
slight decrease in opiorphin levels in the pregnant female population. In contrast then to the non-pregnant female population studied, the
secretory opiorphin rates in stimulated saliva is significantly lower
(P=0.028 vs. non-pregnant women by MWT, Figure 7). Opiorphin
quantification
in
human
saliva
using
liquid
chromatography in tandem with mass spectrometry (MS) was recently
reported by Brkljačić et al. [43]. In their report, opiorphin concentration
in the whole saliva of 14 young healthy individuals (23 ± 3 yr) is 9.4 ±
5.4 ng/ml (n=8 females) and 7.2 ± 4.6 ng/ml (n=6 males), which is 7
times lower than our measured basal values. Several possibilities could
explain such important differences: - the methodology employed: mass
spectrometry vs. Secretion of opiorphin in human saliva immunoassay; - the conditions of saliva collection:
absence of peptidase inhibitors for LC-MS/MS analyses and - the
conditions of sample preparation: absence of extraction procedure
for LC-MS/MS analyses. Moreover, using SELDI-TOF MS analysis we
previously noted that in the presence of TFA, the reference synthetic
QRFSR-peptide, as well as purified opiorphin from human saliva,
present two molecular masses, 690 and 769. Furthermore, QRFSR-
peptide was found in the saliva in two active forms Gln1- and Glp1-
RFSR with molecular masses of 690 and 665 respectively [1]. All these
active opiorphin-related derivatives are invisible to MS/MS detection
because of their different masses. Figure 6: Dot plot representations of milk opiorphin levels in healthy
lactating women at 3-5 wk post-delivery. Each individual opiorphin value is
represented by open circle for 7 samples. The mean ± SEM is represented. Opiorphin saliva levels, ng/ml
Conditions
Women Men Pregnant
Women
(18)
(10)
(13)
(23)
(8)
(10)
B S B S B S
1400
1200
1000
800
600
400
200
0
**
*** Opiorphin saliva levels, ng/ml
Conditions
Women Men Pregnant
Women
(18)
(10)
(13)
(23)
(8)
(10)
B S B S B S
1400
1200
1000
800
600
400
200
0
**
***
Figure 7: Box plot representations of salivary opiorphin levels in healthy
young men, women and pregnant women under basal (B) and stimulated
(S) salivary secretion conditions. Single individual values below the 10th
or above the 90th percentile are represented as open circles. The box
intersecting line represents the median and the box upper and lower limits
represent the 75% and 25% percentile, respectively. **P<0.01; ***P<0.001
by MWT; (n) number of subjects, B basal conditions, S stimulated conditions. Affymetrix GeneChips technology provided tissue expression data
for the PROL1 gene encoding opiorphin precursor, which in the oral
cavity is expressed in parotid, submandibular and sublingual gland
substructures only in adult stages, including early adulthood (from
19 yr). These developmental stage data coincide perfectly with those
obtained previously for the SMR1RAT1 gene encoding sialorphin
precursor. However, sialorphin expression in rat salivary glands is
limited to the submandibular glands, which does not seem the case
in humans, the contribution of each gland in the production of saliva
opiorphin has yet to be determined. Secretion of opiorphin in human saliva Salivary opiorphin may act on its membrane-bound target sites,
i.e., NEP and/or AP-N ectopeptidases, that are present in oral sites as
well as in the lower segments of the digestive axis and control salivary
concentrations of circulating NEP- and/or AP-N-sensitive regulatory
peptides [44-46] and/or modulate colonic motility via an indirect action
on enkephalin-dependent opioid receptors [8]. Salivary opiorphin may
also be absorbed and enter the circulation to mediate endocrine and
behavioral effects [1]. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Acknowledgement system, notably in the salivary glands as well as in the ocular system,
notably in the lachrymal glands. In these tissues, opiorphin precursor
is selectively processed, in a manner similar to the classic maturation
pathway of peptide-hormone precursors, to give rise to a mature peptide
product, the opiorphin pentapeptide. Mature opiorphin peptide can
then be secreted from intracellular stores into the extracellular space,
in response to specific stimuli and transported within local fluids, such
as semen, milk, tears and saliva and within the bloodstream to exert
paracrine, endocrine and/or neuroendocrine actions on local and distal
target cells. system, notably in the salivary glands as well as in the ocular system,
notably in the lachrymal glands. In these tissues, opiorphin precursor
is selectively processed, in a manner similar to the classic maturation
pathway of peptide-hormone precursors, to give rise to a mature peptide
product, the opiorphin pentapeptide. Mature opiorphin peptide can
then be secreted from intracellular stores into the extracellular space,
in response to specific stimuli and transported within local fluids, such
as semen, milk, tears and saliva and within the bloodstream to exert
paracrine, endocrine and/or neuroendocrine actions on local and distal
target cells. We would like to thank the contributions to the present project of Pr. Y. Dumez
and collaborators (Centre of Obstetrics of Necker-Enfants Malades hospital, Paris)
for their inputs on establishing the clinical research program and C. Ottone who was
in charge of sample processing, cryopreservation and distribution and traceability
at all steps. The present address of R. LEANDRI: Groupe d'activité de Médecine
de la Reproduction, CHU de Toulouse, 330 Avenue de Grande Bretagne, 31059
Toulouse cedex 9. This work was in large part supported by funding sources from BioRad
laboratories and from the “Direction de la Valorisation et des Partenariats
Industriels” and “Dons et Mécénat d'entreprises” Institut Pasteur. No conflicts of
interest, financial or otherwise, are declared by the author(s). Opiorphin is a natural inhibitor of enkephalin-inactivating
ectopeptidases in humans. Based on its known biological functions,
endogenous opiorphin could facilitate adaptative responses to stressful
or threatening environmental stimuli by potentiating enkephalin-
dependent antinociceptive response via activation of endogenous
opioid-dependent pathways [1,7]. Here, we presented a physiological
biomedical research program and now it is of interest to identify
different human pathological states that up-regulate or down-regulate
the levels of circulating opiorphin peptide. In this context, we have
already established a biomedical research protocol in collaboration
with Dr. References 1. Wisner A, Dufour E, Messaoudi M, Nejdi A, Marcel A, et al. (2006) Human
Opiorphin, a natural antinociceptive modulator of opioid-dependent pathways. Proc Natl Acad Sci U S A 103: 17979-17984. 2. Rougeot C, Messaoudi M (2007) [Identification of human opiorphin, a natural
antinociceptive modulator of opioid-dependent pathways]. Med Sci (Paris) 23:
37-39. 3. Tóth F, Tóth G, Benyhe S, Rougeot C, Wollemann M (2012) Opiorphin highly
improves the specific binding and affinity of MERF and MEGY to rat brain
opioid receptors. Regul Pept 178: 71-75. 4. König M, Zimmer AM, Steiner H, Holmes PV, Crawley JN, et al. (1996) Pain
responses, anxiety and aggression in mice deficient in pre-proenkephalin. Nature 383: 535-538. 5. Nieto MM, Guen SL, Kieffer BL, Roques BP, Noble F (2005) Physiological
control of emotion-related behaviors by endogenous enkephalins involves
essentially the delta opioid receptors. Neuroscience 135: 305-313. Interestingly, we found that in vivo, in particular in milk and
seminal fluids, opiorphin circulates under two forms: a free form and
a cation mineral-binding molecular form. In vitro opiorphin binding
ability for metal cation has been reported [32]. An opiorphin-mineral
complex could prevent peptide degradation and/or facilitate transport
or could modify peptide bioactivity. To discriminate between these
different hypotheses it will be important to define the metabolic half-
life of the complex compared to free opiorphin (metabolic half-life at
4-5 min in human plasma) by ex vivo, pharmacokinetic and metabolic
studies as well as by determining its inhibitory potency on human NEP
and AP-N metallo-peptidases by in vitro FRET-based enzyme assays
[48]. 6. Javelot H, Messaoudi M, Garnier S, Rougeot C (2010) Human opiorphin is a
naturally occurring antidepressant acting selectively on enkephalin-dependent
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active human opiorphin is a potent yet non-addictive analgesic without drug
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ISSN:2161-1009 Biochem, an open access journal Conclusion The quantitative profile of opiorphin secretion in biological fluids
of male and female volunteers is summarized in Table 1. Our findings,
associated with human transcriptome data, demonstrate that the
PROL1 gene encoding opiorphin precursor is expressed and translated
in the reproductive system, notably the testis, epididymis and prostate
in men and in the mammary glands of women, in the gastrointestinal Figure 7: Box plot representations of salivary opiorphin levels in healthy
young men, women and pregnant women under basal (B) and stimulated
(S) salivary secretion conditions. Single individual values below the 10th
or above the 90th percentile are represented as open circles. The box
intersecting line represents the median and the box upper and lower limits
represent the 75% and 25% percentile, respectively. **P<0.01; ***P<0.001
by MWT; (n) number of subjects, B basal conditions, S stimulated conditions. Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender
Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 Opiorphin levels, ng/ml Median (range) Number of subjects
Subjects 26 ± 6 yr mean age
Men
Non-pregnant women
Pregnant women 6 month pregnancy
BioFluids
Bloodstream
0.96 (0.4-2.7) n=21
0.55 (0.2-3.4) n=16
0.11 (0.1-1.5) n=8
Urines
7 (4-27) n=15
4 (1-6) n=15
Semen Healthy donors
12 (4.5-30.9) n=11
Semen CBAVD
3.5 (3-8.5) n=5
Milk 2-3 week post-delivery
8.3 (3-23) n=7
Tears
(<2-183) n=9
220 (2-1109) n=15
Saliva Basal conditions
53 (7-196) n=23
30 (6-219) n=10
78 (20-237) n=8
Saliva Stimulated conditions
163 (80-1057) n=18
158 (24-1091) n=13
60 (34-205) n=10
Table 1: Summary of opiorphin values in biological fluids of male and female volunteers. Table 1: Summary of opiorphin values in biological fluids of male Table 1: Summary of opiorphin values in biological fluids of male and female volunteers. Acknowledgement Yves Boucher to determine the secretion profile of opiorphin
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Difference and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-1009.1000136 References Affymetrix GeneChip technology provided evidence that the
PROL1 gene, encoding opiorphin precursor, is expressed in human
brain, in particular in a key output structure of the basal ganglia in the
globus pallidus that contains dense enkephalinergic fibers. Opiorphin
pentapeptide modulation of enkephalinergic pathways in striatopallidal
projection neurons may be of functional importance, in particular
in the regulation of central pain perception and mood-related states. Therefore, it is of great interest to explore whether opiorphin is present
in the cerebrospinal fluid of healthy volunteers and to determine its
secretory processing in the central nervous system. 10. Rougeot C, Messaoudi M, Hermitte V, Rigault AG, Blisnick T, et al. (2003)
Sialorphin, a natural inhibitor of rat membrane-bound neutral endopeptidase
that displays analgesic activity. Proc Natl Acad Sci U S A 100: 8549-8554. 11. Rougeot C (2004) From the gene to candidate drug. The discovery of sialorphin
using inverse pharmacology. BIOforum Europe 5: 52-55. 12. Messaoudi M, Desor D, Nejdi A, Rougeot C (2004) The endogenous androgen-
regulated sialorphin modulates male rat sexual behavior. Horm Behav 46: 684-
691. 13. Davies KP, Tar M, Rougeot C, Melman A (2007) Sialorphin (the mature peptide Volume 2 • Issue 3 • 1000136 Page 11 of 11 34. Clare DA, Swaisgood HE (2000) Bioactive milk peptides: a prospectus. J Dairy
Sci 83: 1187-1195. product of Vcsa1) relaxes corporal smooth muscle tissue and increases erectile
function in the ageing rat. BJU Int 99: 431-435. Gnessi L, Fabbri A, Spera G (1997) Gonadal peptides as mediators of
development and functional control of the testis: an integrated system with
hormones and local environment. Endocr Rev 18: 541-609. 48. Rougeot C (2009) Method for identifying BPLP and opiorphin agonists or
antagonists.: In PCT/EP2009/050567 (WO/2009/090265, Ed.). 28. Fujiwara H, Imai K, Inoue T, Maeda M, Fujii S (1999) Membrane-bound cell
surface peptidases in reproductive organs. Endocr J 46: 11-25. 29. Agirregoitia E, Valdivia A, Carracedo A, Casis L, Gil J, et al. (2006) Expression
and localization of delta-, kappa-, and mu-opioid receptors in human
spermatozoa and implications for sperm motility. J Clin Endocrinol Metab 91:
4969-4975. 30. Subirán N, Agirregoitia E, Valdivia A, Ochoa C, Casis L, et al. (2008) Expression
of enkephalin-degrading enzymes in human semen and implications for sperm
motility. Fertil Steril 89: 1571-1577. 31. Subirán N, Candenas L, Pinto FM, Cejudo-Roman A, Agirregoitia E, et al. (2012) Autocrine regulation of human sperm motility by the met-enkephalin
opioid peptide. Fertil Steril 98: 617-625. 32. Kotynia A KE, Czapor H, Brasun J (2010) The synthesis of opiorphin and
studies on its binding ability toward Cu(II). Tetrahedron Letters 51: 2486-2488. 33. Meisel H (1997) Biochemical properties of regulatory peptides derived from
milk proteins. Biopolymers 43: 119-128. Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender Difference
and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-
1009.1000136 Citation: Dufour E, Villard-Saussine S, Mellon V, Leandri R, Jouannet P, et al. (2013) Opiorphin Secretion Pattern in Healthy Volunteers: Gender Difference
and Organ Specificity. Biochem Anal Biochem 2: 136. doi:10.4172/2161-
1009.1000136 Biochem Anal Biochem Biochem Anal Biochem
ISSN:2161-1009 Biochem, an open access journal Volume 2 • Issue 3 • 1000136 ISSN:2161-1009 Biochem, an open access journal
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Maternal mortality by COVID-19 in Brazil: updates
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Dear editor, infected by COVID-19. A Spanish study found that
cesarean sections are associated with a clinical worsening
of asymptomatic or mild symptoms in pregnant women5;
21.6% of the women who underwent cesarean sections
presented clinical worsening, compared to 4.9% of those
who had a vaginal delivery. Added to this, 13.5% of
the first group needed to be taken to ICU after surgery,
compared to none of those who underwent vaginal
delivery. Considering that Brazil is the second country
with the highest proportion of cesarean sections in the
world,6 it is essential to reassess the risks and benefits of
each type of delivery in pregnant women with COVID-19
in the country, to avoid complications. The content of Souza and Amorim’s article1 has immense
relevance. Thus, it is important to update information
about the panorama of maternal mortality by COVID-19
in the country. The article provides information about the year 2020,
while data from 2021 show an even greater impact on this
population. Important new information came from a recently
created “Observatório Obstétrico Brasileiro COVID-19” 2:
(Brazilian Obstetrics Observatory COVID-19) Pregnant and
puerperal women’s average weekly deaths by COVID-19
doubled more than in 2021 when compared to 2020. In
2020, 459 pregnant and puerperal women’s deaths were
registered, with a weekly average of 10.6 deaths. While in
2021, until July 2021, 1.153 deaths were registered, with a
weekly average of 44.3 deaths.2 Although the average weekly
deaths in the country’s general population also increased in
2021, with an increase of 60.5%,3 the increase in pregnant
and puerperal women group was even higher, reaching an
increase of 151%.2 In addition to the deaths directly caused by COVID-19
infection, the unfavorable outcomes of pregnancy as an
indirect consequence of the virus must also be taken in
consideration. In a study carried out with 2,753 Brazilian
pregnant and puerperal women, one-third responded that
they had reduced their antenatal consultations and exams
during the pandemic.7 More than half of the pregnant
women said they were very concerned about leaving their
homes to monitor their pregnancy. Adequate prenatal
care is effective and necessary to prevent maternal
morbidities and deaths, as it tracks and treats infections
and maternal nutritional problems.8,9 In this way, prenatal
care performed improperly, due to the pandemic, increases
the chances of unfavorable maternal outcomes even for
pregnant women who are not infected by the virus. http://dx.doi.org/10.1590/1806-9304202200020014 Rev. Bras. Saúde Mater. Infant., Recife, 22 (2): 443-444 apr-jun., 2022 Authors’ contribution 8. Bhutta ZA, Das JK, Bahl R, Lawn JE, Salam RA, Paul VK,
et al. Can available interventions end preventable deaths in
mothers, newborn babies, and stillbirths, and at what cost? Lancet. 2014 Jul; 384 (9940): 347-70. All authors participated in the construction of the letter
to the editor and approved the final version. The authors declare no conflict of interest. 9. Pacheco AJ, Katz L, Souza AS, Amorim MM. Factors
associated with severe maternal morbidity and near miss
in the São Francisco Valley, Brazil: a retrospective, cohort
study. BMC Pregnancy Childbirth. 2014 Feb; 14: 91. Dear editor, breastfeeding women.10 Despite the lack of consensus,
vaccination was subsequently extended to all pregnant
or puerperal women within 45 days of pregnancy.11 Thus,
the prospect of a reduction in the infection and deaths has
brought hope to this population who were so affected by
the COVID-19 pandemic. Received on July 21, 2021 Dear editor, In addition, the survey data made by the Observatory
states that the main cause of maternal deaths, when
infected by the virus, is the lack of access to adequate
treatment. In agreement with these statements, Takemoto’s
study,4 cited by the article in question,1 reports that
20% of pregnant and puerperal women hospitalized by
Sars-CoV-2 did not have access to the Intensive Care
Unit (ICU) and 36% were not intubated.4 Thus, the lack
of ICU and intubation affected a third of maternal deaths
during the pandemic, representing the serious failure of
the healthcare in Brazil. In this context, the Ministry of Health published a
technical note in May, 2021 in which it recommended
pregnant women who first had comorbidities to be
vaccinated , as well as puerperal, recently gave birth and In addition, the type of delivery also seems to
influence the maternal outcomes of pregnant women 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. 443 Michels BD et al. Bruna Depieri Michels 1
https://orcid.org/0000-0003-0936-1171
Betine Pinto Moehlecke Iser 2
https://orcid.org/0000-0001-6061-2541
1,2 Universidade do Sul de Santa Catarina. Av. José Acácio Moreira, 787. Dehon. Tubarão, SC, Brazil. CEP: 88.704-070. E-mail: bruna.michelss@hotmail.com Bruna Depieri Michels 1
https://orcid.org/0000-0003-0936-1171 Bruna Depieri Michels 1 Betine Pinto Moehlecke Iser 2
https://orcid.org/0000-0001-6061-2541 Betine Pinto Moehlecke Iser 2
https://orcid.org/0000-0001-6061-2541 Betine Pinto Moehlecke Iser 2 https://orcid.org/0000-0001-6061-2541 1,2 Universidade do Sul de Santa Catarina. Av. José Acácio Moreira, 787. Dehon. Tubarão, SC, Brazil. CEP: 88.704-070. E-mail: bruna.michelss@hotmail.com 1,2 Universidade do Sul de Santa Catarina. Av. José Acácio Moreira, 787. Dehon. Tubarão, SC, Brazil. CEP: 88.704-070. E-mail: bruna.michelss@hotm 7. Instituto Patrícia Galvão (BR). Mulheres grávidas e
puérperas diante do coronavírus [Internet]. São Paulo:
Instituto Patrícia Galvão; 2020; [access in 2021 Apr
20]. Available from: https://assets-institucional-
ipg.sfo2.cdn.digitaloceanspaces.com/2020/10/
INSTITUTOPATRICIAGALVAOLOCOMOTIVA_
RelatorioGravidezeCovidVersaoFinal.pdf breastfeeding women.10 Despite the lack of consensus,
vaccination was subsequently extended to all pregnant
or puerperal women within 45 days of pregnancy.11 Thus,
the prospect of a reduction in the infection and deaths has
brought hope to this population who were so affected by
the COVID-19 pandemic. Final version presented on August 23, 2021 Final version presented on August 23, 2021
Approved on August 31, 2021 References 1. Souza ASR, Amorim MMR. Mortalidade materna pela
COVID-19 no Brasil. Rev Bras Saúde Mater Infant. 2021
Feb; 21 (Suppl 1): 253-6. 10. Ministry of Health (BR). Nota Técnica nº 627/2021-CGPNI/
DEIDT/SVS/MS. 19 de maio de 2021. Orientações
referentes à suspensão temporária da vacinação contra a
covid-19 com a vacina AstraZeneca/Oxford em gestantes
e puérperas; interrupção da vacinação contra a covid-19 em
gestantes sem comorbidades e continuidade da vacinação
contra a covid-19 em gestantes com comorbidades [Internet]. Brasília (DF): Ministry of Health; 2021; [access in 2021 Jul
01]. Available from: https://portaldeboaspraticas.iff.fiocruz. br/wp-content/uploads/2021/05/Nota-Te%CC%81cnica-
651-2021-CGPNI-DEIDT-SVS-MS.pdf 2. Observatório Obstétrico Brasileiro (OOBr). COVID-19
[Internet]. Espírito Santo: OOBr; 2020; [access in 2021
Apr 21]. Available from: https://observatorioobstetrico. shinyapps.io/covid_gesta_puerp_br/ 2. Observatório Obstétrico Brasileiro (OOBr). COVID-19
[Internet]. Espírito Santo: OOBr; 2020; [access in 2021
Apr 21]. Available from: https://observatorioobstetrico. shinyapps.io/covid_gesta_puerp_br/ 3. Conselho Nacional de Justiça (BR). Portal da Transparência. Óbitos com suspeita ou confirmação de COVID-19
[Internet]. Brasília: Conselho Nacional de Justiça;
2020; [access in 2021 Jul 13]. Available from: https://
transparencia.registrocivil.org.br/especial-covid 11. Ministry of Health (BR). Nota Técnica nº 2/2021-SECO-
VID/GAB/SECOVID/MS. Trata-se de atualização das
recomendações referentes a vacinação contra a covid-19
em gestantes e puérperas até 45 dias pós-parto [Internet]. Brasília (DF): Ministry of Health; 2021; [access in 2021 Jul
13]. Available from: https://sei.saude.gov.br/sei/controla-
dor_externo.php?acao=documento_conferir&codigo_veri-
ficador=0021464579&codigo_crc=4863F560&hash_down-
load=3cfd43ffbcbac4b08f37ce10fc87697b0116fa8bbb63
303a6110477124d1d99cd053c45d86c748bfe31764f024e-
1f046f2de39d9289b8534bdbbb87ed5c878df&visualiza-
cao=1&id_orgao_acesso_externo=0 4. Takemoto MLS, Menezes MO, Andreucci CB, Nakamura‐
Pereira M, Amorim MM, Katz L, et al. The tragedy of
COVID‐19 in Brazil: 124 maternal deaths and counting. Int J Gynecol Obstet. 2020 Jul; 15 (1): 154-6. 5. Martínez-Perez O, Vouga M, Melguizo SC, Acebal LF, Panchaud
A, Muñoz-Chápuli M, et al. Association between mode of delivery
among pregnant women with COVID-19 and maternal and
neonatal outcomes in Spain. JAMA. 2020 Jul; 324 (3): 296-9. 6. World Health Organization (WHO). WHO recommendations:
intrapartum care for a positive childbirth experience. Geneva; WHO; 2018. Final version presented on August 23, 2021
Approved on August 31, 2021 Approved on August 31, 2021 Rev. Bras. Saúde Mater. Infant., Recife, 22 (2): 443-444 apr-jun., 2022 444
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Student suicide incidences in Bangladesh: what do the data say?
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INTRODUCTION other countries, even though it is a major public
health issue in the country. The country still lacks
any kind of suicide surveillance system, national
suicide database, and national suicide prevention
strategies for both general and specific cohorts
(Mamun and Griffiths 2019; Shah et al. 2017). Suicide is such an issue that everyone pays
attention to after it has been done. In recent years,
the number of students committing suicide has
surged immensely. In our current education system, students are put
under huge pressure to do well in their
examinations. This kind of pressure has caused
mental health issues for youngsters. As a result,
the number of students committing suicide is
rising exponentially. On top of that, the people of
our country still hold a stigma against suicide and
mental health issues. Families try to hide the fact
that their child has depression or has tried to
commit suicide because they think it is something
to be ashamed of (Arafat 2019; Mamun and
Griffiths 2020a, b; Mamun et al. 2020b). However, evidence-based suicide data is needed
for the implementation of targeted prevention
strategies. Therefore, this study investigated
student suicide-related factors (e.g., type of
academic institutes, year of study, month in which
the suicide occurred, specific suicide reasons,
method of suicide, etc.) that could be helpful to the
public health policymakers in Bangladesh. *Corresponding Author Sumaiya Aziz
s.aziz.rmc@gmail.com Sumaiya Aziz
s.aziz.rmc@gmail.com Article history This paper aims to find out the recent cases of students committing suicide in the last one year
as well as analyzing the cases based on age, gender, educational level, and the reason behind
the incidents. The research focuses on the suicide cases committed by students in Bangladesh
in the last one year, from July 2019 to June 2020. The paper heavily relies on secondary
research from different journals and newspapers. The study shows that female students are
more prone to committing suicide compared to men. It also shows that younger school-going
students are more likely to commit suicide. The suicide incidents are mostly caused by
academic stress, depression, financial crisis, family issues, being raped and blackmailed to
release intimate pictures. Further research can be conducted based on primary research. Future research can also focus on specific age groups like very young children as we found
out that younger children are more prone to danger. Received: 07 September 2020
Accepted:17 October 2020 Received: 07 September 2020
Accepted:17 October 2020 Received: 07 September 2020
Accepted:17 October 2020 Keywords Student suicide, student, student
mental health, suicide, suicide in
Bangladesh Student suicide, student, student
mental health, suicide, suicide in
Bangladesh How to cite this article: Rubayet F, Aziz MN, Maliha SR, Autoshi NA, Aziz S and Khatun S (2020). Student suicide incidences in Bangladesh: what
do the data say? International Journal of Natural and Social Sciences, 7(4): 16-20. DOI: 10.5281/zenodo.4255255 International Journal of Natural and Social Sciences, 2020, 7(4):16-20 International Journal of Natural and Social Sciences, 2020, 7(4):16-20 ISSN: 2313-4461 & 2617-6637 Farhana Rubayet1, Mustafa Nizamul Aziz2, Syeeda Raisa Maliha3, Nafisa Anum Autoshi4, Sumaiya
Aziz5*, Shahanara Khatun6 1Anwer Khan Modern Medical College, Dhaka; 2,3,4East West University, Dhaka; 5Rajshahi Medical College, Rajshahi; 6Alimonessa
Technical College, Jessore, Bangladesh METHODOLOGY This research relies greatly on secondary data. All
of the information has been collected from
newspapers and articles from other authors. Newspapers for the past one year have been gone Additionally, Bangladesh appears to have fewer
suicide prevention measures in place compared to 17 Rubayet et al, International Journal of Natural and Social Sciences, 2020, 7(4): 16-20 RESULTS AND DISCUSSION admit card
Prothom Alo
3-Feb-20
12
Hajiganj,
Chandpur
Female
15
School
NR
Prothom Alo
28-Jan-20
13
Sadar,
Panchagarh
Female
13
School
Being raped
The Daily
Star
6-Jan-20
14
Magura
Female
21
University
NR
Prothom Alo
03-Jan-20 Table 1: Student suicide incidences in Bangladesh Rubayet et al, International Journal of Natural and Social Sciences, 2020, 7(4): 16-20 18 15
Kaunia,
Barishal
Female
14
School
Due to result (J.S.C.)
Prothom Alo
31-Dec-19
16
Gosairhat,
Shariatpur
Female
14
School
Due to result (J.S.C.)
Dhaka
Tribune
31-Dec-19
17
Sarkarpara,
Thakurgaon
Male
14
School
NR
Prothom Alo
21-Dec-19
18
Harinarayanpur,
Kushtia
Female
17
College
Due to fail on test examination
Prothom Alo
11-Dec-19
19
Shyamoli,
Dhaka
Male
23
University
Financial crisis and frustration
Dhaka
Tribune
4-Dec-19
20
Satkania,
Chattogram
Male
NR
University
NR
Dhaka
Tribune
28-Nov-19
21
Faridganj,
Chandpur
Female
14
School
Family issues
Prothom Alo
22-Nov-19
22
Munshibazar,
Faridpur
Male
NR
University
Mental depression
Dhaka
Tribune
16-Nov-19
23
Khanka Sharif
area, Rajshahi
Male
NR
University
NR
Dhaka
Tribune
28-Oct-19
24
Chhaygharia,
Brahmanbaria
Male
16
School
Family issues and abandonment
by family
Dhaka
Tribune
25-Oct-19
25
Chilmari,
Kurigram
Female
13
School
NR
Prothom Alo
13-Oct-19
26
Bishwanath,
Sylhet
Female
NR
NR
Being raped
Prothom Alo
10-Oct-19
27
Lakhai,
Habiganj
Male
NR
University
Mental depression
Prothom Alo
3-Oct-19
28
Azimpur,
Dhaka
Male
18
College
Depression and dissatisfaction
The Daily
Star
30-Sep-19
29
Bhandaria,
Pirojpur
Female
19
School
After being blackmailed to
spread her intimate photographs
Dhaka
Tribune
31-Aug-19
30
Jaintiapur,
Sylhet
Female
17
School
NR
Dhaka
Tribune
5-Jul-19
NR - Not reported. Rate and gender of suicidal cases
From our findings, it was discovered some
important factors regarding student suicide in
Bangladesh. First and foremost, it looks like
gender has an impact on such tendencies to
commit suicide. Out of the 30 cases we have
almost 63% of the students committing suicide are
female. This could be because of some of the
incidences that women are more prone to like rape
or blackmail regarding leaking photos. Such
results have been backed up by the research of
Kumar et al. (2017) and Tsirigotis et al. (2011),
where they have stated then females have a higher NR - Not reported. almost 63% of the students committing suicide are
female. This could be because of some of the
incidences that women are more prone to like rape
or blackmail regarding leaking photos. RESULTS AND DISCUSSION Such
results have been backed up by the research of
Kumar et al. (2017) and Tsirigotis et al. (2011),
where they have stated then females have a higher
tendency to commit suicide compared to men. RESULTS AND DISCUSSION through by searching keywords like student
suicide in Bangladesh. After collecting all 30 cases
from the last one year, the cases were individually
reviewed and analyzed based on age, gender,
education level, and reason for committing
suicide. The study observed 30 suicidal cases from July
2019 to June 2010 (one fiscal year). The present
study investigated risk factors of Bangladeshi
students’ suicide (i.e., gender, study year, place,
onset time, and specific suicide reasons) because
they are among the most prone to suicide
compared to other students worldwide (Arafat and
Mamun, 2019). This study has been conducted to find out the
cases
of
students
committing
suicide
in
Bangladesh from July 2019 to June 2020. As the
data were from secondary sources, so no formal
ethical clearance was required. Table 1: Student suicide incidences in Bangladesh
Cases Location
Gender
Age
School/
College/
University
Reason for suicide
Press Media
Date
1
Manirampur,
Jashore
Male
14
Madrasa
Family issues
Prothom Alo
27-Jun-20
2
Jurain, Dhaka
Male
NR
College
NR
Daily
Bangladesh
26-Jun-20
3
Chittagong
Female
19
University
After being blackmailed to
spread her intimate photographs
Dhaka
Tribune
14-Jun-20
4
Mohammadpur,
Magura
Female
16
Madrasa
Due to result (S.S.C.)
Prothom Alo
1-Jun-20
5
Haripur,
Thakurgaon
Female
16
School
Due to result (S.S.C.)
Prothom Alo
1-Jun-20
6
Ullapara,
Sirajganj
Female
16
School
Due to result (S.S.C.)
United News
of Bangladesh
1-Jun-20
7
Khetlal,
Joypurhat
Female
NR
School
Family issues
The daily
Observer
25-Apr-20
8
Belkuchi,
Sirajgonj
Female
10
NR
Financial crisis
Kaler Kantho
11-Apr-20
9
Charghat,
Rajshahi
Female
15
School
Being raped
The Daily
Star
20-Feb-20
10
Laksam,
Comilla
Male
24
University
Depression
Dhaka
Tribune
15-Feb-20
11
Domar,
Nilphamari
Female
NR
School
Due to the wrong information
on S.S.C. Academic results If the girls felt like nothing would happen even if
the pictures were leaked or if they could have
gathered enough courage to ask for help, this
tragic incident wouldn’t have taken place. 23% of students (7 out of 30) have committed
suicide because of their academic results. This
gives us some idea about the pressure children are
put under for their studies. This result has been
supported by other studies as well. Rate and gender of suicidal cases From our findings, it was discovered some
important factors regarding student suicide in
Bangladesh. First and foremost, it looks like
gender has an impact on such tendencies to
commit suicide. Out of the 30 cases we have
covered, 19 were female and 11 were male. So, International Journal of Natural and Social Sciences, ISSN: 2313-4461; www.ijnss.org Rubayet et al, International Journal of Natural and Social Sciences, 2020, 7(4): 16-20 19 Depression The number of students committing suicide from
college or madrasa is comparatively low. It is
highly alarming that such young children are
taking such a big decision to end their lives. Even
if we consider age, 33% (10 out of 30 students)
belong to the age group of 10-15, 30% belong to
the age group of 15-20 and only 3 students out of
30 belong to the age group of 20-25. The study of
Kessler et al. (2007) supports this fact by stating
that adolescence is a time where people are most
vulnerable to a mental disorder as emotional
reactions are heightened at this age. It is sad but true that till now, many families do
not believe that depression is a real disease. As a
result, they don’t give much attention if their child
is behaving weirdly. Rather, sometimes they scold
the child for that. From our study, 13% of the
students have committed suicide because of
depression and frustration. Financial crisis It is so heartbreaking to see that a 10-year-old
child committed suicide as she was scolded when
she asked for food. Her family had been starving
for days as they were going through the extreme
financial crisis because of the COVID-19
pandemic. Researchers agree that putting pressure on students
to do well in their examinations increases their
mental suffering and sometimes end up in suicides
(Arafat and Mamun 2019; Jahan et al. 2020;
Mamun and Griffiths2020a, b; Mamun et al. 2020a, b). Reasons for suicide There are 2 cases where the female students have
been blackmailed by saying that their intimate
pictures will be leaked. The victims could not bear
the emotional torture and decided to end it. However, this also sheds light on our family and
society’s mindset. Now, if we focus on the reasons behind these
suicides, 6 reasons have been found out from these
30 cases. However, the reason behind 8 of the
cases has not been reported. Age distribution gives us a clear idea of the fact that domestic
peace has a huge impact on the mental health of
children. So, if there is some sort of hostility in the
family where parents are always fighting, it has a
very bad impact on the child. Another observation we have here is that 50% of
the students committing suicide are school-going
children, followed by university students in the
second position (27%). Being raped 3 female students have committed suicide after
being raped, two of them being 13 and 15 years
old. Having to go through such a bad experience at
such a young age is so traumatic that they decided
not to live anymore. Further research should be conducted to figure out
the reason behind such actions taken by children
as well as figure out a solution. This is not only for
research but also for the sake of the children. Limitation of study Jahan S, Araf K, Griffiths MD, Gozal D and Mamun,
MA (2020). Depression and suicidal behaviors
among Bangladeshi mothers of children with
Autism Spectrum Disorder: A comparative study. Asian Journal of Psychiatry, 51, 101994. Since the data were secondary and relies on online
search of the newspaper there might have a chance
of not reported cases in the newspaper. Kessler R, Amminger G, Aguilar-Gaxiola S, Alonso J.,
Lee S and Ustun T (2007). Age of onset of mental
disorders: A review of recent literature. Current
Opinion in Psychiatry, 20, 359–364. Family issues Another 23-year-old LLB student committed
suicide as he felt like he couldn’t fulfill his
family’s wishes by earning enough money or
being successful in his career. 13% of students have been found out to be
committing suicide because of family issues. This International Journal of Natural and Social Sciences, ISSN: 2313-4461; www.ijnss.org Rubayet et al, International Journal of Natural and Social Sciences, 2020, 7(4): 16-20 20 CONCLUSION In a study conducted by Shah et al. (2017), it had
been stated that almost 61% of suicides in
Bangladesh are committed by people under the age
of 30, who are mostly students. In the study that
we conducted, we figured out a total of 30 cases of
student suicide and figured out 6 major reasons
causing the tragedy. Kumar K, Sattar F, Bondade S, Hussain M, and
Priyadarshini M (2017).A gender-specific analysis
of suicide methods in deliberate self-harm. Indian
Journal of Social Psychiatry, 33, 7. Mamun MA and Griffiths MD (2020a). PTSD-related
suicide six years after the Rana Plaza collapse in
Bangladesh.Psychiatry Research, 287, 112645. The fact that other authors have had similar results
in their studies proves the fact that our analysis
and interpretation are correct. According to
Yozwiak et al (2012), the critical cause of students
committing suicide can be academic stress,
personal and family-related trouble, financial
crisis, drug usage, traumatic events, and other
mental health issues. Mamun M and Griffiths M (2020b). A rare case of
Bangladeshi student suicide by gunshot due to
unusual multiple causalities. Asian Journal of
Psychiatry, 49, e101951. Mamun MA, Siddique AB, Sikder Md T and Griffiths
MD (2020a). Student Suicide Risk and Gender: A
Retrospective Study from Bangladeshi Press
Reports. International Journal of Mental Health
and Addiction. The only limitation of this study is that it is only
based on secondary research. Further research can
be conducted based on primary research. Future
research can also focus on specific age groups like
very young children as we found out that younger
children are more prone to danger. Mamun M, Misti J and Griffiths M (2020b). Suicide of
Bangladeshi medical students: Risk factor trends
based on Bangladeshi press reports. Asian Journal
of Psychiatry, 48, e101905. Shah M, Ahmed S and Arafat SM (2017). Demography
and Risk Factors of Suicide in Bangladesh: A Six-
Month Paper Content Analysis. Psychiatry
Journal, 2017, 1–5. Funding source:
None Funding source: Tsirigotis K, Gruszczynski W and Tsirigotis M (2011). Gender differentiation in methods of suicide
attempts. Medical Science Monitor: International
Medical Journal of Experimental and Clinical
Research, 17, PH65-70. Conflict of interest:
The authors have no conflicts of interest to
disclose. Conflict of interest: Yozwiak J, Lentzsch-Parcells C and Zapolski T
(2012).Suicide and suicidal ideation among
college
students.International
Journal
on
Disability and Human Development, 11. REFERENCES Arafat SM (2019). Females are dying more than males
by suicide in Bangladesh. Asian Journal of
Psychiatry, 40, 124–125. Arafat SMY and Al Mamun MA (2019). Repeated
suicides in the University of Dhaka (November
2018): Strategies to identify risky individuals. Asian Journal of Psychiatry, 39, 84–85. Arafat SMY and Al Mamun MA (2019). Repeated
suicides in the University of Dhaka (November
2018): Strategies to identify risky individuals. Asian Journal of Psychiatry, 39, 84–85. International Journal of Natural and Social Sciences, ISSN: 2313-4461; www.ijnss.org
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Murine Chronic Pancreatitis Model Induced by Partial Ligation of the Pancreatic Duct Encapsulates the Profile of Macrophage in Human Chronic Pancreatitis
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ORIGINAL RESEARCH
published: 01 April 2022
doi: 10.3389/fimmu.2022.840887 Keywords: pancreatitis, animal model, macrophage, cytokines, pyroptosis Edited by: Edited by:
Giamila Fantuzzi,
University of Illinois at Chicago,
United States Immune responses are an integral part of the pathogenesis of pancreatitis. Studies
applying the mouse model of pancreatitis induced by partial ligation of the pancreatic duct
to explore the pancreatic immune microenvironment are still lacking. The aim of the
present study is to explore the macrophage profile and associated regulatory
mechanisms in mouse pancreatitis, as well as the correlation with human chronic
pancreatitis (CP). In the present study, the mouse model of pancreatitis was induced
by partial ligation of the pancreatic duct. Mice in the acute phase were sacrificed at 0, 4, 8,
16, 32, 72 h after ligation, while mice in the chronic phase were sacrificed at 7, 14, 21, 28
days after ligation. We found that the pancreatic pathological score, expression of TNF-a
and IL-6 were elevated over time and peaked at 72h in the acute phase, while in the
chronic phase, the degree of pancreatic fibrosis peaked at day 21 after ligation. Pancreatic
M1 macrophages and pyroptotic macrophages showed a decreasing trend over time,
whereas M2 macrophages gradually rose and peaked at day 21. IL-4 is involved in the
development of CP and is mainly derived from pancreatic stellate cells (PSCs). The murine
pancreatitis model constructed by partial ligation of the pancreatic duct, especially the CP
model, can ideally simulate human CP caused by obstructive etiologies in terms of
morphological alterations and immune microenvironment characteristics. Immune responses are an integral part of the pathogenesis of pancreatitis. Studies
applying the mouse model of pancreatitis induced by partial ligation of the pancreatic duct
to explore the pancreatic immune microenvironment are still lacking. The aim of the
present study is to explore the macrophage profile and associated regulatory
mechanisms in mouse pancreatitis, as well as the correlation with human chronic
pancreatitis (CP). In the present study, the mouse model of pancreatitis was induced
by partial ligation of the pancreatic duct. Mice in the acute phase were sacrificed at 0, 4, 8,
16, 32, 72 h after ligation, while mice in the chronic phase were sacrificed at 7, 14, 21, 28
days after ligation. We found that the pancreatic pathological score, expression of TNF-a
and IL-6 were elevated over time and peaked at 72h in the acute phase, while in the
chronic phase, the degree of pancreatic fibrosis peaked at day 21 after ligation. Citation: Peng C, Tu G, Yu L, Wu P,
Zhang X, Li Z, Li Z and Yu X
(2022) Murine Chronic
Pancreatitis Model Induced by
Partial Ligation of the Pancreatic
Duct Encapsulates the Profile of
Macrophage in Human
Chronic Pancreatitis. Front. Immunol. 13:840887. doi: 10.3389/fimmu.2022.840887 Murine Chronic Pancreatitis Model
Induced by Partial Ligation of the
Pancreatic Duct Encapsulates the
Profile of Macrophage in Human
Chronic Pancreatitis Cheng Peng 1†, Guangping Tu 1†, Li Yu 2, Peng Wu 1, Xianlin Zhang 3, Zheng Li 3,
Zhiqiang Li 1* and Xiao Yu 1* 1 Department of Hepatopancreatobiliary Surgery, Third Xiangya Hospital, Central South University, Changsha, China,
2 Department of Radiology, Third Xiangya Hospital, Central South University, Changsha, China, 3 Department of General
Surgery, Renhe Hospital, Three Gorges University, Yichang, China Edited by: Pancreatic
M1 macrophages and pyroptotic macrophages showed a decreasing trend over time,
whereas M2 macrophages gradually rose and peaked at day 21. IL-4 is involved in the
development of CP and is mainly derived from pancreatic stellate cells (PSCs). The murine
pancreatitis model constructed by partial ligation of the pancreatic duct, especially the CP
model, can ideally simulate human CP caused by obstructive etiologies in terms of
morphological alterations and immune microenvironment characteristics. Reviewed by:
Shatovisha Dey,
Christiana Care Health System,
United States
Rand T. Akasheh,
American University of Madaba,
Jordan *Correspondence:
Xiao Yu
yuxiaoyx4@126.com
Zhiqiang Li
li_zhiqiang6138@126.com
†These authors have contributed
equally to this work *Correspondence:
Xiao Yu
yuxiaoyx4@126.com
Zhiqiang Li
li_zhiqiang6138@126.com †These authors have contributed
equally to this work †These authors have contributed
equally to this work Specialty section:
This article was submitted
to Inflammation,
a section of the journal
Frontiers in Immunology Specialty section:
This article was submitted
to Inflammation,
a section of the journal
Frontiers in Immunology
Received: 21 December 2021
Accepted: 14 March 2022
Published: 01 April 2022
Citation:
Peng C, Tu G, Yu L, Wu P,
Zhang X, Li Z, Li Z and Yu X
(2022) Murine Chronic
Pancreatitis Model Induced by
Partial Ligation of the Pancreatic
Duct Encapsulates the Profile of
Macrophage in Human
Chronic Pancreatitis. Front. Immunol. 13:840887. doi: 10.3389/fimmu.2022.840887 Received: 21 December 2021
Accepted: 14 March 2022
Published: 01 April 2022 INTRODUCTION Pancreatitis mainly includes acute and chronic pancreatitis. Acute pancreatitis (AP) is a disease
characterized by acinar cell death and local and systemic inflammation (1, 2), with a global
incidence of 34 cases per 100,000 persons (3). Chronic pancreatitis (CP) is a progressive
inflammatory disease of the pancreas characterized by irreversible morphological changes,
progressive fibrosis, as well as loss of exocrine and endocrine functions (4, 5). Epidemiological April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org Macrophage Profile in Pancreatitis Peng et al. studies have shown that the incidence of CP in the population
ranges from 4.4 to 14 cases per 100,000 people (6, 7). Patients
suffering from pancreatitis often have a great physical and mental
burden, and research on pancreatitis remains a huge
challenge (8). ligation of the pancreatic duct exhibited more severe pathological
alterations with higher necrosis and hemorrhage scores, which is
more consistent with the clinically severe acute pancreatitis
(SAP) than the cerulein induced model. Moreover, the murine
CP model constructed by this method is highly consistent with
human CP caused by obstructive etiologies in terms of
pathological morphology and pancreatic immune
microenvironment and is therefore well suited for the study
of CP. The etiology of pancreatitis mainly includes metabolic
toxicity such as alcoholism and pancreaticobiliary obstructive
disease such as pancreatic duct gallstones. In addition, a small
part of pancreatitis is caused by autoimmune and genetic factors
(1, 4, 9). Immune responses are an integral part of the
pathogenesis of pancreatitis, determining its development and
outcome (10). However, studies on the pancreatic immune
microenvironment in pancreatitis are limited due to the
paucity of pathological specimens from patients with
pancreatitis. Therefore, an animal model that can better mimic
clinical pancreatitis is of great value for the progress of
pancreatitis research. Repeated multiple injections of cerulein
in mice are the current mainstream protocol of constructing AP
and CP, however, the significant drawback is that this model
cannot mimic the clinicopathological features of any type of
pancreatitis (11, 12). In 2015, Sender and colleagues first
developed a mouse model of pancreatitis that more closely
matched the clinicopathological features by partial ligation of
the pancreatic duct (13). Duct dilation after ligation mimicking
the state of increased pressure in the pancreatic duct from causes
such as pancreatic duct stones, intense inflammatory response,
and tissue regeneration (13). INTRODUCTION However, studies applying this
model to explore the pancreatic immune microenvironment in
pancreatitis are still lacking. Animals Mice were housed in a specific pathogen-free (SPF) facility. Breeding pairs of C57BL/6J mice (8-10 weeks) were purchased
from Hunan SJA Laboratory Animal Co., Ltd. All mice used in
the study were male and 6-8weeks old and were acclimatized for
one week prior to the formal experiment. Mice were housed in a
12-hour alternating day and night environment and fed with
standard laboratory chow and water ad libitum. Animal care and
use were approved by Central South University institutional
animal care and use committees (NO. 2019SYDW0125). Reagents g
Cerulein(HY-A0190) was purchased from MedChemExpress
(USA). Primary antibodies: IL-6 (GB11117), TNF-a (GB11188)
were purchased from Servicebio, Inc(Wuhan, China). a-SMA
(GB111364), CD68 (GB14043), F4/80 (GB11027) were
purchased from Servicebio, Inc. IL-4 (AF5142) and Cleaved
Caspase1 (AF4022) were purchased from Affinity Biosciences
(Jiangsu, China). CD206 (60143-1-IG) was purchased from
Proteintech Group, Inc (Wuhan, China). Inos (13120) was
purchased from Cell Signaling Technology(Shanghai, China),
CD4 (SC-13573) was purchased from Santa Cruz Biotechnology
Co., Ltd (Shanghai, China). Secondary antibodies: HRP-goat Anti-
Rabbit IgG (H+L) (GB23303), Cy3 conjugated Goat Anti-Rabbit
IgG (H+L)(GB21303), FITC conjugated Donkey Anti-Rabbit IgG
(H+L)(GB22403), FITC conjugated Goat Anti-Mouse IgG (H+L)
(GB22301) were purchased from Servicebio, Inc. Anti-mouse IgG
(H+L), F(AB ‘)2 Fragment (Alexa Fluor® 594 Conjugate) (8890)
and Anti-rat IgG (H+L), (Alexa Fluor® 488 Conjugate) were
purchased from Cell Signaling Technology. Macrophages are the major innate immune cell subset
characterized by heterogeneity and plasticity (14, 15). Activated macrophages are divided into M1 and M2 subtypes,
both M1 and M2 macrophages are closely related to the
inflammatory response, where M1 macrophages are mainly
involved in the pro-inflammatory response by producing pro-
inflammatory mediators such as interleukin (IL)-1b, IL-6, IL-12,
and tumor necrosis factor (TNF-a). On the contrary, M2
macrophages are mainly involved in the anti-inflammatory
response and tissue regeneration process by secreting IL-4, IL-
10, IL-13, and transforming growth factor-b (TGF-b) (16, 17). Studies have shown that macrophages are involved in the
development of cerulein-induced AP (18, 19) and CP (20, 21)
in mice. However, the dynamics of macrophages and the
associated regulatory mechanisms remain unclear in mouse
models of pancreatitis induced by partial ligation of the
pancreatic duct, as well as in human CP. Frontiers in Immunology | www.frontiersin.org Serum Amylase Measurement Blood samples were stored at 4°C overnight and then centrifuged
at a speed of 3000 rpm for 10 min. Serum was collected as
supernatant. Amylase levels were detected using the fully
automatic biochemistry analyzer with standard techniques
(Chemray 240, Redu Life Technologies, Shenzhen, China). Human Pancreatic Samples Human pancreatic tissue samples of three CP patients with
obstructive etiologies (1 periampullary tumor, 1 obstructive
gallstone and 1 main duct pancreatic stones) (25) and normal
pancreas of three nonmalignant pancreatic patients (1
intraductal papillary mucinous neoplasm, 1 pancreatic
lymphangioma and 1 pancreatic serous cystadenoma)
undergoing surgery were obtained from the Department of
Hepatobiliary and pancreatic Surgery, Third Xiangya Hospital,
Central South University, with the approval of the Ethics Sirius Red and Masson Staining Sirius Red and Masson Staining
The collagen content of lesions was assessed using Sirius Red
staining kit (G1018, Servicebio, Wuhan, China) and Masson
staining kit (G1006, Servicebio, Wuhan, China) according to the
manufacturer’s instructions. In brief, the paraffin tissue sections
were deparaffinized with xylene and rehydrated in serial
dilutions of ethanol. For Sirius Red staining, the sections were
stained with Sirius Red solution, then dehydrated quickly and
seal with neutral gum. For Masson staining, the sections were
stained sequentially with Masson A, B, C, D, E and F solution
following the instruction of the manufacturer’s protocol, then
differentiation using 1% glacial acetic acid, finally dehydrated
quickly and seal with neutral gum. Collagen fibers appeared red
in Sirius Red staining and blue in Masson staining. The
percentage of fibrosis area in Masson staining was measured by
Image J 1.52. Mice were euthanized by inhaling excessive CO2 after designated
treatment. Specimens were fixed with 4% paraformaldehyde and
embedded in paraffin. Continuous sections of pancreas (3mm)
were stained with hematoxylin and eosin (H&E) for
histopathological analysis. Five random high-power fields were
selected for each HE slice and scored individually. The
histopathology of the AP injury was evaluated according to the
criteria proposed by Schmidt et al (23), which was based on
edema, necrosis, inflammation and hemorrhage. Severity of the
CP was graded by a scoring system proposed by Demol et al. (24), which was based on abnormal architecture, glandular
atrophy, fibrosis, and pseudotubular complexes. The final score
is expressed as the average of these values. Immunohistochemistry assays were carried out on mice
pancreatic tissues to detect and score TNF-a and IL-6
expression. The immunohistochemistry assay was based on the
horseradish peroxidase system. Positive staining area was
observed and separately evaluated by two experienced
pathologists. Mean optical density (IOD) was measured by
Image Pro Plus 6.0. Induction of Pancreatitis in Mice Pancreatitis was induced by partial ligation of the pancreatic duct
at the junction of the pancreatic gastric, splenic and duodenal
lobes, just below the pylorus of the stomach (Supplementary
Figure 1), and received a single intraperitoneal injection of
cerulein (50µg/kg/body weight) 48 hours after surgery. The
mice were sacrificed 3, 7, 14, 21, 28 days after ligation. Mice
sacrificed at day 3 were used as AP model, while those sacrificed
at day 7, 14, 21 and 28 were served as CP model, as described
previously (13, 22). In addition, we also constructed a group of
AP mouse models that underwent partial ligation of the
pancreatic duct without caerulein injection. This group of mice In the present study, we revealed the dynamic changes of
macrophages in the pancreatitis of mice constructed by partial
ligation of the pancreatic duct, including the acute and chronic
phases. The progression of pancreatitis from the acute to the
chronic phase is also accompanied by a dynamic shift of
macrophages from the M1 to the M2 subtype. IL-4 is involved
in the development of CP and its main source is pancreatic
stellate cells (PSCs) rather than helper T cells (Th cells), which
may be an important reason for the polarization of macrophages
to the M2 subtype. The murine AP model constructed by partial April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org 2 Macrophage Profile in Pancreatitis Peng et al. sections were incubated with secondary antibodies for 1 hour at
room temperature. Nuclear staining was performed with DAPI, and
the spontaneous fluorescence quenching agent was added. For
primary antibodies of the same species origin, we used a
Tyramide signal amplification kit (G1235-100T, Servicebio,
Wuhan, China) for fluorescent double-label staining. The
fluorescence images were captured by a fluorescent microscope. The number of F4/80+iNOS+, F4/80+CD206+, F4/80+Cleaved
Caspase1+, CD68+iNOS+, CD68+CD206+, CD68+Cleaved
Caspase1+, a-SMA+IL-4+ or CD4+IL-4+ cells as well as the
mean fluorescence intensity (MFI) of a-SMA or IL-4 were
calculated by Image J 1.52. were sacrificed 0, 4, 8, 16 and 32 hours after ligation. Three mice
were used in each time point. A schematic diagram for
constructing the pancreatitis model is shown in Figure 1. Pancreatic tissue from sacrificed animals was immediately fixed
with 4% paraformaldehyde for histological examination. AP Induced by Partial Ligation of
Pancreatic Duct Presented as
Necrotizing Pancreatitis The serum amylase level in AP mice induced by partial ligation
of the pancreatic duct started to increase after 4h, peaked at 16h,
and then gradually decreased (Figure 2B). We explored the
pathological changes of the pancreas within 72h after partial
ligation of the pancreatic duct, and the results showed that the
pancreatic lesions in the AP model constructed by this method
were severe, with massive necrosis of pancreatic acinar cells,
interstitial edema, parenchymal loss, hemorrhage, and
inflammatory cell infiltration starting gradually at 4h
(Figure 2A). Pancreatic edema score, inflammation score,
hemorrhage score, necrosis score as well as total score were
elevated over time and peaked at 72h (Figures 2C–G). Moreover,
the expression of TNF-a and IL-6, inflammatory mediators of
acute inflammation, tended to increase over time and peaked at
72h, which was consistent with the trend of the pathological
score (Figures 2A, H, I). RESULTS AP Induced by Partial Ligation of
Pancreatic Duct Presented as
Necrotizing Pancreatitis Immunofluorescence The paraffin sections were dewaxed to water, and the tissue sections
were placed in a repair box for antigen repair. Bovine serum
albumin (BSA) was dropped for blocking. Sections were
incubated overnight with primary antibodies at 4°C. Then, FIGURE 1 | Schematic diagram for constructing a mouse model of pancreatitis induced by partial ligation of the pancreatic duct. FIGURE 1 | Schematic diagram for constructing a mouse model of pancreatitis induced by partial ligation of the pancreatic duct April 2022 | Volume 13 | Article 840887 Macrophage Profile in Pancreatitis Peng et al. abnormal architecture score and glandular atrophy score were
elevated over time and reached the maximum at 28d
(Figures 3C, D), while pseudobulbar complexes and fibrosis score
were elevated over time and peaked at 21 days (Figures 3E, F). Eventually, the total pathological score of 21d was the highest
(Figure 3G), suggesting that 21d was the time point when CP
injury was the severest in our study. Masson and Sirius red staining
showed that fibrosis appeared from 7d, peaked on 21d, and still
existed at 28d. However, due to lipomatosis (26), the fibrotic area
decreased compared with that at 21d (Figures 3A, H). We collected
some pancreatic tissues from clinical CP patients with a background
of obstructive etiologies and human nonmalignant pancreatic
patients for the HE, Masson and Sirius red staining, which
exhibited obvious fibrosis and parenchymal loss (Figure 3B), and
the percentage of fibrosis area in human CP specimen was closer to
that at 21d in mice (Figures 3H, I). a-SMA is a common index of
fibrosis in pancreatitis (27), immunofluorescence staining showed
that the expression of a-SMA was significantly upregulated in CP
mouse at 14d, 21d, and 28d post ligation and peaked at 21d, which
was consistent with the trend of Masson and Sirius red staining
(Figures 4A, C). In addition, a-SMA expression was significantly
upregulated in human CP specimens compared to normal tissue
(Figures 4B, D). Therefore, we concluded that the lesions on 21d of
the mouse CP model are similar to those of clinical CP and can well
mimic clinical CP. Committee of the Third Xiangya Hospital of Central South
University (NO. 21175) and the consent of patients. No
morphological abnormalities were found in normal pancreatic
samples from nonmalignant pancreatic patients, and no visible
tumors were found in samples from patients with CP. Detailed
clinical characteristics of each patient are provided in Table 1. Statistical Analysis All data are expressed as the mean ± standard error of the mean
of at least three animals or experiments. Data analysis was
performed using GraphPad Prism 8.1 software. Comparisons
between two experimental groups were performed by a 2-tailed
Student’s t-test, and multiple comparisons were performed using
the one-way ANOVA statistical test followed by Dunnett test. A
statistically significant difference was considered when P < 0.05. Macrophage Polarization and Pyroptosis
Are Involved in the Development
of Pancreatitis A substantial of pancreatic infiltrating macrophages
(F4/80+cells) were observed in both acute and chronic phases
in mice with pancreatitis induced by partial pancreatic duct
ligation. We found that macrophages were mainly distributed in
the pancreatic interstitium at the early stage, whereas they began
to migrate into the parenchyma as the disease course progressed. Only a few pancreatic resident macrophages were present in the
pancreas of mice in the control group (Supplementary
Figure 2), consistent with the previous report (28). The same
pattern of macrophage (CD68+cells) infiltration and distribution
was present in human pancreas specimens (Supplementary
Figure 3). Macrophages are heterogeneous and their
phenotype and functions are regulated by the surrounding
microenvironment (29). Our results showed that in the AP
model (3d), there was a large infiltration of macrophages in
the pancreas and they mainly exhibited the M1 subtype with pro-
inflammatory properties (Figures 5A, B, E). Notably, the April 2022 | Volume 13 | Article 840887 CP Induced by Partial Ligation of Pancreatic Duct Can Simulate Clinical CP
After partial ligation of the pancreatic duct, the pancreatic sections
of mice showed glandular atrophy, acinar cell damage, interstitial
fibrosis, lipomatosis, as well as replacement of exocrine tubules by
pseudobulbar complexes over time (Figure 3A). We evaluated CP
injury based on the Demols criteria. The results showed that the TABLE 1 | Clinical characteristics of human pancreatic biopsies. No. Age (y)
Sex
Duration
Etiology
Pancreatic insufficiency
Dilation of main pancreatic duct
Group
1
67
Male
6 months
Intraductal papillary mucinous neoplasm
Absent
Absent
Nornal tissue
2
60
Female
2 years
Pancreatic lymphangioma
Absent
Absent
Nornal tissue
3
63
Female
6 months
Pancreatic serous cystadenoma
Absent
Absent
Nornal tissue
4
42
Male
2 years
Periampullary tumor
diabetes mellitus
7mm
Chronic pancreatitis
5
49
Male
6 years
Obstructive gallstone
dyspepsia
6mm
Chronic pancreatitis
6
54
Male
3 years
Main duct pancreatic stones
diabetes mellitus
5mm
Chronic pancreatitis
Frontiers in Immunology | www.frontiersin.org
April 2022 | Volume 13 | Article 840887
4 April 2022 | Volume 13 | Article 840887 Macrophage Profile in Pancreatitis Peng et al. A
E
F
G
I
H
C
B
D
E
C
FIGURE 2 | The pancreas of mice presented significant lesions after ligation of pancreatic duct. Serum amylase level started to increase after 4h, peaked at 16h,
and then gradually decreased. Pancreatic edema score, inflammation score, hemorrhage score, necrosis score as well as total score, and the expression of TNF-a
and IL-6 were elevated over time and peaked at 72h. (A) HE staining and immunohistochemical staining of TNF-a and IL-6 of pancreas in mice. (B) Serum amylase. (C) Pancreatic edema score. (D) Pancreatic hemorrhage score. (E) Pancreatic hemorrhage scores. (F) Pancreatic necrosis scores. (G) Total pathological scores. (H) Mean IOD of pancreatic TNF-a. (I) Mean IOD of pancreatic IL-6. Values are shown as means ± SE. n = 3 per time point. *P < 0.05, **P < 0.01, ***P < 0.001,
****P < 0.0001 versus 0h. Scale bar=150mm. IOD, integrated optical density. A C
B
C D E
D
E EE EE CC D CC F
G G
I
H I I
H I G H FIGURE 2 | The pancreas of mice presented significant lesions after ligation of pancreatic duct. Serum amylase level started to increase after 4h, peaked at 16h,
and then gradually decreased. CP Induced by Partial Ligation of Pancreatic edema score, inflammation score, hemorrhage score, necrosis score as well as total score, and the expression of TNF-a
and IL-6 were elevated over time and peaked at 72h. (A) HE staining and immunohistochemical staining of TNF-a and IL-6 of pancreas in mice. (B) Serum amylase. (C) Pancreatic edema score. (D) Pancreatic hemorrhage score. (E) Pancreatic hemorrhage scores. (F) Pancreatic necrosis scores. (G) Total pathological scores. (H) Mean IOD of pancreatic TNF-a. (I) Mean IOD of pancreatic IL-6. Values are shown as means ± SE. n = 3 per time point. *P < 0.05, **P < 0.01, ***P < 0.001,
****P < 0.0001 versus 0h. Scale bar=150mm. IOD, integrated optical density. which seemed to be similar to the trend in M1 macrophages in
mouse CP models, as well as in human CP (Figures 6A–D). which seemed to be similar to the trend in M1 macrophages in
mouse CP models, as well as in human CP (Figures 6A–D). subtype of macrophages started to change when AP shifted to
CP. In the early phase of CP (7d), macrophages were still
predominantly M1 subtype (F4/80+iNOS+ cells), but a certain
amount of M2 macrophages (F4/80+CD206+ cells) had
appeared. From 14d onwards, it was the M2 subtype of
macrophages that was predominant, and the proportion of M2
macrophages peaked at 21d (Figures 5A, B, E). For human CP
specimens, the pancreatic infiltrating macrophages were also
predominantly M2 subtype (Figures 5C, D, F). Thus, the
mouse CP model can also ideally mimic the macrophage
profile of human CP. Frontiers in Immunology | www.frontiersin.org IL-4 Is Involved in the Development of CP
and Is Mainly Derived From PSCs B A
B A FIGURE 3 | The pancreatic sections of CP mice model induced by ligation of the pancreatic duct showed progressively aggravated glandular atrophy, acinar cell
damage, fibrosis, lipomatosis, as well as the formation of pseudobulbar complexes. The pancreatic specimens from CP patients also exhibited obvious fibrosis and
parenchymal loss. (A) HE, Masson and Sirius Red staining of pancreas in mice at different time points. (B) HE, Masson and Sirius Red staining of human pancreatic
specimens. (C) Pancreatic abnormal architecture scores in mice. (D) Pancreatic glandular atrophy scores in mice. (E) Pancreatic pseudobulbar complexes scores in
mice. (F) Pancreatic fibrosis scores in mice. (G) Total pathological scores in mice. (H) Pancreatic fibrosis area in mice. (I) Pancreatic fibrosis area in human specimens. Values are shown as means ± SE. n = 3 per group. *P < 0.05, **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. ##p < 0.01 versus H-Con. Scale bar=150mm. H-CP,
human chronic pancreatitis; H-Con, human control. A
B
D
C
FIGURE 4 | The expression of pancreatic a-SMA was significantly upregulated in CP mouse at 14d, 21d, and 28d post ligation and peaked at 21d, it was also
upregulated in human CP specimens compared to normal tissue. (A) Immunofluorescence staining of pancreatic a-SMA in mice at different time points. (B). Immunofluorescence staining of pancreatic a-SMA in human specimens. (C) MFI of pancreatic a-SMA at different time points in mice. (D) MFI of pancreatic a-SMA
in human specimens. Values are shown as means ± SE. n = 3 per group. ***P < 0.001, ****P < 0.0001 versus 0d. #P < 0.05 versus H-Con. Scale bar=20mm. H-CP,
human chronic pancreatitis; H-Con, human control; MFI, mean fluorescence intensity. A A D
C FIGURE 4 | The expression of pancreatic a-SMA was significantly upregulated in CP mouse at 14d, 21d, and 28d post ligation and peaked at 21d, it was also
upregulated in human CP specimens compared to normal tissue. (A) Immunofluorescence staining of pancreatic a-SMA in mice at different time points. (B). Immunofluorescence staining of pancreatic a-SMA in human specimens. (C) MFI of pancreatic a-SMA at different time points in mice. (D) MFI of pancreatic a-SMA
in human specimens. Values are shown as means ± SE. n = 3 per group. ***P < 0.001, ****P < 0.0001 versus 0d. #P < 0.05 versus H-Con. Scale bar=20mm. IL-4 Is Involved in the Development of CP
and Is Mainly Derived From PSCs IL-4, one of the members of the Th2 cytokine family, is
important for macrophage polarization toward the M2 subtype
(30), it has also been reported to be associated with pancreatic
fibrosis (31). We explored IL-4 dynamics in mice CP models and
human CP specimens. The results showed that the expression of
IL-4 increased in mice CP models as the disease progressed and
peaked at 21d (Figures 7A, E), which was consistent with the
trend offibrosis. There was also a significant expression of IL-4 in
human CP specimens (Figures 7B, F). We further explored the
source of pancreatic IL-4 in CP. PSCs are involved in the
development of pancreatic fibrosis (32). In addition, it is
reported that helper T cells (Th cells) are associated with the
M2 polarization of macrophages (33). However, we only Macrophage pyroptosis is a strong promoter of inflammation,
characterized by assembly of inflammasomes, activation of
caspase-1 to cleaved caspase1, cleavage, and release of
downstream IL-1b and IL-18 (29). Our results showed that
macrophage pyroptosis (F4/80+Cleaved-Caspase1+ cells) was
associated with the development of pancreatitis, however, it
occurred more in AP and started to decrease over time in CP, April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org 5 Peng et al. Macrophage Profile in Pancreatitis A
B
D
E
F
G
I
H
C
FIGURE 3 | The pancreatic sections of CP mice model induced by ligation of the pancreatic duct showed progressively aggravated glandular atrophy, acinar cell
damage, fibrosis, lipomatosis, as well as the formation of pseudobulbar complexes. The pancreatic specimens from CP patients also exhibited obvious fibrosis and
parenchymal loss. (A) HE, Masson and Sirius Red staining of pancreas in mice at different time points. (B) HE, Masson and Sirius Red staining of human pancreatic
specimens. (C) Pancreatic abnormal architecture scores in mice. (D) Pancreatic glandular atrophy scores in mice. (E) Pancreatic pseudobulbar complexes scores in
mice. (F) Pancreatic fibrosis scores in mice. (G) Total pathological scores in mice. (H) Pancreatic fibrosis area in mice. (I) Pancreatic fibrosis area in human specimens. Values are shown as means ± SE. n = 3 per group. *P < 0.05, **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. ##p < 0.01 versus H-Con. Scale bar=150mm. H-CP,
human chronic pancreatitis; H-Con, human control. IL-4 Is Involved in the Development of CP
and Is Mainly Derived From PSCs H-CP,
human chronic pancreatitis; H-Con, human control; MFI, mean fluorescence intensity. April 2022 | Volume 13 | Article 840887 6 Frontiers in Immunology | www.frontiersin.org Peng et al. Macrophage Profile in Pancreatitis A
B
D
C
E
F
FIGURE 5 | The subtype of macrophages changes when AP shifted to CP. In AP (3d) and the early phase of CP (7d), macrophages were predominantly M1 subtype
(F4/80+iNOS+ cells). From 14d onwards, it was the M2 subtype (F4/80+CD206+ cells) of macrophages that was predominant, which was peaked at 21d. For human
CP specimens, the pancreatic infiltrating macrophages were also predominantly M2 subtype (CD68+CD206+ cells) rather than M1 (CD68+iNOS+ cells) subtype. (A, B)
Immunofluorescence staining of pancreatic infiltrating M1 and M2 macrophages in mice model of pancreatitis at different time points. (C, D) Immunofluorescence staining
of pancreatic infiltrating M1 and M2 macrophages in human specimens. (E) Pancreatic M1 and M2 macrophage counts per HPF in mice. (F) Pancreatic M1 and M2
macrophage counts per HPF in human specimens. Values are shown as means ± SE. n = 3 per group. **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. #p < 0.05,
##p < 0.01 versus H-Con. Scale bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; HPF, high-powered field of view. A
C C B D E
F FIGURE 5 | The subtype of macrophages changes when AP shifted to CP. In AP (3d) and the early phase of CP (7d), macrophages were predominantly M1 subtype
(F4/80+iNOS+ cells). From 14d onwards, it was the M2 subtype (F4/80+CD206+ cells) of macrophages that was predominant, which was peaked at 21d. For human
CP specimens, the pancreatic infiltrating macrophages were also predominantly M2 subtype (CD68+CD206+ cells) rather than M1 (CD68+iNOS+ cells) subtype. (A, B)
Immunofluorescence staining of pancreatic infiltrating M1 and M2 macrophages in mice model of pancreatitis at different time points. (C, D) Immunofluorescence staining
of pancreatic infiltrating M1 and M2 macrophages in human specimens. (E) Pancreatic M1 and M2 macrophage counts per HPF in mice. (F) Pancreatic M1 and M2
macrophage counts per HPF in human specimens. Values are shown as means ± SE. n = 3 per group. **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. #p < 0.05,
##p < 0.01 versus H-Con. Scale bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; HPF, high-powered field of view. animal experiments. IL-4 Is Involved in the Development of CP
and Is Mainly Derived From PSCs Drugs-induced AP models are mainstream
research methods, the most commonly used drugs are cerulein,
followed by L-arginine, which has the advantages of simplicity
and high rate of success (35–37). Nevertheless, the correlation
between these two models and human AP remains to be
discussed. More importantly, the cerulein-induced AP model is
mostly mild edematous pancreatitis with only a small amount of
necrosis (38, 39), which is not suitable for simulating clinical
severe acute pancreatitis (SAP). AP models constructed by
specific diet or surgery in mice can often better simulate the
etiology of human AP and has higher clinical transformation
value, such as alcoholic AP model constructed by oral
administration of ethanol and palmitoleic acid (40), alcoholic
AP with a background of hypophosphatemia constructed by low-
phosphate diet (LPD) feeding followed by orogastric
administration of ethanol (41), hypertriglyceridemic AP observed a small number of CD4+ cells in the pancreas of mice
CP models and human CP, with little co-localization of CD4 and
IL-4 (Figures 7C, D). Interestingly, the presence of a large
number of a-SMA+IL-4+cells, which represents PSCs secreting
IL-4, were found in the pancreas of mice CP models and human
CP (Figures 7A, B, G, H). Therefore, we considered that PSCs
are the main source of IL-4 both in murine CP and human CP,
which is closely associated with pancreatic fibrosis. DISCUSSION Pancreatitis is an inflammatory disease, which begins with the
premature activation of digestive enzymes in pancreatic acinar
cells and leads to cell damage (7, 34). Most of the knowledge
about the pathophysiology of this disease comes mainly from Pancreatitis is an inflammatory disease, which begins with the
premature activation of digestive enzymes in pancreatic acinar
cells and leads to cell damage (7, 34). Most of the knowledge
about the pathophysiology of this disease comes mainly from April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org 7 Macrophage Profile in Pancreatitis Peng et al. A
B
D
C
FIGURE 6 | Pyroptotic macrophages (F4/80+Cleaved-Caspase1+cells) were observed more in AP, which decreased over time in CP. (A) Immunofluorescence
staining of pancreatic pyroptotic macrophages in mice model of pancreatitis at different time points. (B) Immunofluorescence staining of pancreatic pyroptotic
macrophages in human specimens. (C) Pancreatic pyroptotic macrophages counts per HPF in mice. (D) Pancreatic pyroptotic macrophages counts per HPF in
human specimens. Values are shown as means ± SE. n = 3 per group. *P < 0.05, ***P < 0.001, ****P < 0.0001 versus 0d. ##p < 0.01 versus H-Con. Scale
bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; HPF, high-powered field of view. A B D
C B C D D FIGURE 6 | Pyroptotic macrophages (F4/80+Cleaved-Caspase1+cells) were observed more in AP, which decreased over time in CP. (A) Immunofluorescence
staining of pancreatic pyroptotic macrophages in mice model of pancreatitis at different time points. (B) Immunofluorescence staining of pancreatic pyroptotic
macrophages in human specimens. (C) Pancreatic pyroptotic macrophages counts per HPF in mice. (D) Pancreatic pyroptotic macrophages counts per HPF in
human specimens. Values are shown as means ± SE. n = 3 per group. *P < 0.05, ***P < 0.001, ****P < 0.0001 versus 0d. ##p < 0.01 versus H-Con. Scale
bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; HPF, high-powered field of view. CP, as an irreversible fibrotic disease, is still challenging to
study in-depth. Similar to the AP model in mice, repeated
injection of cerulein is also the mainstream means to construct
mouse CP with a high reliability and reproducibility. However, it
has the disadvantage of low correlation with human CP (45). As
a skill-dependent modality, pancreatic duct ligation is superior in
simulating human CP caused by obstructive etiologies (46). DISCUSSION We
explored the morphological changes of the pancreas in 7, 14, 21,
and 28 days after pancreatic duct ligation. The results showed
that significant lesions appeared in the pancreas from 7d. With
the passage of time, there were varying degrees of glandular
atrophy, ductal dilatation, interstitial fibrosis, tissue proliferation,
inflammatory cell infiltration, and fibrosis marker a-SMA
expression. We considered that 21d was the time point when
CP injury was the severest in our study based on Demols criteria. Interestingly, the pancreatic parenchyma was replaced by a large
amount of adipose tissue at 28d after surgery, namely lipomatosis
(26). In order to verify the correlation between the mouse CP
model constructed by pancreatic duct ligation and human CP, induced by oral administration of high-fat diet (HFD) with or
without intraperitoneal injection of cerulein (42, 43), biliary AP
model constructed by retrograde injection of sodium
taurocholate into the pancreaticobiliary duct (44), and the
partial ligation of pancreatic duct proposed in recent years
(13). However, the application of the surgical AP model in
mice is still not common. In our study, we found that the
serum amylase level of mice AP models elevated 4 hours after
pancreatic duct ligation, suggesting pancreatic damage. The
pancreatic injury gradually aggravated over time, as evidenced
by elevated HE pathological scores and upregulated expression of
IL-6 and TNF-a, and eventually reached the peak at 72h. In
addition to the significant edema and inflammatory cell
infiltration of the pancreas, there is also a large amount of
acinar cell necrosis and hemorrhage, which is a significant
difference from cerulein-induced AP (38, 39), and is more
consistent with clinical SAP. Therefore, our model is suitable
for the scientific research of SAP with a background in pancreatic
ductal hypertension. induced by oral administration of high-fat diet (HFD) with or
without intraperitoneal injection of cerulein (42, 43), biliary AP
model constructed by retrograde injection of sodium
taurocholate into the pancreaticobiliary duct (44), and the
partial ligation of pancreatic duct proposed in recent years
(13). However, the application of the surgical AP model in
mice is still not common. In our study, we found that the
serum amylase level of mice AP models elevated 4 hours after
pancreatic duct ligation, suggesting pancreatic damage. The
pancreatic injury gradually aggravated over time, as evidenced
by elevated HE pathological scores and upregulated expression of
IL-6 and TNF-a, and eventually reached the peak at 72h. DISCUSSION In
addition to the significant edema and inflammatory cell
infiltration of the pancreas, there is also a large amount of
acinar cell necrosis and hemorrhage, which is a significant
difference from cerulein-induced AP (38, 39), and is more
consistent with clinical SAP. Therefore, our model is suitable
for the scientific research of SAP with a background in pancreatic
ductal hypertension. April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org 8 Peng et al. Macrophage Profile in Pancreatitis A
B
D
E
F
G
H
C
FIGURE 7 | The expression of IL-4 increased in human CP specimens, as well as in mice CP models as the disease progressed and peaked at 21d. A large number of
a-SMA+IL-4+cells, which represents PSCs secreting IL-4, were found in the pancreas of mice CP models and human CP. However, almost no CD4+IL-4+cells in the
pancreas of mice CP models and human CP were observed. (A, C) Immunofluorescence staining of pancreatic IL-4 co-localized with a-SMA or CD4 in mice model of
pancreatitis at different time points. (B, D) Immunofluorescence staining of pancreatic IL-4 co-localized with a-SMA or CD4 in human specimens. (E) MFI of pancreatic IL-
4 at different time points in mice. (F) MFI of pancreatic IL-4 at different time points in human specimens. (G) a-SMA+IL-4+cells counts per HPF in mice. (H) a-SMA+IL-4
+cells counts per HPF in human specimens. Values are shown as means ± SE. n = 3 per group. **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. #P < 0.05 versus H-
Con. Scale bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; MFI, mean fluorescence intensity; HPF, high-powered field of view. B A B D
H D E
F
G
H H G FIGURE 7 | The expression of IL-4 increased in human CP specimens, as well as in mice CP models as the disease progressed and peaked at 21d. A large number of
a-SMA+IL-4+cells, which represents PSCs secreting IL-4, were found in the pancreas of mice CP models and human CP. However, almost no CD4+IL-4+cells in the
pancreas of mice CP models and human CP were observed. (A, C) Immunofluorescence staining of pancreatic IL-4 co-localized with a-SMA or CD4 in mice model of
pancreatitis at different time points. (B, D) Immunofluorescence staining of pancreatic IL-4 co-localized with a-SMA or CD4 in human specimens. DISCUSSION (E) MFI of pancreatic IL-
4 at different time points in mice. (F) MFI of pancreatic IL-4 at different time points in human specimens. (G) a-SMA+IL-4+cells counts per HPF in mice. (H) a-SMA+IL-4
+cells counts per HPF in human specimens. Values are shown as means ± SE. n = 3 per group. **P < 0.01, ***P < 0.001, ****P < 0.0001 versus 0d. #P < 0.05 versus H-
Con. Scale bar=20mm. H-CP, human chronic pancreatitis; H-Con, human control; MFI, mean fluorescence intensity; HPF, high-powered field of view. we collected three clinical samples of patients with CP caused by
obstructive etiologies and three normal pancreatic samples for
research. The results showed that the status of mouse pancreas at
21d was similar to that of human CP with a background of
obstructive etiologies in terms of pancreatic morphological
changes and degree of fibrosis. Therefore, we recommend 21d
as the best time point to study CP in this model. pancreatic ducts. In recent years, investigators have focused on
macrophage pyroptosis, a caspase-1-dependent programmed cell
death that culminates in cell lysis and release of mature IL-1b
and IL-18 thereby aggravating the inflammatory response (47). Macrophage pyroptosis has been reported to play a role in the
development of hepatitis (48), Alzheimer’s disease (49), AP (22,
50), etc. In our study, we found that there were a large number of
M1 macrophages in the pancreas of AP mice constructed by
partial ligation of the pancreatic duct, accompanied by a large
number of F4/80+cleaved caspase1+ cells, which indicate
macrophage pyroptosis. In CP mice constructed by partial
ligation of the pancreatic duct, M1 and M2 macrophages in
the pancreas went in opposite directions. At the early stage of CP
(7 days after ligation), M1 macrophages were still far more
numerous than the M2 subtype. The numbers of M1 and M2
macrophages were roughly the same at 14 days after ligation. Whereas by 21 days post ligation, the number of M2 It is now well established that immune cells are major
contributors to the pathogenesis of pancreatitis, and among
these, macrophages make up a key innate immune population
(10). Studies have shown that in mice with cerulein-induced AP
and CP, the infiltrating macrophages in the pancreas of the
former are predominantly of the M1 subtype, whereas those of
the latter are M2 (18–21). Frontiers in Immunology | www.frontiersin.org ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Ethics Committee of the Third Xiangya Hospital of
Central South University. Written informed consent for
participation was not required for this study in accordance
with the national legislation and the institutional requirements. The animal study was reviewed and approved by Central South
University institutional animal care and use committees. DISCUSSION However, there is still a lack of
evidence regarding macrophage status, their regulatory
mechanisms, and relevance to human CP in murine
pancreatitis models constructed by partial ligation of April 2022 | Volume 13 | Article 840887 9 Peng et al. Macrophage Profile in Pancreatitis macrophages had peaked, a time point when the macrophage
polarization state is highly similar to human CP. Macrophage
pyroptosis, as a pro-inflammatory cell death manner, occurred
more in AP and the early stage of CP in our model, then started
to decrease over time, which seemed to be similar to the trend of
M1 macrophages in mice. For human CP specimens, fewer
pyroptotic macrophages were observed. These results suggest
that a mouse CP model constructed by partial ligation of the
pancreatic duct for 21 days could ideally mimic the pattern of
macrophage changes in human CP and be suitable for
related studies. different models and the advantages of different models in order
to select a specific model for a specific purpose. FUNDING The current study was funded by the National Natural Science
Foundation of China (No. 81873589). Natural Science
Foundation of Hunan Province (No. 2020JJ4858). Science and
technology planning project of Changsha (No. kq2004143). 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. It is of great clinical value to explore the mechanism of
pancreatic fibrosis in CP. The role of PSCs has been studied
with great interest (51). PSCs can be activated by chemokines
released as a result of pancreatic inflammation and drive
pancreatic parenchymal fibrosis (8). Up-regulated expression
of a-SMA is the hallmark of PSCs activation (52, 53). In
addition to producing collagen and extracellular matrix, PSCs
were reported to mediate pancreatic fibrosis by modulating M2
macrophages in cerulein-induced CP in mice, and IL-4, as a
member of the Th2 cytokine family, played a key role in this
regulatory process (21). In our study, we found that in human
CP, pancreatic expression of a-SMA and IL-4 was significantly
upregulated. In the CP mice model constructed by partial
ligation of the pancreatic duct, the expression of pancreatic a-
SMA and IL-4 began to be upregulated 7 days after ligation and
reached a peak by 21 days, consistent with the trend of M2
macrophages. More importantly, there was substantial
immunofluorescence colocalization of a-SMA and IL-4,
suggesting that PSCs are a major source of IL-4 in human CP
and in murine CP constructed by partial ligation of the
pancreatic duct. Next, we further explored whether Th2 cells
were another source of IL-4 since Th2 cells were reported to be
elevated in the peripheral blood of patients with CP (54) and
could regulate M2 macrophage polarization in atherosclerosis
(55). However, our results showed a low number of T cells
infiltrating the pancreas in human CP and in CP mice model
constructed by partial ligation of the pancreatic duct, as well as
an almost absent immunofluorescent colocalization of CD4 and
IL-4, suggesting that Th2 cells are not another source of IL-4. Therefore, we speculate that in CP caused by obstructive
etiologies, Th2 cells hardly infiltrated into the pancreas, so they
did not directly regulate the polarization of macrophages. AUTHOR CONTRIBUTIONS CP and GT designed the experiment, analyzed data, and wrote
the manuscript. CP and GT performed research. LY and PW
assisted in completing the experiment, XZ and ZheL reviewed
and modified the manuscript. ZhiL and XY provided overall
guide and supervision. All authors contributed to the article and
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100617-062855 14. Chen T, Cao Q, Wang Y, Harris DCH. M2 Macrophages in Kidney Disease:
Biology, Therapies, and Perspectives. Kidney Int (2019) 95(4):760–73. doi: 10.1016/j.kint.2018.10.041 33. Martinez FO, Sica A, Mantovani A, Locati M. Macrophage Activation and
Polarization. Front Biosci (2008) 13:453–61. doi: 10.2741/2692 15. To S, Agarwal SK. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fimmu.2022. 840887/full#supplementary-material In conclusion, our study explored the pancreatic
pathomorphology and immune microenvironment
characteristics in AP and CP in a mouse model constructed by
partial ligation of the pancreatic duct, as well as the relation
between this model and human CP. Overall, the murine
pancreatitis model constructed by partial ligation of the
pancreatic duct, especially the CP model, is highly similar to
human CP caused by obstructive etiologies in terms of
morphological alterations and immune microenvironment
characteristics and is recommended for further studies. However, it should be recognized that no model can fully
share features of the human disease, it is still necessary to
understand more deeply the pathophysiological mechanisms of Supplementary Figure 1 | Intraoperative photograph of partial ligation of the
pancreatic duct in mice. Supplementary Figure 2 | Immunofluorescence staining of pancreatic
macrophages (F4/80+cells) in mice at different time points with magnification of the
areas indicated by the white square. Scale bar=100mm. Supplementary Figure 2 | Immunofluorescence staining of pancreatic
macrophages (F4/80+cells) in mice at different time points with magnification of the
areas indicated by the white square. Scale bar=100mm. Supplementary Figure 3 | Immunofluorescence staining of pancreatic
macrophages (CD68+cells) in human specimens with magnification of the areas
indicated by the white square. Scale bar=100mm. H-CP, human chronic
pancreatitis; H-Con, human control. April 2022 | Volume 13 | Article 840887 10 Macrophage Profile in Pancreatitis Peng et al. Signaling and M2 Polarization. Toxicol Appl Pharmacol (2020) 403:115162. doi: 10.1016/j.taap.2020.115162 Signaling and M2 Polarization. Toxicol Appl Pharmacol (2020) 403:115162. doi: 10.1016/j.taap.2020.115162 REFERENCES Macrophages and Cadherins in Fibrosis and Systemic
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Inflammation via GPR81-Mediated Suppression of Innate Immunity. Gastroenterology (2014) 146(7):1763–74. doi: 10.1053/j.gastro.2014.03.014 Copyright © 2022 Peng, Tu, Yu, Wu, Zhang, Li, Li and Yu. 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
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embj.201899430 April 2022 | Volume 13 | Article 840887 Frontiers in Immunology | www.frontiersin.org 12
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Plasma Treatment Reduced the Discoloration of an Acrylic Coating on Hot-Oil Modified Wood Exposed to Natural Weathering
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Coatings
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To cite this version: Arash Jamali, Philip D. Evans. Plasma Treatment Reduced the Discoloration of an Acrylic Coating
on Hot-Oil Modified Wood Exposed to Natural Weathering. Coatings, 2020, 10 (3), 10.3390/coat-
ings10030248. hal-03612508 Plasma Treatment Reduced the Discoloration of an
Acrylic Coating on Hot-Oil Modified Wood Exposed to
Natural Weathering
Arash Jamali, Philip D. Evans Received: 28 January 2020; Accepted: 3 March 2020; Published: 8 March 2020 Abstract: We test the hypothesis that plasma-treatment will remove oil from the surface of hot-oil
modified blue-stained pine wood, and improve the adhesion and outdoor performance of a white
acrylic coating on the modified wood. Modified wood was treated with water-vapour plasma, and
microstructural changes at wood surfaces were examined. Plasma treatment removed oil from the
surface of modified wood and etched bordered pits. The contact angle of water droplets on modified
wood was 91.8◦, but plasma-treatment for only 33 s reduced contact angle to less than that of the
unmodified control (48.6◦). The adhesion of the acrylic paint to modified wood was unaffected by
plasma-treatment, but the adhesion rating of coated samples tested wet was slightly lower (3.1) than
that of the coating on samples tested dry (3.5). The lightness value (CIE-L) of the acrylic coating
on hot-oil modified wood samples exposed outdoors for 18 months was significantly lower (darker,
65.5) than that of the coating on similarly modified and exposed samples pre-treated with plasma
(75.8). We conclude that plasma-treatment shows promise as a way of removing oil from the surface
of hot-oil modified wood and reducing the discolouration of an acrylic coating on modified wood
exposed to natural weathering. Keywords: wood; plasma; pine; thermal modification; oil; blue stain; weathering; discolouration;
adhesion; bordered pits Arash Jamali 1,2 and Philip D. Evans 1,3,* Arash Jamali 1,2 and Philip D. Evans 1,3,* Arash Jamali 1,2 and Philip D. Evans 1,3,*
1
Centre for Advanced Wood Processing, Faculty of Forestry, University of British Columbia, Vancouver,
BC V6T 1Z4, Canada; arash.jamali@u-picardie.fr
2
Plateforme de Microscopie Electronique, Université de Picardie Jules Verne, 80039 Amiens, France
3
Department of Applied Mathematics, Research School of Physics, The Australian National University,
Canberra, ACT 0200, Australia
*
Correspondence: phil evans@ubc ca Arash Jamali 1,2 and Philip D. Evans 1,3,*
1
Centre for Advanced Wood Processing, Faculty of Forestry, University of British Columbia, Vancouver,
BC V6T 1Z4, Canada; arash.jamali@u-picardie.fr
2
Plateforme de Microscopie Electronique, Université de Picardie Jules Verne, 80039 Amiens, France
3
Department of Applied Mathematics, Research School of Physics, The Australian National University,
Canberra, ACT 0200, Australia
*
Correspondence: phil evans@ubc ca Received: 28 January 2020; Accepted: 3 March 2020; Published: 8 March 2020 coatings coatings www.mdpi.com/journal/coatings HAL Id: hal-03612508
https://u-picardie.hal.science/hal-03612508v1
Submitted on 24 Aug 2023 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. Coatings 2020, 10, 248; doi:10.3390/coatings10030248 1. Introduction The performance of coatings on hydrophobic materials such as plastics can be improved by treating
the surface of the material with plasma, a reactive mixture of charged particles [1,2]. For example,
plasma treatments are widely used by industry as a pre-treatment to increase wettability and adhesion
of coatings to plastic automotive components [2,3]. Plasma treatment of wood prior to coating is
unnecessary because wood is not normally hydrophobic, but there are exceptions. Wood that has
been heat-treated at temperatures of 180–220 ◦C to reduce its susceptibility to fungal decay and
moisture-induced deformation is hydrophobic [4–6]. Accordingly, there has been interest in using
plasma treatments to reverse the effects of heat treatment (thermal modification) on the surface
hydrophobicity of wood [7–11]. Plasma treatment of thermally modified wood has positive effects on
both wettability [7–11], and coating adhesion [11]. These findings were obtained using wood that was
thermally modified in air/steam or nitrogen [7–11]. However, wood can also be thermally modified
using oil as the heating medium [12]. To our knowledge, there have been no studies of the effects of
plasma treatment on wood that has been thermally modified in hot-oil. A previous study used plasma Coatings 2020, 10, 248; doi:10.3390/coatings10030248 2 of 13 Coatings 2020, 10, 248 to treat wood surfaces that had been brush-coated with paraffin oil, but the aim of this research was to
cross-link the oil and create a hydrophobic barrier, rather than modify the wood surface [13]. Oil modification treatments involve heating wood in vegetable oil (linseed, soy, sunflower, etc.) at
temperatures of 180–220 ◦C for various periods of time [5]. The hygroscopic components of wood
are degraded during this heating period, and the wood absorbs oil, resulting in a hydrophobic
material, which, like wood that has been thermally modified in air or nitrogen, is less susceptible to
moisture-induced deformation and fungal decay [12]. Oil at the surface of hot-oil modified wood can
reduce its wettability [14], and also the adhesion of coatings to wood [15]. An additional concern is
that oil could migrate through coatings and encourage mould growth. In accord with this suggestion,
low molecular weight wood extractives are able to migrate through coatings [16]. Furthermore, hot-oil
modified wood is susceptible to colonization by mould fungi [17]. Oils also encourage pickup and
retention of dirt at the surface of materials [18]. 1. Introduction However, oils can be removed from surfaces by
plasma, and there are several papers that have successfully used plasma to remove oily lubricants from
metals and polymers [19,20]. Plasma cleaning systems have replaced solvent cleaning systems in some
applications (decontamination of oxidized metal surfaces, cleaning of coins and degreasing of oily
metal sheets) because they do not generate waste that requires disposal [21]. Solvent wiping is used
to remove oil from oily woods such as teak (Tectona grandis L.f.), and to improve the performance of
coatings on teak wood [22]. The novelty of this work lies in its potential to assist with the development
of a solvent-free method of improving the performance of coatings on oily wood substrates. We hypothesize that plasma treatment will remove residual oil from the surface of hot-oil modified
wood and this will have beneficial effects on the wettability, adhesion and performance of an acrylic
coating on wood. We test this hypothesis here. We chose blue-stained, mountain pine beetle-affected
lodgepole pine wood (Pinus contorta Douglas) as our substrate because large volumes of this wood
are available in Canada due to the unprecedented climate-hastened infestation of boreal forests by
mountain pine beetle (Dendroctonus ponderosae Hopkins), and the salvage-harvesting of diseased pine
trees in affected forests [23]. Furthermore, there is significant industry interest in hot-oil treatments as
a way of making blue-stained wood more suitable for outdoor applications including cladding, which
requires coating [24]. For the first experiment, five eight foot long (2438 mm) 2′′ × 4′′ blue-stained lodgepole pine studs
were purchased from Home Depot in Richmond, British Columbia. These parent studs were each 2.1. Experimental Design and Preparation of Wood Samples Two separate experiments were carried out that examined the effects of plasma treatments on:
(1) wettability and adhesion of an acrylic primer to hot-oil modified blue-stained wood (Table 1);
(2) exterior performance of an acrylic coating system on hot-oil modified wood (Table 2). Table 1. Treatments, sample sizes, and replication for an experiment that examined the effects of plasma
treatment on the wettability and adhesion of a white acrylic primer to hot-oil modified blue stained
lodgepole pine wood. Table 1. Treatments, sample sizes, and replication for an experiment that examined the effects of plasma
treatment on the wettability and adhesion of a white acrylic primer to hot-oil modified blue stained
lodgepole pine wood. Table 1. Treatments, sample sizes, and replication for an experiment that examined the effects of plasma
treatment on the wettability and adhesion of a white acrylic primer to hot-oil modified blue stained
lodgepole pine wood. Plasma Treatment
Time, Seconds
Wettability
Dry and Wet Adhesion Tests
Sample Size, mm3
Replication
Sample Size, mm3
Replication *
0
3 × 15 × 38
5
3 × 15 × 19
5 + 5
33
3 × 15 × 38
5
3 × 15 × 19
5 + 5
333
3 × 15 × 38
5
3 × 15 × 19
5 + 5
667
3 × 15 × 38
5
3 × 15 × 19
5 + 5
1333
3 × 15 × 38
5
3 × 15 × 19
5 + 5
* Equal numbers (5) of replicates were used for adhesion tests performed on dry and wet samples. For the first experiment, five eight foot long (2438 mm) 2′′ × 4′′ blue-stained lodgepole pine studs
were purchased from Home Depot in Richmond, British Columbia. These parent studs were each 3 of 13 Coatings 2020, 10, 248 cross-cut to produce a board that was 38 (radial) × 89 (tangential) × 240 (longitudinal) mm3 in size,
free of defects, and with growth rings oriented tangentially to its wide faces. These boards provided
replication at the higher level. Boards were conditioned at 20 ± 1 ◦C and 65 ± 5% r.h. for one week
and modified with hot-oil (see below). Modified boards were sawn to produce 3 mm thick veneer
samples, which were allocated at random to the different plasma treatments (Table 1). The wettability
of modified and plasma treated samples was measured (see below). 2.2. Hot-Oil Modification and Plasma Treatment of Wood Samples Wood was thermally modified by placing pre-weighed and conditioned samples in a circulating
oil-bath (Model HTB, Thermoline Scientific Equipment Pty Ltd., Wetherill Park, Sydney, Australia)
containing soya-bean oil at 220 ◦C. Modified wood was removed from the oil bath after 2 h and blotted
on paper towels to remove excess oil. Hot-oil modified blue-stained wood and unmodified wood
samples (described above) were plasma-treated in a reactor designed to clean silicon wafers to produce
high-energy surfaces [27,28]. One wood sample was placed in the chamber of the plasma reactor at a
time, and a vacuum of 0.15 ± 0.01 Torr was drawn. A valve was opened to allow water vapour from a
glass reservoir into the chamber and the vacuum was redrawn. Radio frequency energy at 125 kHz was
transmitted to the treatment chamber for different periods of time (33, 333, 667, and 1333 s). Samples
subjected to vacuum acted as a control. After treatment, the chamber was vented to atmosphere. Samples were removed from the chamber, taking care to avoid touching and contaminating their
upper surfaces. 2.1. Experimental Design and Preparation of Wood Samples Samples were brush-coated with a
water-borne primer (CIL Dulux acrylic latex), sawn in half and allocated to either dry or wet adhesion
tests. The resulting experimental design accounted for random variation between boards (blocks) and
between and within samples. For the second experiment, eight conditioned blue-stained lodgepole pine studs, as above (eight
experimental blocks) were sawn into four defect-free samples measuring 38 (radial) × 89 (tangential)
× 55 (longitudinal) mm3, and assigned to the different treatments (Table 2). Veneer samples, 3 × 17
× 55 mm3 in size were sawn from modified and/or plasma-treated samples and brush-coated with
an acrylic latex finishing system (CIL Dulux acrylic latex primer and top coat, one coat each). The
paint used as a top coat was ‘mildew resistant’ and contained a fungicide, but information on the type
and quantity of fungicide in the paint is not known. We chose an acrylic paint system because it is
representative of those commonly used on wood cladding (siding). Furthermore, previous research has
shown that acrylic paint is susceptible to mould even when the formulation contains fungicide [25,26]. Samples were randomly assigned to “weathering” or the non-weathered controls. Separate wood
samples were prepared for scanning electron microscopy and confocal profilometry (see below). Table 2. Treatments, sample sizes and replication for an experiment that examined the effects of hot-oil
modification and plasma treatment on the water absorption and colour (CIE L value) of blue-stained
lodgepole pine samples coated with a white acrylic paint system and exposed to natural weathering for
18 months (unexposed samples acted as a control). Treatment
Sample Size, mm3
Replication Unweathered and Weathered Samples *
Water Absorption Test
Colour Test
Untreated
3 × 17 × 55
8 + 8
8 + 8
Hot oil
3 × 17 × 55
8 + 8
8 + 8
Hot oil/plasma
3 × 17 × 55
8 + 8
8 + 8
Plasma
3 × 17 × 55
8 + 8
8 + 8
* Equal numbers (8) of replicates were used for tests performed on weathered and unweathered samples. * Equal numbers (8) of replicates were used for tests performed on weathered and unweathered samples. 2.2. Hot-Oil Modification and Plasma Treatment of Wood Samples t-Oil Modification and Plasma Treatment of Wood Samples 2.2. Hot-Oil Modification and Plasma Treatment of Wood Samples 2.3. Contact Angle and Adhesion Measurements The wettability of the hot-oil modified and plasma treated wood was assessed by measuring
the contact angle of 5 µL droplets of distilled water on three spots on wood surfaces. A 5 µL droplet 4 of 13 Coatings 2020, 10, 248 of distilled water was placed on the wood surface using a syringe, after adjusting the needle of the
syringe so it produced a sessile drop [28]. The static contact angle of the droplet on the sample was
measured using an optical tensiometer (KSV CAM 101, KSV Instruments Ltd., Helsinki, Finland). Images of the droplets captured after 160 milliseconds were used to calculate the contact angles that
water droplets made with wood surfaces. Contact angles were calculated using instrument software
by baseline adjustment and curve fitting of the captured drop profile to the theoretical shape predicted
by the Young–Laplace equation (KSV Instruments Ltd., Helsinki, Finland). Left and right contact
angles were averaged to obtain a mean contact angle for each measurement. The contact angle was
measured on three different locations for each specimen. Droplets were wiped from the surface of
samples, and samples were air dried for 30 min. They were then brush-coated with one coat of an
acrylic primer (CIL Dulux primer), in accord with manufacturer’s instructions. The finished samples
were sawn into two and kept in a conditioning room for one week. The samples used for the wet
adhesion test were sealed on their uncoated faces and edges with two-part epoxy resin (G2, Industrial
Formulators of Canada Ltd., Burnaby, BC, Canada) to reduce water uptake by uncoated areas. After
curing for 48 h, samples for wet adhesion tests were weighed, floated on water on the coated (painted)
side for 72 h, and reweighed. The dry and wet adhesion of the coatings on hot-oil modified and
plasma treated wood and controls was assessed using a cross-hatch tape test [29]. Samples were
held firmly in a jig and then six cross-cuts, 1 mm apart, were manually inscribed on coated surfaces
using a scalpel, guided by a steel ruler. Detached flakes or ribbons of coating were removed from
coated surfaces with a soft brush. A strip of pressure-sensitive tape (3M pressure-sensitive adhesive
packaging tape, 3M Co., Maplewood, MN, USA) was placed over the cross-hatched area and then
pulled offas described in ASTM D 3359 [30]. 2.3. Contact Angle and Adhesion Measurements The cross-hatched area was scanned using a desktop
scanner (Microtek Scan Maker i800, Microtek International Inc., Hsinchu, Taiwan), and digital (TIFF)
images were obtained. These images were used to assess the adhesion of coatings on each sample
ranking them from 0 (no adhesion, >65% of paint removed from cross-hatched area) to 5 (complete
adhesion, 0% of paint removed from cross-hatched area) [30]. Analysis of variance was used to assess
the effects of plasma treatment on contact angle, and treatment and testing condition (dry v. wet) on
paint adhesion. Statistical computation was performed using Genstat (v. 20). Contact angle results
are presented in a graph and error bars on the graph (± standard error of difference) can be used to
estimate whether differences between individual means are statistically significant at the 5% level
(p < 0.05) [31]. 2.4. Scanning Electron Microscopy and Confocal Profilometry Scanning electron microscopy was used to examine the effects of oil modification and plasma
treatment on the micro-structure of blue-stained lodgepole pine wood. Samples measuring 15 × 15
× 30 mm3 were cut from blue-stained lumber studs, as above. These small blocks were soaked in
distilled water for three days and individual blocks were clamped in a small vice beneath the stage of a
low power binocular microscope (Nikon 69480, Nikon Vision Co., Ltd., Shinagawa-ku, Tokyo, Japan)
with their radial face uppermost. A sharp single-edged razor blade (Type S35, Feather Safety Razor
Co., Osaka, Japan) was used to slice by hand, thin (20–30 µm) sections from the radial longitudinal face
of each specimen until a clean, undamaged, surface was obtained [32]. Samples were dried over silica
gel at 20 ± 1 ◦C for 24 h. Three types of samples were prepared using procedures described above:
(1). Unmodified blue-stained lodgepole pine wood; (2) Hot-oil modified blue-stained lodgepole pine
wood; (3) Hot-oil modified blue-stained lodgepole pine wood treated with plasma for different times,
varying from 333 s to 1333 s (described above). Samples were dried over silica gel at 20 ± 1 ◦C for 24 h
and reduced in size to ~5 × 5 × 8 mm3 using single-edged razor blades (Gem surgical carbon steel
blades, American Safety Razor Co. Verona, VA, USA). They were then glued to separate aluminium
stubs using Nylon nail polish as an adhesive. The stubs were sputter coated with an 8 nm layer of gold
and they were then examined using a Hitachi S-2600 variable pressure scanning electron microscope
(Hitachi Ltd., Chiyoda, Tokyo, Japan) at accelerating voltages of 5–6 kV. Secondary electron images of 5 of 13 Coatings 2020, 10, 248 samples were obtained and saved as TIFF files. Non-contact surface profilometry was used to probe
the surface structure of hot-oil modified and plasma treated blue-stained lodgepole pine wood [27]. Samples measuring 3 × 15 × 30 mm3 were cut from the radial surfaces of hot-oil modified blue-stained
lodgepole pine wood. An area measuring 1.5 × 1.5 mm2 was marked on the radial surface of each
sample, and an AltiSurf 500® profilometer (Altimet, 298 Allée du Larry, 74200, Marin, France) was
used to image the wood in this area. These samples were then treated with plasma, as above, and the
marked surfaces were re-imaged. 2.5. Exposure of Samples to Natural Weathering and Evaluation of Coating Performance The edges of coated samples were sealed using two-part epoxy resin (G2, Industrial Formulators
of Canada Ltd., Burnaby, BC, Canada). The samples were then placed on glass backing plates
(750 × 120 mm) and secured against the glass plates by clamping the edges of the samples between
two glass strips using alligator clips. Samples were exposed to the weather on a rack inclined at 45◦
to the vertical and facing south in Vancouver, BC, Canada for a period of 18 months. A matching
set of samples was kept in a conditioning room for the duration of the weathering trial. After the
weathering trial, samples were removed from the weathering rack, and kept in a conditioning room
for one week. The CIE L value (lightness on a scale of 100 (white) to 0 (black)) of the white acrylic
paint was measured in the middle of each sample using a spectrophotometer (CM-2600d, Minolta
Co. Ltd., Osaka, Japan) [33]. The water absorption of coated samples (weathered and controls) was
measured as follows. Samples were weighed using an analytical balance (AAA 300L, B.C. Scale Co. Ltd., Vancouver, BC, Canada) and a 100 µL droplet of distilled water was placed on each sample
using a single-channel pipette. After 60 s, the water droplet was wiped offthe surface of the sample
with soft paper tissue and the sample was re-weighed. The weight of water absorbed by the surface
was calculated as described by Kiguchi and coworkers and expressed as the ratio of weight of water
absorbed by weathered samples to that of unweathered controls [34]. Analysis of variance was used to
assess the effects of hot-oil modification and/or plasma treatment and exposure to natural weathering
on CIE L value and water absorption. Lightness results are presented in a graph and an error bar
(Fisher’s least significant difference, LSD) on the graph can be used to estimate whether differences
between individual means are statistically significant at the 5% level (p < 0.05) [31]. 2.4. Scanning Electron Microscopy and Confocal Profilometry The software Papermap was used to produce topographical images
of oil-modified and plasma-treated wood surfaces. 3.1. Contact Angle and Adhesion Measurements The bold X symbol on the y-axis and the horizontal dotted
line indicate the contact angle of a water droplet on unmodified blue-stained lodgepole pine wood. wood. 3.2. Appearance and Microstructure of Hot-Oil and Plasma Treated Wood wood. 3.2. Appearance and Microstructure of Hot-Oil and Plasma Treated Wood 3.2. Appearance and Microstructure of Hot-Oil and Plasma Treated Wood
Hot-oil modified wood was a brown colour, in contrast to the blue colour of unmodified blue-
stained lodgepole pine wood. The modified wood was dry and appeared to be free of residual oil,
but scanning electron microscopy revealed the presence of oil at the surface of hot-oil modified wood
(Figure 2). Figure 2a,b shows the surface of unmodified wood. The pine cells (longitudinal tracheids)
run obliquely from left to right (Figure 2a,b). A fungal hypha is present in a tracheid lumen in Figure
2a, and circular bordered pits (connections between tracheids) are prominent in both Figure 2a,b
(arrowed). After hot-oil modification, oil was present at the surface of modified wood samples
(Figure 2c). The oil did not completely cover the surface of the wood, but occluded some tracheids
(arrowed in Figure 2c), while others were free of oil (Figure 2c). Plasma treatment of unmodified
wood removed (etched) the raised border and the internal membrane (margo and torus) of bordered
pits creating large circular voids at the surface of the wood (arrowed in Figure 2d) as we have
Hot-oil modified wood was a brown colour, in contrast to the blue colour of unmodified
blue-stained lodgepole pine wood. The modified wood was dry and appeared to be free of residual oil,
but scanning electron microscopy revealed the presence of oil at the surface of hot-oil modified wood
(Figure 2). Figure 2a,b shows the surface of unmodified wood. The pine cells (longitudinal tracheids)
run obliquely from left to right (Figure 2a,b). A fungal hypha is present in a tracheid lumen in Figure 2a,
and circular bordered pits (connections between tracheids) are prominent in both Figure 2a,b (arrowed). After hot-oil modification, oil was present at the surface of modified wood samples (Figure 2c). The oil
did not completely cover the surface of the wood, but occluded some tracheids (arrowed in Figure 2c),
while others were free of oil (Figure 2c). 3.1. Contact Angle and Adhesion Measurements Hot-oil modified blue-stained lodgepole pine wood was hydrophobic as water droplets formed
contact angles with modified wood surfaces that were greater than 90◦(0 s in Figure 1). Plasma
treatment for only 33 s made the surface of hot-oil modified wood slightly more wettable than
unmodified wood. Increasing the treatment time to 333 s further increased wettability, but thereafter
there was no significant (p > 0.05) effect of treatment time on wettability (Figure 1). We measured the
adhesion of an acrylic primer to hot-oil modified and plasma treated samples using a cross-cut adhesion
test. There was no significant (p > 0.05) effect of plasma treatment on adhesion, and no significant
(p > 0.05) interaction of plasma treatment and testing condition (dry vs. wet) on adhesion. However,
there was a small, but statistically significant (p = 0.026) effect, of testing condition on adhesion when
results were averaged across different treatments. The average adhesion rating for samples in the
dry condition was 3.5 (good to very good adhesion) versus 3.1 (good adhesion) for samples tested
in the wet condition (least significant difference was 0.349). Photographs of a representative set of
cross-hatched, adhesion-tested samples can be found in the Supplementary Materials associated with
this paper (Figure S1). 6 of 13
6 of 13 Coatings 2020, 10, 248
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2020 10
FOR Figure 1. Effect of plasma treatment on the contact angle of water droplets on the surface of hot-oil
modified blue-stained lodgepole pine wood. The bold X symbol on the y-axis and the horizontal
dotted line indicate the contact angle of a water droplet on unmodified blue-stained lodgepole pine
wood
Figure 1. Effect of plasma treatment on the contact angle of water droplets on the surface of hot-oil
modified blue-stained lodgepole pine wood. The bold X symbol on the y-axis and the horizontal dotted
line indicate the contact angle of a water droplet on unmodified blue-stained lodgepole pine wood. Figure 1. Effect of plasma treatment on the contact angle of water droplets on the surface of hot-oil
modified blue-stained lodgepole pine wood. The bold X symbol on the y-axis and the horizontal
dotted line indicate the contact angle of a water droplet on unmodified blue-stained lodgepole pine
Figure 1. Effect of plasma treatment on the contact angle of water droplets on the surface of hot-oil
modified blue-stained lodgepole pine wood. 3.1. Contact Angle and Adhesion Measurements Plasma treatment of unmodified wood removed (etched) the
raised border and the internal membrane (margo and torus) of bordered pits creating large circular
voids at the surface of the wood (arrowed in Figure 2d), as we have observed previously with other
wood species [27,28]. pits creating large circular voids at the surface of the wood (arrowed in Figure 2d), as we have
observed previously with other wood species [27,28]. Plasma treatment of hot-oil modified wood removed deposits of oil from the surface of the wood
(Figure 2e), and etched wood cell walls (Figure 2f,g), but there were differences in the etching of
unmodified wood and the etching of hot-oil modified wood. In particular, the bordered pit
membranes in hot-oil modified wood were resistant to plasma etching (arrowed in Figure 2h),
whereas plasma completely removed pit membranes at the surface of unmodified wood (compare
Plasma treatment of hot-oil modified wood removed deposits of oil from the surface of the wood
(Figure 2e), and etched wood cell walls (Figure 2f,g), but there were differences in the etching of
unmodified wood and the etching of hot-oil modified wood. In particular, the bordered pit membranes
in hot-oil modified wood were resistant to plasma etching (arrowed in Figure 2h), whereas plasma
completely removed pit membranes at the surface of unmodified wood (compare Figure 2f,g with
Figure 2d). 7 of 13 Coatings 2020, 10, 248 Figure 2. SEM photomicrographs of blue-stained lodgepole pine wood before and after hot-oil
modification and plasma treatment: (a) and (b) Unmodified controls; (c) Wood modified with hot-oil;
(d) Unmodified wood treated with plasma for 667 s; (e) Hot-oil modified wood treated with plasma
for 333 s. Note the ballooning of pit membranes through the aperture of the bordered pits; (f–h) Hot-
oil modified wood treated with plasma for 1333 s. The ‘protective’ effect of hot-oil modification on plasma etching of bordered pit membranes w
igure 2. SEM photomicrographs of blue-stained lodgepole pine wood before and after hot-oi
modification and plasma treatment: (a) and (b) Unmodified controls; (c) Wood modified with hot-oi
d) Unmodified wood treated with plasma for 667 s; (e) Hot-oil modified wood treated with plasma fo
33 s. Note the ballooning of pit membranes through the aperture of the bordered pits; (f–h) Hot-oi
modified wood treated with plasma for 1333 s. Figure 2. 3.1. Contact Angle and Adhesion Measurements SEM photomicrographs of blue-stained lodgepole pine wood before and after hot-oil
modification and plasma treatment: (a) and (b) Unmodified controls; (c) Wood modified with hot-oil;
(d) Unmodified wood treated with plasma for 667 s; (e) Hot-oil modified wood treated with plasma
for 333 s. Note the ballooning of pit membranes through the aperture of the bordered pits; (f–h) Hot-
oil modified wood treated with plasma for 1333 s. Figure 2. SEM photomicrographs of blue-stained lodgepole pine wood before and after hot-oil
modification and plasma treatment: (a) and (b) Unmodified controls; (c) Wood modified with hot-oil;
(d) Unmodified wood treated with plasma for 667 s; (e) Hot-oil modified wood treated with plasma for
333 s. Note the ballooning of pit membranes through the aperture of the bordered pits; (f–h) Hot-oil
modified wood treated with plasma for 1333 s. The protective effect of hot oil modification on plasma etching of bordered pit membranes was
confirmed by confocal profilometry of hot-oil modified wood samples before and after plasma
treatment. Figure 3 shows topographic images of the surface of hot-oil modified wood before (Figure
3a) and after plasma treatment (Figure 3b,c). Figure 3a shows the raised borders around two pit
apertures at the surface of hot-oil modified wood. After exposure to plasma the border is etched
away, as well as some of the adjacent cell wall material (Figure 3b,c). However, the central part of the
pit, the pit membrane is still intact (Figure 3b,c). The ‘protective’ effect of hot-oil modification on plasma etching of bordered pit membranes
was confirmed by confocal profilometry of hot-oil modified wood samples before and after plasma
treatment. Figure 3 shows topographic images of the surface of hot-oil modified wood before (Figure 3a)
and after plasma treatment (Figure 3b,c). Figure 3a shows the raised borders around two pit apertures
at the surface of hot-oil modified wood. After exposure to plasma the border is etched away, as well
as some of the adjacent cell wall material (Figure 3b,c). However, the central part of the pit, the pit
membrane is still intact (Figure 3b,c). Coatings 2020, 10, 248
Coatings 2020 10 x FO 8 of 13
8 of 13 8 of 13
8 of 13 (a)
(b)
(c)
Figure 3. 3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering
3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering The appearance of a representative set of coated wood samples that had been hot-oil modified
and/or treated with plasma, and then exposed to the weather in Vancouver for 18 months can be seen
in Figure 4b,d,f,h. Unweathered controls stored in a conditioning room for the duration of the
weathering trial are shown on the left-hand side of Figure 4a,c,e,g. The most obvious change in
appearance of the samples during exposure to the weather is the more pronounced discolouration of
the acrylic coating on the hot-oil modified wood sample (Figure 4d). Some discolouration of the ends
of most weathered samples occurred where they were covered with glass strips used to fix them to
The appearance of a representative set of coated wood samples that had been hot-oil modified
and/or treated with plasma, and then exposed to the weather in Vancouver for 18 months can be seen in
Figure 4b,d,f,h. Unweathered controls stored in a conditioning room for the duration of the weathering
trial are shown on the left-hand side of Figure 4a,c,e,g. The most obvious change in appearance of the
samples during exposure to the weather is the more pronounced discolouration of the acrylic coating
on the hot-oil modified wood sample (Figure 4d). Some discolouration of the ends of most weathered
samples occurred where they were covered with glass strips used to fix them to weathering racks. of most weathered samples occurred where they were covered with glass strips used to fix them to
weathering racks. The white colour of coated samples was measured using a spectrophotometer, and the CIE
parameter L (white to black on a scale of 100 (white) to 0 (black)) was used to assess changes in the
colour of the white paint. The colour of coated wood samples that had been hot-oil modified and/or
treated with plasma, and stored in a conditioned room for 18 months, or exposed to the weather for
a similar period of time can be seen in Figure 5. There were no significant (p > 0.05) effects of hot-oil
treatment and/or plasma modification on the colour of the white acrylic paint on unweathered
samples. The hot-oil and oil and plasma treated samples were slightly darker than the unmodified
samples (control and plasma treated), in accord with their appearance in Figure 4, but the differences
in colour are not statistically significant (p > 0.05) (Figure 5). 3.1. Contact Angle and Adhesion Measurements Confocal profilometry images of the wood cell wall in hot-oil modified wood samples before
and after plasma treatment: (a) Two bordered pits in the cell wall of a wood sample modified with
hot-oil; (b) and (c) Bordered pit in the cell wall of a wood sample modified with hot-oil and then
treated with plasma for 1333 s. Note that the cell wall around the bordered has been etched but the
central part of the pit is intact. Performance of an Acrylic Coating on Hot Oil and Plasma Treated Wood after Natural Weathering
Figure 3. Confocal profilometry images of the wood cell wall in hot-oil modified wood samples before
and after plasma treatment: (a) Two bordered pits in the cell wall of a wood sample modified with
hot-oil; (b) and (c) Bordered pit in the cell wall of a wood sample modified with hot-oil and then treated
with plasma for 1333 s. Note that the cell wall around the bordered has been etched but the central part
of the pit is intact. . Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering (b) (a)
(b)
(c) (a) (b) (c) (c) Figure 3. Confocal profilometry images of the wood cell wall in hot-oil modified wood samples before
and after plasma treatment: (a) Two bordered pits in the cell wall of a wood sample modified with
hot-oil; (b) and (c) Bordered pit in the cell wall of a wood sample modified with hot-oil and then
treated with plasma for 1333 s. Note that the cell wall around the bordered has been etched but the
central part of the pit is intact. Figure 3. Confocal profilometry images of the wood cell wall in hot-oil modified wood samples before
and after plasma treatment: (a) Two bordered pits in the cell wall of a wood sample modified with
hot-oil; (b) and (c) Bordered pit in the cell wall of a wood sample modified with hot-oil and then treated
with plasma for 1333 s. Note that the cell wall around the bordered has been etched but the central part
of the pit is intact. 3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weatherin
3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering 3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering
3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room for 18
months. Scale bars = 11 mm. Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic paint
on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples b,d,f,h). Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room for 18
months. Scale bars = 11 mm. Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic
paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples
b,d,f,h). Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room
for 18 months. Scale bars = 11 mm. Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic paint
on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples b,d,f,h). Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room for 18
months. Scale bars = 11 mm. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and no
significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and
no significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and no
significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and no
significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and
no significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. There was no significant (p > 0.05) effect of plasma treatment on water uptake of samples and no
significant (p > 0.05) interaction of plasma treatment and exterior exposure (unweathered vs. weathered) on water uptake. Figure 5. 3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering
3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering The paint on all samples became
significantly (p < 0.05) darker after weathering, but the darkening was most pronounced on hot-oil
modified samples. Plasma treatment clearly reduced the darkening of the hot-oil modified samples,
although hot-oil modified, plasma treated and weathered samples were significantly (p < 0.05) darker
The white colour of coated samples was measured using a spectrophotometer, and the CIE
parameter L (white to black on a scale of 100 (white) to 0 (black)) was used to assess changes in the
colour of the white paint. The colour of coated wood samples that had been hot-oil modified and/or
treated with plasma, and stored in a conditioned room for 18 months, or exposed to the weather for a
similar period of time can be seen in Figure 5. There were no significant (p > 0.05) effects of hot-oil
treatment and/or plasma modification on the colour of the white acrylic paint on unweathered samples. The hot-oil and oil and plasma treated samples were slightly darker than the unmodified samples
(control and plasma treated), in accord with their appearance in Figure 4, but the differences in colour
are not statistically significant (p > 0.05) (Figure 5). The paint on all samples became significantly
(p < 0.05) darker after weathering, but the darkening was most pronounced on hot-oil modified
samples. Plasma treatment clearly reduced the darkening of the hot-oil modified samples, although
hot-oil modified, plasma treated and weathered samples were significantly (p < 0.05) darker than the
controls that were not modified with hot-oil (Figure 5). Coatings 2020, 10, 248 9 of 13 Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic paint
on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples b,d,f,h). Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room for 18
months. Scale bars = 11 mm. Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic
paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples
b,d,f,h). Unweathered controls on left-hand side (samples a,c,e,g) were stored in a conditioning room
for 18 months. Scale bars = 11 mm. Figure 4. Effects of hot-oil treatment and/or plasma modification on the appearance of an acrylic paint
on blue-stained lodgepole pine samples exposed to 18 months of natural weathering (samples b,d,f,h). 4. Discussion In the introduction to this paper, we hypothesized that plasma treatment would remove residual
oil from the surface of hot-oil modified blue-stained lodgepole pine wood, and this would have
beneficial effects on the adhesion and performance of an acrylic coating on wood. Our results partially
support this hypothesis. Oil was present at the surface of hot-oil modified wood and significantly
increased the hydrophobicity of the wood (contact angle of greater than 90 degrees). However, after
plasma modification the contact angle of hot-oil modified wood was lower than that of wood in its
native state suggesting that plasma removed oil from wood surfaces. Scanning electron microscopy
confirmed that oil was absent from hot-oil modified wood surfaces that were treated with plasma, and
it also revealed extensive etching of wood cell walls. Hence, we conclude that plasma is able to remove
oil from the surface of hot-oil modified wood, in accord with previous studies that have shown that
plasma can remove oil from the surface of metals and polymers [19,20]. Plasma treatments have been tested to determine if they can improve the adhesion of coatings to
different wood species [35], heat-treated wood [11] and wood composites [36]. Oil at the surface of
wood is reported to reduce coating adhesion [15], but we found that removal of oil from the surface of
hot-oil modified blue-stained lodgepole pine wood by plasma did not alter the adhesion of an acrylic
primer to the modified wood. This runs counter to our hypothesis, but accords with the findings of
Podgorski and coworkers who found that a plasma treatment did not improve the adhesion of coatings
to heat-treated wood, even though their plasma treatment made the surface more wettable [7]. A
number of other studies have shown that plasma pre-treatments have no, or even negative, effects on
the adhesion of coatings to unmodified wood [37,38]. The adhesion of the acrylic coating to replicates
obtained from different wood samples was highly variable, and this would have reduced the ability to
detect statistically significant (p < 0.05) plasma-treatment effects on coating adhesion. In general, our
findings accord with those of Acda and coworkers who concluded that “effects of plasma treatment on
the adhesion of coatings to wood vary with wood substrate and process parameters” [35]. 3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering
3.3. Performance of an Acrylic Coating on Hot-Oil and Plasma Treated Wood after Natural Weathering Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Discussion
Figure 5. Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Discussion
Figure 5. Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Figure 5. Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Figure 5. Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Figure 5. Effects of hot-oil treatment and/or plasma modification on the white colour (CIE L value) of
an acrylic paint on blue-stained lodgepole pine samples exposed to 18 months of natural weathering. Coatings 2020, 10, 248 10 of 13 10 of 13 4. Discussion Nevertheless,
removal of surface oil from hot-oil modified wood samples by plasma improved the performance of the
acrylic paint by reducing the discolouration of the paint on samples exposed outdoors to the weather. The discolouration of paint films is an important criterion used to assess the performance of paint
films exposed outdoors [39]. Several approaches are used to reduce such discolouration including
modifications to coatings to reduce pickup by dirt, and the use of biocides to reduce colonization of
paint by micro-organisms [39]. Therefore, our finding that plasma treatment significantly reduced
the discolouration of an acrylic paint on hot-oil modified wood is noteworthy, but further research
is needed to determine whether the same effect occurs with other coatings, some of which are less
permeable than acrylic paints, for example water-borne alkyds and mixed alkyd-acrylic systems [40]. Further research is also needed to determine the identity of the agents responsible for the discolouration
of the acrylic paint on hot-oil modified wood, which could include dirt [39], mould [17,25,26] and
algae [41]. Plasma treatment did not completely eliminate discolouration of the acrylic paint on hot-oil
modified wood. One possible explanation for this observation is that plasma only removed oil from
the surface of the wood, and subsequent migration of oil from the interior of samples to the surface of
wood during weathering encouraged some discolouration of hot-oil modified plasma-treated wood
samples. Further research would be needed to confirm this hypothesis, which is supported by previous
studies that have shown that oils migrate to the surface of preservative treated wood exposed to natural
weathering [42,43]. One unexpected finding arising from our work was the effect that oil modification had on the
etching of bordered pits. These pits act as conduits allowing the passage of liquids (including oils)
and gases between cells (tracheids) in softwood species. They contain a cellulosic membrane (the
margo) and a centrally thickened torus. Pit membranes in untreated wood are rapidly etched by
plasma [27,28], and they are also highly susceptible to microbial degradation [44]. However, remnants
of pit membranes were commonly observed at the surface of hot-oil modified and plasma treated
wood, whereas they were absent from the surface of unmodified plasma treated controls. 4. Discussion This finding 11 of 13 Coatings 2020, 10, 248 suggests that hot-oil modification reduced the susceptibility of pit membranes to plasma etching,
possibly in accord with previous research that has shown that oils increase the oxidative stability of
cellulosic substrates [45]. One feature of the hot-oil thermal modification process is that oil is absorbed and retained by the
modified wood [46]. This oil contributes to the desirable water repellency of hot-oil modified wood [5],
but as we have shown here, it appears to have an undesirable effect on the exterior performance of
an acrylic coating. We are unable to compare our results with those of others because there has been
no related work on the use of plasma treatments to improve the performance of coatings on hot-oil
modified wood. Plasma treatments are used to remove oils from the surfaces of metals and polymers,
as mentioned above [19–21], and are preferred to solvent cleaning systems because they do not generate
waste that requires disposal. Solvent wiping is used to remove oil from oily woods such as teak, and to
improve the performance of coatings on the wood, as mentioned in the introduction [22]. Therefore, it
is possible that plasma cleaning systems could emerge to replace solvent wiping systems and improve
coating performance on woods that contain oil, either naturally or as a result of hot-oil modification. However, the plasma treatment system used here would not be suitable for commercial applications
because it required high vacuum, relatively long treatment times, and it is unable to treat large samples. Furthermore, our findings need to be replicated with additional wood species and oils that are used
to manufacture hot-oil modified wood, and complimented by further studies that examine chemical
and physical changes resulting from plasma treatment of hot-oil modified wood (FTIR and polar and
dispersive components of surface energy changes). Nevertheless, we conclude that plasma treatment
shows promise as a way of improving the performance of exterior acrylic coatings on hot-oil modified
wood, but commercial applications would require the development of treatment technology that can
more rapidly remove oil from the surface of modified wood. 5. Conclusions A water-vapor plasma pre-treatment reduced the discolouration of a water-borne acrylic latex
coating on hot-oil modified, blue-stained lodgepole pine wood exposed to natural weathering for
18 months. We identified that the ability of plasma to remove oil from the surface of the modified wood
was responsible for the reduced discolouration of the coating on hot-oil modified wood. We conclude
that plasma treatment shows promise as a way of improving the outdoor performance of white acrylic
paint on hot-oil modified wood. Further research on plasma modification to improve the performance
of coatings on hot-oil modified wood will focus on trialing the treatment on additional wood species
and using different oils that are used to manufacture hot-oil modified wood, and developing treatment
technology that can more rapidly remove oil from the surface of modified wood. Supplementary Materials: The following are available online at http://www.mdpi.com/2079-6412/10/3/248/s1,
Figure S1: Images of hot-modified and plasma-treated samples after cross-cut adhesion testing. Author Contributions: A.J. and P.D.E. conceived and designed the experiments; A.J. performed all experimental
work. P.D.E. analyzed all data and wrote the first draft of the paper. Both authors discussed and commented on
the results and contributed to the final submitted manuscript. All authors have read and agreed to the published
version of the manuscript. Funding: This research was funded by ForValueNet–NSERC strategic network on forest management for
value-added products, grant numbers NSERC 340830-06 and 03701-CG08822; NSERC Collaborative Research and
Development Grant (CRDPJ 485007-15); Forestry Innovation Investment Market Development Program 08-52; Rix
Family Foundation Award to A.J. Acknowledgments: We thank Ian Cullis, Mohammad Jahangir Chowdhury and Lukie H. Leung for technical
assistance; Canadian Foundation for Innovation, BC Knowledge Development Fund and FPInnovations for
in-kind support. P.D.E. thanks Viance, Tolko, FPInnovations, Faculty of Forestry (UBC) and the Government of
British Columbia for their support of his BC Leadership Chair at the University of British Columbia, and The
Australian National University (ANU) for an Honorary Professorship in the Department of Applied Mathematics,
Research School of Physics at the ANU. Conflicts of Interest: The authors declare that they have no affiliations with or involvement with organizat
hat have financial interests in the subject matter or materials discussed in this paper. 12 of 13 Coatings 2020, 10, 248 References [CrossRef]
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44. Burnes, T.A.; Blanchette, R.A.; Farrell, R.L. References Bacterial biodegradation of extractives and patterns of bordered
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mineral oil and ester liquids under various conditions. IEEE Trans. Dielectr. Electr. Insul. 2013, 20, 1971–1976. [CrossRef] 6. Esteves, B.; Pereira, H. Wood modification by heat treatment: A review. BioResources 2008, 4, 370–404. © 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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Jano bifronte: propiedad e impropiedad del Dasein frente a la transformación ontológica del Ge-stell
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* Doctor en Filosofía por la Universidad de Chile. Académico e investigador del área de
Informática & Telecomunicaciones en el Instituto INACAP Chile, sede Temuco, Chile. Email:
leopoldo.tilleria@inacapmail.cl Leopoldo Tillería Aqueveque *
Instituto INACAP, Chile RESUMEN: El artículo discute la noción de Ge
stell planteada por Heidegger en su filosofía
tardía de la técnica. Tal idea se entiende en una
doble posibilidad: como dispositivo de control
tecnológico al modo de una imposición, es
decir, como la esencia de la técnica moderna, o
como destinación otorgante de la salvación,
esto es, como desocultamiento de la verdad del
ser. Como Jano bifronte, el Dasein se encuentra
permanentemente en la encrucijada de elegir
mantenerse en el modo de la impropiedad y,
por lo mismo, perder su autonomía ante la
omnipotencia tecnológica del Gestell, o bien,
decidirse por una existencia desde la propiedad
y proyectar su ser a partir de la posibilidad de
la intercambiabilidad ontológica del Gestell,
resguardando de este modo su autonomía de la
dictadura metafísica del dispositivo. ABSTRACT: The article discusses the notion of
Gestell
raised
by
Heidegger
in
his
late
philosophy of technique. Such an idea is
understood in a double possibility: as a device
of technological control in the manner of an
imposition, that is, as the essence of modern
technique, or as a destination that grants
salvation, that is, as uncovering the truth of
being. Like
Twofaced
Janus,
Dasein
is
permanently at the crossroads of choosing to
remain
in
the
mode
of
impropriety
and,
therefore,
lose
his
autonomy
before
the
technological omnipotence of Gestell, or else
decide on an existence from ownership and
projecting its being from the possibility of the
ontological interchangeability of the Gestell,
thus protecting its autonomy from the device's
metaphysical dictatorship. KEYWORDS:
Dasein;
Gestell;
Heidegger;
ontology; technique KEYWORDS:
Dasein;
Gestell;
Heidegger;
ontology; technique PALABRAS CLAVE: Dasein; Gestell; Heidegger;
ontología; técnica AUFKLÄRUNG,JoãoPessoa,v.7,n.2.,Mai.Ago.,2020,p.6778
DOI:https://doi.org/10.18012/arf.v7i2.55825
Recebido:22/06/2020|Aceito:25/09/2020
Licença:CreativeCommons4.0International(CCBY4.0) AUFKLÄRUNG,JoãoPessoa,v.7,n.2.,Mai.Ago.,2020,p.6778
DOI:https://doi.org/10.18012/arf.v7i2.55825
Recebido:22/06/2020|Aceito:25/09/2020
Licença:CreativeCommons4.0International(CCBY4.0) AUFKLÄRUNG,JoãoPessoa,v.7,n.2.,Mai.Ago.,2020,p.6778
DOI:https://doi.org/10.18012/arf.v7i2.55825
Recebido:22/06/2020|Aceito:25/09/2020
Licença:CreativeCommons4.0International(CCBY4.0) JANO BIFRONTE: PROPIEDAD E IMPROPIEDAD DEL DASEIN FRENTE A LA
TRANSFORMACIÓN ONTOLÓGICA DEL GE-STELL
TWOFACED JANUS: PROPRIETY AND IMPROPRIETY OF DASEIN FACING ONTOLOGICAL TRANSFORMATION
OF THE GESTELL Leopoldo Tillería Aqueveque *
Instituto INACAP, Chile Leopoldo Tillería Aqueveque *
Instituto INACAP, Chile 1.INTRODUCCIÓN U U
na revisión somera de la literatura especializada permite ver que la figura de
Heidegger es traída una y otra vez a colación, ya sea desde la filosofía del
lenguaje, ya desde la pura ontología y su inagotable pregunta por el ser, o ya desde la
crítica prácticomoral, probablemente uno de los principales flancos del filósofo de
Friburgo. Ni qué hablar de los cuestionamientos políticos, que han levantado, como se
sabe, una lapidaria crítica filosófica a raíz de la militancia nacionalsocialista del
pensador alemán. A través de este trabajo se pretende hacer una observación ontológica
a una de las ideas más enigmáticas que Heidegger dejó en su última filosofía, la del Ge
stell, precisamente cuando sus observaciones del potencial técnicotecnológico –o LeopoldoTilleríaAqueveque atómico, si se prefiere mostraban al hombre contemporáneo en la más apremiante de
sus posibilidades. Este escrito se plantea entre dos regiones del pensamiento
heideggeriano: la ontología fundamental y su preocupación por la técnica (Technik),
meditación que definitivamente es una sola si aceptamos el argumento de que la técnica
es el último gran tema de la filosofía heideggeriana. Por lo demás, en la filosofía de la
técnica de Heidegger –desde luego mucho más explícita en sus conferencias de la
década del 50 que en sus escritos más tempranos parece hallarse incuestionablemente
la pregunta por el ser. 68 g
Heidegger denomina Gestell a la esencia de la técnica moderna, pero
advirtiendo, en su conocida y paradójica frase, que no es nada técnico. En lo que sigue,
intentaré, dicho coloquialmente, desmitificar al Gestell heideggeriano como esa
especie de monstruo de siete cabezas que, montado en su carro de guerra tecnológico,
termina por controlar hasta la última mente humana existente en el planeta. Apoyándome en la tesis autonomista de Peck y en la de la mutabilidad ontológica de
Malabou, sugeriré que el Gestell, interpretado como el mundo tecnológico (technische
Welt) que nos rodea e incumbe y, por tanto, nos define en nuestro particular modo de
ser, no constituye por ello ningún determinismo ontológico, sino que, muy por el
contrario, se revela como una suerte de límite en el acceso a la posibilidad de
encontrarnos con nuestro ser más propio. 1.INTRODUCCIÓN El artículo se organiza en dos partes: en la
primera, se plantea y discute la noción de Gestell, sobre todo en el contexto de la
ambigüedad con que el mismo Heidegger la presenta en su filosofía tardía,
específicamente en La pregunta por la técnica (1953). En la segunda, tomaré partido
por la tesis que considera al Gestell como algo parecido a un límite ontotecnológico
desde donde el Dasein tiene la posibilidad de definir una relación más auténtica con su
propio ser. sino en relación a su significado original: El término GeStell es compuesto por el sufijo “Ge”, que es un sufijo colectivo
porque indica un conjunto, una multiplicidad reunida bajo una mirada abarcadora,
y la raíz “stell” que remite al verbo “stellen”, que significa “poner”. GeStell
entonces reúne en sí todas las modalidades esenciales que concurren a formar el
mundo
de
la
técnica:
“Herstellen, Vorstellen,
Bestellen”:
el
producir,
representar, ordenar (GIUBILATO, 2016, p. 60). El término GeStell es compuesto por el sufijo “Ge”, que es un sufijo colectivo
porque indica un conjunto, una multiplicidad reunida bajo una mirada abarcadora, p
q
j
,
p
j
,
y la raíz “stell” que remite al verbo “stellen”, que significa “poner”. GeStell
entonces reúne en sí todas las modalidades esenciales que concurren a formar el
mundo
de
la
técnica:
“Herstellen, Vorstellen,
Bestellen”:
el
producir,
representar, ordenar (GIUBILATO, 2016, p. 60). 69 De esta manera, el GeStell reúne en sí todas las modalidades esenciales que
determinan el mundo de la técnica: Herstellen, Vorstellen y Bestellen, esto es, el
producir, el representar y el ordenar. Lo que se desoculta mediante el Gestell, se hace
al modo de una productividad técnica dominada por su condición de dispositivo. De
otra forma: como el mundo tecnológico que se nos impone. Sin embargo, la
ambigüedad del término es patente cuando Heidegger menciona en la misma
conferencia que esta idea del Gestell debe ser puesta en liza por medio de este poner lo
presente como ποίησις. Observa Hernández: Dice Heidegger: «La palabra “poner” (stellen), en la denominación “imposición”
(Gestell), no mienta sólo la provocación; debe conservar a la vez la resonancia
de otro “poner” del que proviene, a saber, de aquel producir y exponer (Her
und Darstellen) que, en el sentido de la ποίησις, deja que lo presente aparezca en
el estadodenooculto» (HERNÁNDEZ, 2006). El Gestell, o sea, el ser de la era de la técnica, no puede en ningún caso (si
creemos que la filosofía de Heidegger constituye una unidad, aunque matizada, respecto
de la pregunta ontológica fundamental) dejar de disponerse en un sentido temporal. Ese
es el legado irrenunciable de Ser y Tiempo (en adelante ST) en la filosofía
contemporánea (zeitgenössische Philosophie). De este modo, como dispositivo, el Ge
stell no puede sino acontecer desde la existencia fáctica de los seres humanos,
existencia que eminente e irreversiblemente se ve impactada por el despliegue
calculante de la técnica y de la tecnología (Technologie). 2.DAS GE-STELL En La pregunta por la técnica el filósofo plantea: “Nosotros llamamos ahora
aquella interpelación provocante, que reúne al hombre en ella a establecer el desocultar
como constante, lo dispuesto [das Gestell]” (HEIDEGGER, 1984, p. 87). El Gestell
entonces es aquella suerte de llamada que provoca a la conciencia del hombre a
desocultar el mundo del pensar calculante. El núcleo de la definición está en el binomio
provocar/desocultar, cuestión que hablaría efectivamente de una interpelación: La esencia de la técnica moderna es designada por Heidegger con la palabra Ge
stell: imposición. También se ha vertido esta palabra como dispuesto, posición
total, dispositivo, instalación, estructura de emplazamiento, disposición. Con este
término se apunta hacia una instancia que escapa al mero arbitrio humano, aunque
en su emergencia han cooperado los hombres, ni su aparición ni su despliegue
están sin más bajo directrices humanas” (ACEVEDO, 2012). No obstante referirse esencialmente a la técnica, el Gestell, como modo del
desocultar, y como se ha repetido tantas veces, no es algo técnico: “Dispuesto significa
el modo del desocultar que impera en la esencia de la técnica moderna y que él mismo
no es nada técnico” (HEIDEGGER, 1984, p. 88). De hecho, su semántica es ontológica. A decir verdad, el Gestell es el dispositivo tecnológico de la época posmoderna, dicho
de otro modo, el ser tecnológico. Sin embargo, el binomio provocación/desocultación
requiere de una suerte de garantía que lo conecte con el modo de este desocultar. Tal
garantía está dada por la palabra “poner” (stellen), en las varias acepciones en que
Heidegger la utiliza en esta conferencia. Es decir, no solo en el sentido del provocar Janobifronte:propiedadeimpropiedaddelDaseinfrentealatransformaciónontológica... sino en relación a su significado original: Como efectividad técnica, tal
dispositivo constituiría literalmente un mecanismo de conectividad: “La técnica
convierte a la naturaleza y a la realidad en un engranaje (Gestell) en el que todo se
relaciona con todo según la lógica de la compatibilidad y de la producción, en el que
todo se hace presente a partir de la conexión causaefecto” (LOZANO, 2004, p. 207). Ahora, a diferencia del ser que fue tematizado en ST como proyección del Dasein,
precisamente formando parte de una densidad temporal que la historia de la metafísica
había pasado siempre por alto, el Gestell Es lo radicalmente primero, lo que constituye al serahí y a la vez lo interpela, lo
que lo hace ser. De hecho, en diversas ocasiones Heidegger sustituye la palabra
alemana actual para referirse al Ser ‘Sein’, por su grafía más antigua ‘Seyn’, o
incluso tacha la palabra ‘Sein’ en aspa, intentando acentuar el hecho de que
aquello por lo que se pregunta es el Ser mismo, no el Ser como mera verdad del
ente tematizado por la tradición metafísica (LOZANO, 2004, p. 205). En el curso del semestre de verano de 1941 de Friburgo, titulado Conceptos
fundamentales, Heidegger ya anticipa esta comprensión radical del ser como Gestell
con un par de definiciones suficientemente abarcadoras: “El ser es lo más vacío y al
mismo tiempo lo exuberante. El ser es lo más común de todo y al mismo tiempo la
unicidad. El ser es lo más comprensible y al mismo tiempo la ocultación. El ser es lo
más desgastado y al mismo tiempo el origen” (HEIDEGGER, 1997, p. 99). Y escribe
algunas páginas después: “El ser es más coactivo y al mismo tiempo la liberación” LeopoldoTilleríaAqueveque (HEIDEGGER, 1997, p. 107). Dicha coacción reaparece en la noción de Gestell en el
sentido de una dominación en cuanto a nuestra respectividad de lo técnico: no podemos
sino estarenelmundo de la técnica. De ahí que para Linares el mundo tecnológico
contemporáneo sea el ámbito de la técnica, en cuanto fuerza planetaria dominada por el
Gestell como una especie de imperativo a priori (LINARES, 2003, p. 17). Desde
luego, esta visión sustancialista de Heidegger de la técnica ha sido blanco de severas
críticas desde el campo de la filosofía de la tecnología. sino en relación a su significado original: Así pues, Riu considera que el
filósofo de Messkirch abandona el campo óntico de la técnica y de la tecnología y se
sitúa en el de la mistificación de la realidad técnica, o para decirlo con sus propias
palabras, en el plano de la constelación semántica a partir de la presentación del verbo
stellen: “Lo más sorprendente, sin embargo, es la ausencia de toda referencia al sistema
económico capitalista, sin cuya mediación es imposible en absoluto entender el alcance
y significado real de la tecnología” (citado en ARAUJO, 2013, p. 178). Sin embargo,
nos parece sumamente relevante la postura de Malabou, para quien el Gestell –dicho,
en todo caso, por una discípula de Derrida “es la revelación del punto donde el ser, la
esencia y los seres son susceptibles de perder (o ceder) su posición. El ser, la esencia y
los seres ‘pierden esas cualidades con las que la metafísica los ha dotado’”
(MALABOU, 2011, p. 169). Esta condición, pudiéramos decir, deconstructiva del Ge
stell, es fundamental para avanzar en las posibles repercusiones de esta tesis respecto de
la filosofía del ser del último Heidegger. (HEIDEGGER, 1997, p. 107). Dicha coacción reaparece en la noción de Gestell en el
sentido de una dominación en cuanto a nuestra respectividad de lo técnico: no podemos
sino estarenelmundo de la técnica. De ahí que para Linares el mundo tecnológico
contemporáneo sea el ámbito de la técnica, en cuanto fuerza planetaria dominada por el
Gestell como una especie de imperativo a priori (LINARES, 2003, p. 17). Desde
luego, esta visión sustancialista de Heidegger de la técnica ha sido blanco de severas
críticas desde el campo de la filosofía de la tecnología. Así pues, Riu considera que el
filósofo de Messkirch abandona el campo óntico de la técnica y de la tecnología y se
sitúa en el de la mistificación de la realidad técnica, o para decirlo con sus propias
palabras, en el plano de la constelación semántica a partir de la presentación del verbo
stellen: “Lo más sorprendente, sin embargo, es la ausencia de toda referencia al sistema
económico capitalista, sin cuya mediación es imposible en absoluto entender el alcance
y significado real de la tecnología” (citado en ARAUJO, 2013, p. 178). sino en relación a su significado original: Sin embargo,
nos parece sumamente relevante la postura de Malabou, para quien el Gestell –dicho,
en todo caso, por una discípula de Derrida “es la revelación del punto donde el ser, la
esencia y los seres son susceptibles de perder (o ceder) su posición. El ser, la esencia y
los seres ‘pierden esas cualidades con las que la metafísica los ha dotado’”
(MALABOU, 2011, p. 169). Esta condición, pudiéramos decir, deconstructiva del Ge
stell, es fundamental para avanzar en las posibles repercusiones de esta tesis respecto de
la filosofía del ser del último Heidegger. 70 3.EL GE-STELL COMO DISPOSITIVO DE CONTROL TECNOLÓGICO En la misma línea parece
inscribirse Angela Luzia Miranda, para quien y citando a Towarnicki y Palnier, el Ge
stell deformaría el desocultamiento de la verdad: llevarnos a la ilusión de suponer que nos hemos convertido, como dice el propio
Heidegger, en “señores de la tierra” (PECK, 2015, p. 1011). En la misma línea parece
inscribirse Angela Luzia Miranda, para quien y citando a Towarnicki y Palnier, el Ge
stell deformaría el desocultamiento de la verdad: 71 La retirada del ser pone en riesgo el propio sentido de la verdad, según Heidegger,
porque el rasgo fundamental de la técnica, a saber, este hacer salir lo oculto, no
aparece ya como tal. En ese sentido, ‘la estructura de emplazamiento [Gestell]
deforma el resplandecer y el prevalecer de la verdad’” (MIRANDA, 2017, p. 204). Ciertamente, debemos considerar en esta tesis de la “amenaza” un asunto
esencial a la concepción del Gestell y que es el referido al “lugar” desde donde
Heidegger filosofa, es decir, el Heidegger histórico. Tal como observa Méndez,
“podemos considerar el pensamiento heideggeriano como una reacción al impacto de la
industrialización en las comunidades rurales centroeuropeas” (MÉNDEZ, 2007, p. 24),
lo cual significa que en la Alemania de Heidegger no habría predominado una recepción
fundamentalmente ilustrada de la tecnología, “sino una visión romántica que,
admirando la creatividad que se pone en juego, se mueve en el ámbito de lo sublime
sombrío” (MÉNDEZ, 2007, p. 24). De aquí que para Heidegger la verdadera
contradicción de la razón técnica estaría dada por una visión naturalista, asociada al
modo de producción o a la técnica artesanal representada por el campesinado alemán,
versus una visión industrializada de la técnica y de la naturaleza, propia de la
modernidad. Escribe Heidegger en La pregunta por la técnica: AUFKLÄRUNG,JoãoPessoa,v.7,n.2,Mai.,Ago.,2020,p.6778 El desocultar que domina a la técnica moderna tiene el carácter del poner en el
sentido de la provocación. Esta acontece de tal manera que se descubren las
energías ocultas en la naturaleza; lo descubierto es transformado; lo transformado
acumulado; lo acumulado, a su vez, repartido y lo repartido, se renueva
cambiado. Descubrir, transformar, acumular, repartir, cambiar, son modos del
desocultar (HEIDEGGER, 1984, p. 83). Esta prerrogativa del Gestell de poner el sentido de la provocación, o dicho
más coloquialmente, de impulsarnos bajo un estricto régimen de control a la utilización,
valga la redundancia, instrumental de la técnica, constituye precisamente la amenaza
absoluta de la técnica moderna. 3.EL GE-STELL COMO DISPOSITIVO DE CONTROL TECNOLÓGICO En La pregunta por la técnica, Heidegger dirá que el Gestell no solo es una
provocación. En la segunda parte del texto se muestra un poco menos ambiguo y señala
con claridad que también se trata, y esencialmente, de una amenaza: “Emplazado entre
estas posibilidades, el hombre, desde el destino, está en peligro. El destino del
desocultamiento es en cuanto tal y en todos sus modos, y por eso necesariamente,
peligro” (HEIDEGGER, 1984, p. 95). Ahora ¿en qué términos?, es una cuestión que ha
sido muy discutida y que seguramente no está del todo zanjada. Feenberg parece ser
parte de los comentaristas de Heidegger que ven en el Gestell una amenaza, por así
decir, del peor tipo, que pone en embargo la totalidad de la autonomía del hombre
respecto de la tecnología. Para el filósofo canadiense, se trataría de resistir a los
sistemas tecnológicos que imponen el gerenciamiento técnico sobre los seres humanos: El punto de vista estratégico privilegia las consideraciones relativas al control y la
eficiencia, y busca saliencias (affordances), precisamente lo que Heidegger le
critica a la tecnología. Mi queja más básica con respecto a Heidegger es que él
mismo adopta irreflexivamente el punto de vista estratégico sobre la tecnología
para condenarla. La ve exclusivamente como un sistema de control y pasa por
alto su papel en las vidas de quienes están subordinados a ella (FEENBERG,
2005, p. 117). Esta idea del Gestell como dispositivo de control tecnológico, a su vez, ha dado
pie para ver en el segundo Heidegger lo que se ha llamado la tesis de la tecnología
autónoma. En efecto, y Peck lo expone con toda lucidez en su texto Das Gestell and
Human Autonomy: On Andrew Feenberg's Interpretation of Martin Heidegger (2015),
la principal recusación respecto de este súper dispositivo proviene del argumento que
considera que la autonomía de la tecnología elimina, o si se quiere, destruye la
autonomía humana. Esta versión, por llamarla de algún modo, catastrófica del Gestell,
sugiere que este dispositivo no solo podría ocultar la esencia humana, sino que, además, Janobifronte:propiedadeimpropiedaddelDaseinfrentealatransformaciónontológica... llevarnos a la ilusión de suponer que nos hemos convertido, como dice el propio
Heidegger, en “señores de la tierra” (PECK, 2015, p. 1011). 4.CONVERTIBILIDAD ONTOLÓGICA Y PROPIEDAD Heidegger cerrará La pregunta por la técnica desde el más absoluto misticismo:
“Cuanto más nos acerquemos al peligro, tanto más claramente comienza a destellar el
camino hacia lo salvador, tanto más preguntadores llegamos a ser. Pues el preguntar es
la devoción del pensar” (HEIDEGGER, 1984, p. 107). El pasaje, además de poner en
liza el concepto de claro (Lichtung) como nota esencial respecto de la noción de
salvación, confirma, más que la ambigüedad, la convertibilidad del Gestell. Como
indicábamos, Malabou parece avizorar en la propia estructura del Dasein la posibilidad
de comprender al Gestell literalmente como transformador: La esencia, das Wesen, es de hecho el centro neurálgico del pensamiento
heideggeriano del Gestell. Todo lo que acabo de recordar sobre el tema del sujeto
mediano del Gestell, la cabeza de Jano entre dos maneras de cambiar, ahora puede
ser devuelto y reducido a su origen: el metabolismo de lo esencial (MALABOU,
2011, p. 162). La esencia, das Wesen, es de hecho el centro neurálgico del pensamiento
heideggeriano del Gestell. Todo lo que acabo de recordar sobre el tema del sujeto
mediano del Gestell, la cabeza de Jano entre dos maneras de cambiar, ahora puede
ser devuelto y reducido a su origen: el metabolismo de lo esencial (MALABOU,
2011, p. 162). La noción del Gestell como destino (Geschick) remite, pues, a la posibilidad de
que el Dasein se encuentre con su fundamento (Grund), paradójicamente, en el propio
centro del dispositivo: “Más bien, precisamente la esencia de la técnica tiene que
albergar en sí el crecimiento de lo salvador” (HEIDEGGER, 1984, p. 98). Es el mismo
Gestell el que le permite al Dasein de una manera u otra “intuir la más elevada
dignidad de su esencia e ingresar a ella” (HEIDEGGER, 1984, p. 102). Lo que se aclara
entonces (más allá de considerar que Heidegger roza acá el camino de la teología) es
que el propio Dasein tiene la posibilidad de retornar a su esencia y de reencontrarse con
esta idea casi sublime del destino del ser. De lo que se trata, dice Heidegger, es de que
el Dasein recupere su morada. 3.EL GE-STELL COMO DISPOSITIVO DE CONTROL TECNOLÓGICO Como afirma Luna, yendo todavía más lejos, el Gestell
es un sistema transversal en el sentido de la hipervinculación que establece con las
cosas: Ahora bien, el dispositivo no es, como quiere Heidegger, una cierta disposición
de los entes y ni siquiera del ser humano. El dispositivo lo que hace es situar a la
máquina en disposición de hacer cosas. El dispositivo es un sistema que está
preparado para generar determinadas respuestas ante determinados inputs. Esa
relación entre entradas y salidas halla su fundamento en la disposición (LUNA,
2013, p. 60). En síntesis, el Gestell es esencialmente el peligro de la técnica, desplegado en
su ensamblaje de los entes respecto del uso que de ellos hace el hombre, incluyendo
esta relación depredadora con la naturaleza. El hombre es parte del despliegue del Ge
stell, está peligrosamente atrapado en él. Dice Forment: “En la época técnica actual, el
hombre se ve obligado a tomar una serie de resoluciones, pero por su visión unilateral
está impreparado para ello” (FORMENT, 1990, p. 50). Esta tematización del Gestell
como el peligro de la técnica moderna, ha requerido que Heidegger haya previsto esta
posibilidad a partir de la propia fenomenología desarrollada en ST. Según observa LeopoldoTilleríaAqueveque Boutot, Heidegger aborda fenomenológicamente la técnica poniéndola en perspectiva
en el marco de la historia del ser: “Más precisamente, intenta preparar, actualizando el
peligro inherente a la esencia de la técnica, el apresamiento de lo que desde siempre
pide ser pensado, es decir, el ser mismo” (BOUTOT, 1991, p. 86). De modo que
mediante la misma fenomenología Heidegger intentará romper la ambigüedad y
confusión con que hasta ahora ha presentado el significado del Gestell. Es en el propio
centro del Gestell donde nuestro filósofo verá el contrapeso del peligro que representa
como imposición. Tal contrapeso está dado por la posibilidad de pensar el Gestell
como lo salvador (Das Rettende): “Así pues, lo esente de la técnica alberga en sí lo que
nosotros menos presumiríamos, el posible surgimiento de lo salvador” (HEIDEGGER,
1984, p. 103). En sintonía con el planteamiento inicial de Heidegger, esta posibilidad de
ver en el Gestell la idea de salvación no tendrá que ver con la técnica, sino
primordialmente con el modo que tenemos de comprenderla, vale decir, con su
ontología. Este modo de ser de la técnica, bloqueada la idea de Gestell como peligro,
es la ποἰησις. 72 4.CONVERTIBILIDAD ONTOLÓGICA Y PROPIEDAD Ahora, todo este argumento revelador del Gestell,
comprendido ahora como destinación otorgante de la salvación, está en nuestras manos,
en nuestra decisión de resguardar esta posibilidad y de que empecemos a prestar
atención a la esencia de la técnica: “Todo estriba en que meditemos el surgimiento y lo
custodiemos conmemoradoramente” (HEIDEGGER, 1984, p. 103). La pregunta es
cómo el Dasein emprende tamaña tarea. La mirada debe dirigirse hacia la analítica
existenciaria de ST, sobre todo porque nuestra conjetura inicial considera que la
filosofía de la técnica de Heidegger es una sola unidad y que su fase preliminar se halla
justamente en la fenomenología del Dasein. Es este, por tanto, quien debe jugarse la Janobifronte:propiedadeimpropiedaddelDaseinfrentealatransformaciónontológica... posibilidad de transformación de la esencia del Gestell. En todo caso, es evidente que
Heidegger no ha logrado mediante su analítica existenciaria especificar los pasos
concretos para el acceso ontológico del Dasein. Tal como observa Giannina Burlando,
enfatizando la crítica de Stein a la posición ontológica unidimensional que Heidegger
adopta respecto del símismo del Dasein, “no tenemos noticias de que el Ser se revele a
sí mismo a otros Daseins o a una comunidad intersubjetiva de Daseins, el Ser mismo
del cual el Dasein es el custodio” (BURLANDO, 2015, p. 379). De esta forma, y como
subraya la filósofa chilena, la fenomenología temprana de Heidegger no le permite
aclarar objetiva y suficientemente el sentido del ser, principalmente porque “la
comprensión [del ser del Dasein] no es conceptual, sino una experiencia preconceptual
de la realidad” (BURLANDO, 2015, p. 381). 73 (
p
)
Para que sea posible que el Dasein recobre su lugar en la morada del ser, el
destino de esta recuperación debe ser necesariamente un movimiento ontológico. Así
pues: “En este modo de expresarse [«el habitar del Dasein en la luz del Ser»],
Heidegger parece implicar que está dando primacía al Ser, y subordinando el papel del
hombre al del Ser. Esto se hace notar cuando Heidegger analiza la estructura del Dasein
como eksistencia” (BURLANDO, 2015, p. 375). Ahora, tal modo de comprensión del
Gestell debe ser, a su vez, distinto a como se ha presentado en la primera parte de La
pregunta por la técnica, vale decir, como “la forma en la cual el ser se desoculta al
hombre contemporáneo” (CADAHIA, 2012, p. 172). Esta segunda versión, por tanto,
deberá entenderse como posibilidad de una ontología del cambio. 4.CONVERTIBILIDAD ONTOLÓGICA Y PROPIEDAD En otras palabras: su
condición peyorativa como dispositivo ontológico, debe convertirse en una disposición
positiva, en una destinación de la posibilidad de una nueva ontología. Tal es, grosso
modo, la tesis de la identidad metabólica del ser de Catherine Malabou. Dice la filósofa
francesa: AUFKLÄRUNG,JoãoPessoa,v.7,n.2,Mai.,Ago.,2020,p.6778 Como un mutante ontológico, el Gestell revela la mutabilidad original de la
ontología. El Gestell es la revelación del punto donde el ser, la esencia y los seres
son susceptibles de perder (o ceder) su posición. El ser, la esencia y los seres
“pierden esas cualidades con las que la metafísica los ha dotado” (MALABOU,
2011, p. 169). Como un mutante ontológico, el Gestell revela la mutabilidad original de la
ontología. El Gestell es la revelación del punto donde el ser, la esencia y los seres
son susceptibles de perder (o ceder) su posición. El ser, la esencia y los seres
“pierden esas cualidades con las que la metafísica los ha dotado” (MALABOU,
2011, p. 169). El que el Gestell pueda ser comprendido, por un lado, como una suerte de
estructura ontoteológica de la tecnología, y por otro, “como una formación extrema del
ser” (MALABOU, 2011, p. 25), hace completamente plausible esta tesis de la mutación
ontológica. En todo caso la postura de Malabou, por muy arriesgada que parezca,
responde casi literalmente a las expresiones de Heidegger en su comentario a la
sentencia de Anaximandro de 1941: El tránsito es cada vez la irrupción de la presencia en la que esencian ante todo el
provenir y el escapar. Así, el tránsito contiene en sí aquel Mismo de donde
proviene el provenir y a donde va la desaparición, esenciando; más aún: el
tránsito es la pura proveniencia de eso Mismo. Este Mismo es el ser mismo
(HEIDEGGER, 1997, p. 168). Dicha convertibilidad ontológica del Gestell, parece tener su correlato en la
propia estructura trascendental del Dasein a partir de sus dos modos de realización: la
propiedad (Eigentlichkeit) y la impropiedad (Uneigentlichkeit). Esta proyección del
Dasein en torno a la tarea de repensar el Gestell como claridad ontológica, implica
necesariamente incluir esta posibilidad en su propio poder ser, es decir, como
efectividad (Faktizität) de la existencia. 4.CONVERTIBILIDAD ONTOLÓGICA Y PROPIEDAD En el parágrafo 64 de ST Heidegger dice lo
siguiente: “La orientación fenoménica por el sentido del ser del podersersímismo
propio permite establecer el derecho ontológico que se le puede asignar a la LeopoldoTilleríaAqueveque sustancialidad,
simplicidad
y
personalidad
como
caracteres
de
la
mismidad”
(HEIDEGGER, 2002, p. 340). ¿A dónde apunta con esta aclaración? Según creemos,
este pasaje desarrolla la relación entre cuidado (Sorge) y mismidad (Selbigkeit) en un
capítulo que intenta explicar justamente el sentido ontológico del cuidado a partir de la
temporeidad (Zeitlichkeit) del poderestarentero propio. En primer lugar, y sin entrar en
detalles engorrosos, digamos que en la analítica existenciaria de ST se considera la
impropiedad como el modo de ser cotidiano del Dasein en su estarenelmundo. La
cotidianidad (Alltäglichkeit) representa el modo de ser inmediato y regular del estaren
mediode del Dasein entre las cosas del mundo. Esto no debiera sorprendernos, pues
como se planteó al inicio, el Dasein no es nunca el mero ente, sino el ente que es ahí
siempre, arrojado entremedio del mundo. Ahora bien, el cuidado es aquella
preocupación que el propio Dasein tiene respecto de sí, en términos de la
existencialidad y de la facticidad, o sea, estando siempre enmediode. Sin embargo, el
cuidado ya presupone en el Dasein el modo caído de la cotidianidad. Es decir, “que el
Dasein ya se ha cuidado, en su ser, desde la cotidianidad” (GARRIDO, 2019, p. 171). De lo que se trata entonces es de si el Dasein, determinado por este modo de
preocupación que es el cuidado, por un lado, se deja arrastrar “impropiamente” por la
medianía de lo habitual, vale decir, por una mismidad indiferenciada y mediocre, o, por
otro lado, se resuelve “propiamente” a pensar, comprender y actuar de un modo
diferente a su comportamiento cotidiano guiado por el unomismo (Mansselbst). Como
subraya GarridoPeriñán: “El sentimiento de que ‘algo no cuadra’, mueve al Dasein a la
no conformación con lo regulado, afectivacomprensivamente, por la estructura
denominada el uno” (GARRIDO, 2019, p. 172). 74 5.PROPIEDAD, RESOLUCIÓN De esta manera, la propiedad pareciera ser un estado excepcional en la
cotidianidad del Dasein: el modo en que el Dasein comprende que el Gestell amenaza
radicalmente su autonomía. Se hace necesario, decíamos, que el Dasein se resuelva a
conducirse
propiamente
como
modo
de
su
estarenelmundo. Tal
resolución
(Entschlossenheit) “no se da lejos del mundo ni aparte de la cotidianidad del uno, sino
que se da propiamente desde la solicitud, la ocupación, y la posibilidad de que el
Dasein sea conciencia de otros que no lo son” (GÓMEZ, 2016, p. 57). Pues bien, la
relación fundamental entre caída y propiedad, o para decirlo bien, con la impropiedad,
la especifica Heidegger en el mismo parágrafo 38 de ST: El Dasein está inmediata y regularmente en medio del “mundo” del que se ocupa. Este absorberse en… tiene ordinariamente el carácter de un estar perdido en lo
público del uno (…) el Dasein ha desertado siempre de sí mismo en cuanto poder
sersímismo propio, y ha caído en el “mundo” (HEIDEGGER, 2002, p. 198). Mas, dejando de estar caído, el Dasein recupera su modo de ser propiamente sí
mismo. Sabemos que esto ocurre cuando el Dasein atiende la llamada de la conciencia
(Ruf des Gewissens). Tal llamada es el cuidado para dejar de estar caído. Sin embargo,
ocurre aquí algo de la mayor trascendencia. Se trata efectivamente de un llamado al
Dasein (hecho desde él mismo, por lo demás) a hacerse cargo de su propiedad, y esto,
por medio de la resolución. Lo dicho lleva a Gómez a afirmar que: “Es con la
resolución que el Dasein sale del uno, que logra tener un dominio de sí mismo y
conocerse como lo que es propiamente” (GÓMEZ, 2016, p. 57). Esta podría ser la pieza
faltante en el engranaje de la argumentación, que permitiese conectar la posibilidad Janobifronte:propiedadeimpropiedaddelDaseinfrentealatransformaciónontológica... salvífica del Gestell con la estructura existenciaria del Dasein. De esta forma, el
Dasein parece encaminarse a custodiar la realidad de esta transformada diferencia
ontológica, solo en el modo de ser de la propiedad. Heidegger puntualiza en el
parágrafo 60 de ST: “Al mismo tiempo, los proyectos fácticos inmediatos quedan
dirigidos por el estarperdido en el uno en medio de las ocupaciones. Este estarperdido
puede ser interpelado por el propio Dasein; la interpelación puede ser comprendida en
el modo de la resolución” (HEIDEGGER, 2002, p. 315). 5.PROPIEDAD, RESOLUCIÓN Desde este punto de vista, es
el conjunto de la analítica del Dasein la que, como quien dice, blinda el modo de ser
propio contra una lectura más superficial, que pudiera ver en la impropiedad, por
ejemplo, el modo de resolución históricoreligiosa que Heidegger no se habría atrevido
a reconocer. En tal sentido, Hoberg afirmará que “sólo ella [la existencia resuelta]
aporta la Durchsichtigkeit, la perfecta transparencia consigo mismo [Sein und Zeit 299,
307], mientras que la existencia de la vida ordinaria se establece y se mueve en la no
verdad [Sein und Seit, p. 222, 256, 257; Wgr 106]” (citado en LYTHGOE, 2002, p. 264). Convendría aclarar, para no enfrentar objeciones metafísicas de ningún tipo, que
la estructura formal misma de la propiedad, tal como lo expone Lythgoe, supone la
imposibilidad de mantenerse en la propiedad. Esta observación ratificaría la tesis del
acceso ontológico de Burlando: 75 La propiedad establece una vía de acceso al sentido del ser del Dasein, en la que
lo fundamental no es el contenido de la situación abierta, su qué, sino la relación
con esta certeza, su cómo. Dado que el proceso de acceso es más importante que
la ‘verdad alcanzada’, el Dasein “…no debe obstinarse en la situación, sino que
debe comprender que, por su propio sentido aperiente, el acto resolutorio tiene
que mantenerse libre y abierto para la correspondiente posibilidad fáctica. La
certeza del acto resolutorio significa: mantenerse libre para su posible y acaso
fácticamente necesaria revocación” (LYTHGOE, 2002, p. 266). Esta autonomía que el Dasein salvaguarda de la impropiedad, de la cotidianidad,
o si se quiere, de la inauntenticidad (Uneigentlichkeit), constituiría algo así como el
impulso de una resolución orientada a contrarrestar las determinaciones ontológicas y
prácticoestéticas del Gestell. Es lo mismo que parece pensar Peck: “Alternativamente,
auténticas concepciones del símismo presumiblemente aumentarían la autonomía al
revelar
formas
prácticas
en
las
que
podemos
aumentar
nuestra
autonomía
auténticamente” (PECK, 2015, p. 21). Por cierto, toda resolución del Dasein se realiza
con una finalidad práctica determinada, o como dice Moreno, frente a un para qué
concreto: “Ya se trate de San Pablo, Hitler o Calvino, o se trate de un ser simple y
anónimo, la resolución acontece frente a algo, siempre ante una posibilidad de ser y
otras varias de no ser” (MORENO, 2002, p. 226). El Dasein, siendo propiamente sí
mismo, parece destinado a contrarrestar y superar la amenaza del Gestell. 5.PROPIEDAD, RESOLUCIÓN La propiedad
del Dasein es, pues, una cuestión ontológica, que lo sitúa no solo ante el desafío, sino
ante la exigencia de su más auténtica posibilidad de poder ser: Precisamente, en virtud de la homologación que parece existir entre verdad
D
i
l
d
i
l f
ó
d
l
d d
á
i i
i
l Precisamente, en virtud de la homologación que parece existir entre verdad
Dasein, el modo propio, o sea el fenómeno de la verdad más originario, es la
“verdad de la existencia” [Wahrheit der Existenz], entendida como acción
proyectivoejecutiva que, “desde el modo de la propiedad” [im Modus der
Eigentlichkeit], coloca al Dasein ante su más genuino poder ser (SuZ,p. 221)
(GARRIDO, 2020, p. 221). En definitiva, resolución y propiedad son concomitantes a esta posibilidad de la
mutabilidad ontológica del Gestell. Al respecto, recojo por su lucidez las palabras de
Dastur: “Lo que atestigua la resolución es que la ‘autenticidad’ del Dasein no es una LeopoldoTilleríaAqueveque noción vacía ni una idea completamente inventada (SZ, p. 301). El Dasein resuelto
alcanza efectivamente la transparencia propia de sí mismo (SZ, p. 299)” (DASTUR,
2006, p. 71). Después de todo, y como lo ha sugerido Chiodi, la Kehre del pensamiento
heideggeriano consiste en el hecho de que la exigencia metafísica predomina sobre la
exigencia existencialista (VATTIMO, 2006, p. 139). noción vacía ni una idea completamente inventada (SZ, p. 301). El Dasein resuelto
alcanza efectivamente la transparencia propia de sí mismo (SZ, p. 299)” (DASTUR,
2006, p. 71). Después de todo, y como lo ha sugerido Chiodi, la Kehre del pensamiento
heideggeriano consiste en el hecho de que la exigencia metafísica predomina sobre la
exigencia existencialista (VATTIMO, 2006, p. 139). 76 AUFKLÄRUNG,JoãoPessoa,v.7,n.2,Mai.,Ago.,2020,p.6778 0.3 Como Jano bifronte –parafraseando a Malabou, el Dasein heideggeriano se
encuentra permanentemente en la encrucijada de elegir mantenerse en el modo de la
impropiedad y, por lo mismo, perder su autonomía ante la omnipotencia tecnológica del
Gestell, o decidirse por una existencia desde la propiedad y proyectar su ser a partir de
la posibilidad de la intercambiabilidad ontológica del Gestell, resguardando así su
autonomía de la dictadura metafísica del dispositivo. 0.4 El camino del Dasein en torno a tomar posición ante la mutabilidad
ontológica del Gestell, no puede darse por predefinido y ni siquiera por conocido. Por
lo demás, el Dasein mismo es pura posibilidad, aun en su trascendencia como
fundamento. Más bien deberíamos guardar silencio ante este encaminarse ontológico,
pues, como reflexiona Barone: “Lo nulo, la nada –que es la verdad del ser debería por
consiguiente ser entendido, percibido, y al mismo tiempo continuar no siendo
identificado; debería aparecer en todos los fenómenos y al mismo tiempo permanecer,
por así decir, invisible” (BARONE, 1999, p. 39). 0.4 El camino del Dasein en torno a tomar posición ante la mutabilidad
ontológica del Gestell, no puede darse por predefinido y ni siquiera por conocido. Por
lo demás, el Dasein mismo es pura posibilidad, aun en su trascendencia como
fundamento. Más bien deberíamos guardar silencio ante este encaminarse ontológico,
pues, como reflexiona Barone: “Lo nulo, la nada –que es la verdad del ser debería por
consiguiente ser entendido, percibido, y al mismo tiempo continuar no siendo
identificado; debería aparecer en todos los fenómenos y al mismo tiempo permanecer,
por así decir, invisible” (BARONE, 1999, p. 39). 6.CONCLUSIÓN 0.1 Ante la irresolución como posibilidad permanente del Dasein, este se
adelanta por medio de la adopción del modo propio de la resolución. Mediante esta
forma, en el más propio poderser, el Dasein es capaz de hacer frente a la amenaza del
Gestell de convertirse en el marco ontológico dominante en la era tecnológica. Por
medio de este resolverse, el Dasein queda en la disposición de su poderser más propio. Lo que abre tal resolución es la posibilidad del Dasein de enfrentar las determinaciones 0.1 Ante la irresolución como posibilidad permanente del Dasein, este se
adelanta por medio de la adopción del modo propio de la resolución. Mediante esta
forma, en el más propio poderser, el Dasein es capaz de hacer frente a la amenaza del
Gestell de convertirse en el marco ontológico dominante en la era tecnológica. Por
medio de este resolverse, el Dasein queda en la disposición de su poderser más propio. Lo que abre tal resolución es la posibilidad del Dasein de enfrentar las determinaciones
del Gestell y tal como indica Peck experimentar la ruptura momentánea de su reinado q
p
Gestell y, tal como indica Peck, experimentar la ruptura momentánea de su reinad 0.2 No es posible interpretar al Dasein simplemente y sin más como el mero ser
humano que deambula por entre las cosas del mundo, sino como su radical posibilidad
de no llegar a estar nunca en posesión de su ser. Es decir, como pura posibilidad
proyectivoejecutiva
siempre
ya
fácticamente
dispuesta
(GARRIDO,
2020). Paradójicamente, es esta misma finitud de su posibilidad la que hace posible que el
Dasein se resuelva a contragolpear al Gestell y se plantee la tarea de desocultar su
fondo ontológico. ARAUJO, C. Un problema posmoderno en la tecnología: limitar los excesos de la autonomía.
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Lipids at the Crossroad of α-Synuclein Function and Dysfunction: Biological and Pathological Implications
|
Frontiers in cellular neuroscience
| 2,019
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cc-by
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Abbreviations: AA, arachidonic acid; Chol, cholesterol; DHA, docosahexaenoic acid; FFA, free fatty acids; HMG-CoA,
3-hydroxy-3-methylglutaryl coenzyme A; LB, Lewy bodies; LD, lipid droplet; PA, phosphatidic acid; PC, phosphatidylcholine;
PD, Parkinson’s disease; PE, phosphatidylethanolamine; PI, phosphatidylinositol; PL, phospholipid; PLA2, phospholipases
A2; PLC, phospholipase C; PLD, phospholipase D; PS, phosphatidylserine; PUFA, polyunsaturated fatty acids; SN, substantia
nigra pars compacta; TAGs, triacylglycerols. REVIEW
published: 01 May 2019
doi: 10.3389/fncel.2019.00175 Natalia P. Alza1,2, Pablo A. Iglesias González1†, Melisa A. Conde1,3†, Romina M. Uranga1,3
and Gabriela A. Salvador1,3* 1 Instituto de Investigaciones Bioquímicas de Bahía Blanca, Consejo Nacional de Investigaciones Científicas y Técnicas,
Universidad Nacional del Sur, Bahía Blanca, Argentina, 2 Departamento de Química, Universidad Nacional del Sur,
Bahía Blanca, Argentina, 3 Departamento de Biología, Bioquímica y Farmacia, Universidad Nacional del Sur,
Bahía Blanca, Argentina Since its discovery, the study of the biological role of α-synuclein and its pathological
implications has been the subject of increasing interest. The propensity to adopt
different conformational states governing its aggregation and fibrillation makes this
small 14-kDa cytosolic protein one of the main etiologic factors associated with
degenerative disorders known as synucleinopathies. The structure, function, and toxicity
of α-synuclein and the possibility of different therapeutic approaches to target the
protein have been extensively investigated and reviewed. One intriguing characteristic of
α-synuclein is the different ways in which it interacts with lipids. Though in-depth studies
have been carried out in this field, the information they have produced is puzzling and
the precise role of lipids in α-synuclein biology and pathology and vice versa is still largely
unknown. Here we provide an overview and discussion of the main findings relating to
α-synuclein/lipid interaction and its involvement in the modulation of lipid metabolism
and signaling. Keywords: α–synuclein, lipids, lipid metabolism, lipid signal transduction, membrane lipids INTRODUCTION α-Synuclein is a cytosolic protein of 140 amino acids which was discovered in 1988 together with
β- and γ-synucleins by Maroteaux et al. (1988). The name α-synuclein derives from the fact that it
was originally described as being located in presynaptic endings and also as being associated with
nuclear envelopes. In the central nervous system, α-synuclein is abundantly expressed in neurons
of different brain areas such as the neocortex, hippocampus, SN, thalamus, and cerebellum (Iwai
et al., 1995; Asi et al., 2014). α-Synuclein is also present in the peripheral nervous system, muscle,
liver, heart, lungs, kidney, hematopoietic cells of the bone marrow, and circulating blood cells Received: 21 December 2018
Accepted: 11 April 2019
Published: 01 May 2019 Edited by:
Lavinia Alberi,
SICHH, Switzerland
Reviewed by:
Luigi Bubacco,
University of Padova, Italy
Natalia Ninkina,
Cardiff University, United Kingdom
Jean-Christophe Rochet,
Purdue University, United States Edited by:
Lavinia Alberi,
SICHH, Switzerland Reviewed by:
Luigi Bubacco,
University of Padova, Italy
Natalia Ninkina,
Cardiff University, United Kingdom
Jean-Christophe Rochet,
Purdue University, United States *Correspondence:
Gabriela A. Salvador
salvador@inibibb-conicet.gob.ar;
salvador@criba.edu.ar *Correspondence:
Gabriela A. Salvador
salvador@inibibb-conicet.gob.ar;
salvador@criba.edu.ar *Correspondence:
Gabriela A. Salvador
salvador@inibibb-conicet.gob.ar;
salvador@criba.edu.ar
†These authors have contributed
equally to this work †These authors have contributed
equally to this work †These authors have contributed
equally to this work Specialty section:
This article was submitted to
Cellular Neuropathology,
a section of the journal
Frontiers in Cellular Neuroscience Citation: Alza NP, Iglesias González PA,
Conde MA, Uranga RM and
Salvador GA (2019) Lipids
at the Crossroad of α-Synuclein
Function and Dysfunction: Biological
and Pathological Implications. Front. Cell. Neurosci. 13:175. doi: 10.3389/fncel.2019.00175 May 2019 | Volume 13 | Article 175 1 Frontiers in Cellular Neuroscience | www.frontiersin.org α Synuclein and Lipids: Biological Intersections Alza et al. (Gardai et al., 2013; Burré et al., 2018; Mohamed Badawy et al.,
2018). β-Synuclein is also located at presynaptic terminals in
the central nervous system (Jakes et al., 1994; Wilhelm et al.,
2014) while γ-synuclein is primarily expressed in the peripheral
nervous system, and the ocular and adipose tissues (Buchman
et al., 1998; Surguchov et al., 2001). It has been reported
that γ-synuclein is overexpressed in different human tumors
(Bruening et al., 2000; Guo et al., 2007; Hibi et al., 2009). forms are considered the most toxic species, disrupting
cellular homeostasis and triggering neuronal death. Moreover,
α-synuclein can exert a deleterious effect by spreading from cell
to cell and thus contributing to progressive neurodegeneration
(Desplats et al., 2009). Identification of the factors promoting the
toxic conversion of mutated or wild-type forms of α-synuclein is
a topic of intense interest. Deeper insight into the physiological
function and pathological features of α-synuclein would not only
contribute toward a better understanding of the pathogenesis but
also help to develop biomarkers for early disease detection and
progression and to design specific disease-modifying therapies
for synucleinopathies. Though numerous studies have been carried out on the
biology of α-synuclein, its physiological function remains a
matter of debate. The search for a fuller understanding of
this function is driven by the fact that it has been linked
with several devastating diseases known as synucleinopathies,
including neurodegenerative disorders such as: PD, Lewy body
dementia, neurodegeneration with brain iron accumulation,
Krabbe disease, dementia with LB, diffuse Lewy body disease,
Lewy body variant of Alzheimer’s disease, among others (Burré,
2015; Burré et al., 2018). y
p
The α-synuclein protein is composed of three well-described
regions that confer the biological and functional characteristics
that implicate it in PD pathology. The N-terminal domain
comprises residues 1–60 and bestows lipid binding properties on
the protein, in particular, the ability to interact with membranes
and lipid micelles. Citation: This distinctive feature of α-synuclein is
explained by the presence of amphipathic repeats of 11 amino
acids, predominantly with the highly conserved KTKEGV motif,
similar to that present in apolipoprotein domains (Bussell and
Eliezer, 2003). This structural characteristic is shared with
β- and γ-synucleins (Clayton and George, 1998). The missense
mutations A53T, A30P, H50Q, G51D, A53E, and E46K reside
in the N-terminal domain of α-synuclein (Polymeropoulos
et al., 1997; Krüger et al., 1998; Zarranz et al., 2004; Flagmeier
et al., 2016). The central hydrophobic region (residues 61–95)
called NAC (non-amyloid β component) is essential for the
conformational change of α-synuclein from random coil to
β-sheets, leading to aggregation, and fibrillation (El-Agnaf et al.,
1998; Rodriguez et al., 2015). Giasson et al. (2001) demonstrated
through different assays that amino acids 71–82 represent the
specific sequence of the NAC core which is necessarily involved
in α-synuclein fibrillation. Biophysical studies using methods like
nuclear magnetic resonance, electron paramagnetic resonance,
circular dichroism and transmission electron microscopy,with
recombinant proteins of α-synuclein and synthetic fragments
of NAC were the first and are still used to demonstrate
the importance of this region in the fibrillation pathway (El-
Agnaf et al., 1998; Giasson et al., 2001; Der-Sarkissiant et al.,
2003; Tashiro et al., 2008; Waxman et al., 2009; Shaltiel-
Karyo et al., 2010). The elimination of the NAC region or its
targeting with antibodies showed to inhibit aggregation and
toxicity in cell culture (Lynch et al., 2008; Luk et al., 2009). In vivo models were also used to evaluate the pathological
effects of this region. For instance, the deletion of amino
acids 71–82 in Drosophila prevents α-synuclein aggregation and
neurotoxicity, thus testifying to the importance of this region
in the pathogenicity of the protein (Periquet et al., 2007). Differences in the amino acid sequence of the NAC region
have been attributed to be responsible for the non-fibrillation
feature of β-synuclein (Uversky and Fink, 2002). The third
region of α-synuclein, enriched in glutamate, aspartate, and
proline residues, is the acidic C-terminal domain (residues
96–140). It constitutes the main site of post-translational
modifications, such as phosphorylation and nitration, although
other modifications (ubiquitination, glycation, and methionine Parkinson’s
disease
is
the
second
most
prevalent
neurodegenerative age-associated disorder after Alzheimer’s
disease and is mainly characterized by movement impairments
such as resting tremor, bradykinesia, and rigidity. Frontiers in Cellular Neuroscience | www.frontiersin.org FUNCTIONS OF α-SYNUCLEIN The physiological cellular functions of α-synuclein are still a
matter of intense debate, despite continuous efforts over the
last 30 years to clarify the issue. Since it is highly concentrated
in presynaptic terminals, where it is associated with synaptic
vesicles (Maroteaux et al., 1988), the involvement of α-synuclein
in neurotransmission, and synaptic plasticity has been extensively
investigated (Burré, 2015; Zaltieri et al., 2015). Although
there is disagreement as to whether it promotes or inhibits
neurotransmitter release, it is well-established that α-synuclein
mediates this process by regulating the availability of synaptic
vesicles in different pools, facilitating their clustering, recycling,
and docking to the cell membrane (Chandra et al., 2005; Burré
et al., 2010; Zaltieri et al., 2015; Miraglia et al., 2018). The
involvement of α-synuclein in synaptic vesicle endocytosis has
been demonstrated (Vargas et al., 2014). In addition, α-synuclein
can act as a chaperone molecule thus contributing to the assembly
of the SNARE complex (Bonini and Giasson, 2005; Diao et al.,
2013; Burré et al., 2014). The modulation of dopamine levels
by α-synuclein has been demonstrated as a consequence of
the inhibition of the neurotransmitter synthesis through the
regulation of tyrosine hydroxylase activity (Abeliovich et al.,
2000; Peng, 2005) and the inhibition of the vesicular monoamine
transporter-2 (Guo et al., 2008). It also has a regulatory effect
on the targeting and activity of the dopamine transporter DAT
(Swant et al., 2011; Oaks et al., 2013; Butler et al., 2015). From a conformational point of view, under physiological
conditions α-synuclein is considered to be an intrinsically
unstructured protein. The soluble α-synuclein in the cytosol
is natively unfolded (Burré et al., 2013). Conformational
flexibility is largely attributed to the α-synuclein structure
because it can adopt a range of conformations depending
on its interactions with membranes or proteins (Lashuel
et al., 2013). When α-synuclein/PL interaction occurs, the
N-terminal domain takes on an α-helical configuration that
occurs physiologically in a dynamic equilibrium with the soluble
state (Eliezer et al., 2001). An α-helical homo-tetramer of the
protein has recently been identified in neurons and other cells
(Bartels et al., 2011; Wang et al., 2011; Fanning et al., 2018),
occurring in equilibrium with α-synuclein monomers. As the
tetramer is resistant to pathological aggregation, the promotion
of its formation could be protective against α-synuclein
oligomerization (Bartels et al., 2011; Dettmer et al., 2013,
2015a,b, 2017). Citation: Increased levels of the phosphorylated protein
at serine 87 have been found in human brains from LB
dementia patients (Paleologou et al., 2010) and at serine 129
in LB from PD patients (Fujiwara et al., 2002). Although this
latter has been widely investigated, its role on the pathogenesis
of PD has not been determined yet. Some authors propose
that it is implicated in α-synuclein pathological aggregation
(Fujiwara et al., 2002) whereas others suggest that it has a
protective role on the aggregation and toxicity (Oueslati et al.,
2010; Chen et al., 2019). The protein also suffers C-terminal
truncation linked to an increase of α-synuclein aggregation
in vitro (Murray et al., 2003); the loss of SN neurons in
transgenic mice overexpressing this form has been reported
(Wakamatsu et al., 2008). Both the N- and C-terminal domains
have also been involved in the interaction with proteins and
metal ions (Miotto et al., 2014; Carboni and Lingor, 2015;
Billings et al., 2016). oxidation) also occur in the N-terminal domain (Chen et al.,
2019). These modifications alter α-synuclein structure and
provoke changes in hydrophobicity and protein-protein and
protein-lipid interactions (Burré et al., 2018). Oxidation,
nitration and phosphorylation are thought to contribute to
different extents to α-synuclein aggregation and fibrillation
(Barrett and Timothy Greenamyre, 2015). Phosphorylation is
the most relevant post-translational modification related to
synucleinopathies. Increased levels of the phosphorylated protein
at serine 87 have been found in human brains from LB
dementia patients (Paleologou et al., 2010) and at serine 129
in LB from PD patients (Fujiwara et al., 2002). Although this
latter has been widely investigated, its role on the pathogenesis
of PD has not been determined yet. Some authors propose
that it is implicated in α-synuclein pathological aggregation
(Fujiwara et al., 2002) whereas others suggest that it has a
protective role on the aggregation and toxicity (Oueslati et al.,
2010; Chen et al., 2019). The protein also suffers C-terminal
truncation linked to an increase of α-synuclein aggregation
in vitro (Murray et al., 2003); the loss of SN neurons in
transgenic mice overexpressing this form has been reported
(Wakamatsu et al., 2008). Both the N- and C-terminal domains
have also been involved in the interaction with proteins and
metal ions (Miotto et al., 2014; Carboni and Lingor, 2015;
Billings et al., 2016). FUNCTIONS OF α-SYNUCLEIN Moreover, under pathological conditions, the
induction of α-synuclein aggregation results in the formation of
an initial population of oligomers enriched in insoluble cross-
β-sheets (Conway et al., 2000; Pineda and Burré, 2017). These
species may act as nuclei for the next steps of elongation
and assembly into fibrils, which are finally deposited in LB
(Wood et al., 1999; Lashuel et al., 2013). Another proposed
mechanism for the formation of fibrillar aggregates is the
lateral association of the oligomeric granules without nuclei
formation (Bhak et al., 2009; Makwana and Sundd, 2016). Oxidative stress, post-translational modifications, accumulation
of α-synuclein and changes in the levels of metal ions, PL,
and fatty acids have been proposed as modulators of the
aggregation process (Ruipérez et al., 2010; Lashuel et al., 2013;
Galvagnion, 2017). α-Synuclein also has roles which are unrelated to synaptic
functions. Surguchev and Surguchov have reviewed recent
findings focused on its implication in the regulation of gene
expression (Surguchev and Surguchov, 2017). A plethora of
other biological functions have been attributed to α-synuclein
such as regulation of apoptosis, modulation of glucose and
calmodulin levels, and neuronal differentiation (Emamzadeh,
2016). Even though these latter functions have not been explored
in depth, they provide evidence for proposing α-synuclein as a
pleiotropic molecule. β- and γ-synucleins have not been linked to the pathogenesis
of PD. However, several reports have shown that β-synuclein
has an inhibitory effect on the aggregation of α-synuclein
(Brown et al., 2016) suggesting a neuroprotective role against
synucleinopathies. Otherwise,
it
has
been
proposed
that
γ-synuclein is involved in cancer progression and metastasis
(Hibi et al., 2009; Hua et al., 2009; Dunn et al., 2015). Citation: This review focuses on the intriguing characteristic of
α-synuclein to pleiotropically interact with and modulate a
variety of lipids and on how these interactions participate in the
protein’s biological and pathological functions. Citation: The loss of
dopaminergic neurons in the SN has been identified as the
cause of the typical motor disablement (Dunnett and Björklund,
1999). Current therapies focus on the reestablishment of the
neurotransmitter dopamine for controlling motor symptoms,
but specific treatments are still not available owing mainly to
a lack of knowledge of the molecular mechanisms that trigger
neuronal degeneration and death (Oertel and Schulz, 2016). Since diagnosis occurs when the loss of dopaminergic neurons is
massive, a better understanding of the molecular events involved
in the neurodegenerative process would undoubtedly help in the
discovery of specific treatments. Parkinson’s disease is a multifactorial neurodegenerative
disorder whose etiopathogenesis is still largely unknown,
though a common finding in patients’ brain is the abnormal
accumulation, and aggregation of α-synuclein. Intracellular
aggregates of α-synuclein, named LB, constitute the histological
hallmark of the PD brain. LB are also the main histopathological
findings in the above-mentioned synucleinopathies. The role
of α-synuclein as one of the leading causes of dopaminergic
cell death was described after the identification of the first
missense mutations (A30P, E46K, and A53T) in the SNCA
gene (Polymeropoulos et al., 1997; Krüger et al., 1998; Zarranz
et al., 2004). The involvement of α-synuclein mutants in familial
inherited PD has been confirmed by genome-wide association
studies (Chang et al., 2017). In addition, SNCA duplication and
triplication causing elevated levels of the protein are associated
with early-onset PD (Singleton et al., 2003; Chartier-Harlin et al.,
2004). Although the α-synuclein protein does not display any
mutations in sporadic PD and LB dementia, its involvement
in neuronal damage is widely recognized. Of the several
mechanisms that could be responsible for the association of
α-synuclein with PD pathogenesis, there is an overall consensus
that its aggregation leading to the formation of oligomers is a
central event related to neuronal dysfunction (Ingelsson, 2016;
Bengoa-Vergniory et al., 2017). These α-synuclein oligomeric May 2019 | Volume 13 | Article 175 2 α Synuclein and Lipids: Biological Intersections Alza et al. oxidation) also occur in the N-terminal domain (Chen et al.,
2019). These modifications alter α-synuclein structure and
provoke changes in hydrophobicity and protein-protein and
protein-lipid interactions (Burré et al., 2018). Oxidation,
nitration and phosphorylation are thought to contribute to
different extents to α-synuclein aggregation and fibrillation
(Barrett and Timothy Greenamyre, 2015). Phosphorylation is
the most relevant post-translational modification related to
synucleinopathies. α-SYNUCLEIN AND MEMBRANE LIPIDS The nature of the interactions between α-synuclein and PLs
has been extensively reviewed in several papers that mainly
address this topic through biophysical studies (Dikiy and Eliezer,
2012; Pineda and Burré, 2017; Burré et al., 2018; O’Leary and
Lee, 2018). Here we will discuss the most biologically relevant
findings. One of the points included in this section is how
specific PLs participate in the induction of conformational
changes of α-synuclein and how this affects its biological and/or
pathological functions. The preferred PLs for α-synuclein membrane binding
are those with an acidic head group such as PS and PI
(Shvadchak et al., 2011). The charged nature of these PLs
makes lysine residues candidates for α-synuclein binding sites
(Jo et al., 2000; Perrin et al., 2000). The interaction between
the N-terminal of α-synuclein and PS seems to be critical
for C-terminal SNARE-dependent vesicle docking (Lou et al.,
2017). Since SNARE-dependent vesicle docking is necessary
for calcium-mediated neurotransmitter release, it is reasonable
to assume that α-synuclein/PS interaction is critical to the
neurotransmission process at the synapse. Indeed, as previously
mentioned, one of the best characterized biological functions
of α-synuclein is its participation in vesicle recycling (Scott
and Roy, 2012; Wang et al., 2014). Experiments performed in
giant unilamellar vesicles composed of different proportions of
dioleoyl-PC and several anionic PLs demonstrated that wild-
type α-synuclein binding is dependent on the presence of
negatively charged head groups. Binding to anionic PLs is
also dependent of the liquid-ordered state of the vesicles, thus
indicating that protein/membrane interactions are governed not
only by electrostatic forces but also by lipid packaging and
hydrophobic forces (O’Leary and Lee, 2018). The interaction of
β- and γ-synucleins with membranes depends on the presence of
PL acidic head group and is also determined by the curvature of
the binding surface (Ducas and Rhoades, 2012). After adipose tissue, the brain is the organ with the highest
lipid content. PL content in the brain is approximately 6% of
dry weight and is represented by two main classes of molecules:
glycerophospholipids and sphingolipids (Lahiri and Futerman,
2007). A glycerophospholipid molecule consists of two fatty
acids, one saturated and one unsaturated, esterified in sn-1
and sn-2 of the glycerol backbone, respectively. The brain is
particularly enriched in two PUFA: arachidonic acid (AA, 20:4-
ω-6) and docosahexaenoic acid (DHA, 22:6-ω-3) (Chen et al.,
2008). α-SYNUCLEIN AND MEMBRANE LIPIDS Although
the
native
α-synuclein
three-dimensional
conformation is still under discussion, differential folding states
for physiological and pathological conditions have been assigned. May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org Frontiers in Cellular Neuroscience | www.frontiersin.org 3 α Synuclein and Lipids: Biological Intersections Alza et al. equilibrium between the cytosol and the membrane fraction
(i.e., plasma membrane or vesicles). The occurrence of these
two physiological states has generated some controversy, but
consensus has now been reached that α-synuclein mainly occurs
as an intrinsically disordered monomer (Burré et al., 2013). Very
recently, a helically folded tetramer of the soluble protein has
been described in equilibrium with the monomer (Bartels et al.,
2011; Wang et al., 2011; Fanning et al., 2018). Soluble α-synuclein
exists as a random coil three dimensional structure that increases
α-helical conformation after interacting with membrane PLs,
suggesting that protein/PL interaction triggers structural changes
that could modulate biological function (Davidson et al.,
1998; Zhu et al., 2003). Furthermore, biophysical studies using
tryptophan- and spin-labeled determinations demonstrated that
the portion of the protein that interacts with the membrane
adopts an α-helix conformation which is entirely buried within
the depth of the membrane whereas the rest of the segments
present lower membrane penetration and higher flexibility
(Bussell, 2005; Wietek et al., 2013). One of the cutting-edge questions is the role of membrane
lipids in α-synuclein conformation since protein-membrane
binding has been associated with both normal and pathological
functions. It has been reported that the α-synuclein/membrane
interaction induces different α-helix states that could participate
in protein function or drive aggregation (Bodner et al., 2010;
Dikiy and Eliezer, 2012; Fares et al., 2014; Ysselstein et al., 2015;
Burré et al., 2018; O’Leary et al., 2018). At the same time, the
targeting of α-synuclein in its different conformations at the
membrane surface can alter lipid composition, thus promoting
pathological effects (van Rooijen et al., 2009; Reynolds et al.,
2011; Tosatto et al., 2012; Hellstrand et al., 2013). A significant
body of experimental evidence reinforces the hypothesis that
oligomers, the initial state of protein aggregation, are the most
neurotoxic species because of their ability, after interaction, to
disrupt biological membranes (Danzer et al., 2007; Winner et al.,
2011; Fusco et al., 2017; Galvagnion, 2017). Frontiers in Cellular Neuroscience | www.frontiersin.org α-SYNUCLEIN AND MEMBRANE LIPIDS PLs are the main constituents of cellular membranes and
because of their amphipathic nature, they provide the necessary
biophysical environment for ensuring the proper functioning of
structural proteins, receptors, enzymes, and ion channels located
at the cell surface or in intracellular membranes. The plasma and organelle membranes are asymmetric;
this characteristic determines specific and differential lipid
composition in the inner and the outer leaflets. PC, PE,
sphingomyelin, and Chol are the most abundant lipids in
the outer hemimembranes. PS and PI are acidic PLs and
are predominantly located in the inner hemimembranes. This
particular lipid composition is determinant for the formation
of lipid rafts, specific membrane liquid-ordered microdomains
that govern protein recruitment (van Meer et al., 2008;
Marquardt et al., 2015). A fact that argues in favor of the role of α-synuclein/lipid
interaction in the etiopathogenesis of synucleinopathies is that
all missense mutations responsible for familial PD are localized
in the 11-residue repeat domain that has membrane-binding
properties; indeed, these mutations alter the lipid binding
properties (Jo et al., 2002; Fares et al., 2014; Ghosh et al.,
2014; Robotta et al., 2017). A30P and E46K mutants display
altered binding to anionic PLs, thus suggesting that membrane
interaction could be disrupted in the familial forms of PD
(Stöckl et al., 2008). In native conditions, α-synuclein can be mainly found
in two states: a soluble unfolded monomeric form or a
membrane-associated multimeric form. The pathological state
of the protein is composed of predominantly β-sheet oligomers
and amyloid fibrils (Burré, 2015). PLs have been reported to
participate in and modulate the different states of α-synuclein. Originally, α-synuclein was described as a monomer in Binding to PS has been shown to induce an increase in
α-synuclein oligomerization, thus providing evidence of the role
of protein/PL interaction in the modulation of the pathological May 2019 | Volume 13 | Article 175 4 α Synuclein and Lipids: Biological Intersections Alza et al. modifications; however, it has been shown that post-translational
modifications such as phosphorylated or acetylated forms of
the protein would interact in a different way (Burré et al.,
2018). One of the physiologically relevant post-translational
modifications of α-synuclein is its acetylation in the N-terminal,
which enhances binding to PC, a zwitterionic PL presented
in micelles and small unilamellar vesicles with high curvature
(r∼16–20 nm). Chol, another important membrane constituent,
has been shown to reduce N-acetylated α-synuclein-PC binding. α-SYNUCLEIN AND MEMBRANE LIPIDS Cardiolipin-mediated binding of α-synuclein could represent
a mechanism by which the cytosolic protein is targeted
to
mitochondria
(Ghio
et
al.,
2016). Once
attached
to
the membrane surface, the protein is also able to extract
lipids,
which
could
explain
the
loss
of
mitochondrial
integrity
during
dopaminergic
neuronal
degeneration
(Pozo Devoto and Falzone, 2017). Phospholipids also participate in the spreading of α-synuclein,
mainly attributed to exosomes, and are thus involved in
synucleinopathy propagation. Mass spectrometry studies show
the presence of PC, PE, PI, PS, and the gangliosides GM2 and
GM3 in exosomes isolated from neuroblastoma cells (Marie et al.,
2015). Moreover, experiments carried out on small unilamellar
vesicles to ascertain the role of gangliosides in α-synuclein
conformation demonstrated that GM1 and GM3, as well as
exosomes, are able to accelerate the aggregation of the protein
(Marie et al., 2015). Despite the mounting evidence mentioned above, the question
of how PL interaction intervenes in α-synuclein physiological and
pathological function remains unanswered (Figure 1). In order
to shed further light on the specific role of lipid interactions in
α-synuclein biology and pathology and how these interactions
occur in vivo, it is necessary to carry out additional experiments
using models that mimic living cell lipid composition, membrane
asymmetry, and the intracellular environment. The structural changes that α-synuclein undergoes after
interacting with PLs in membranes and how these changes
contribute
to
amyloidogenesis
is
nevertheless
still
under
debate. There is agreement that acidic PLs are the preferred
lipids for membrane targeting and that the protein/lipid
ratio could be determinant for both biological function and
amyloidogenic propensity. Very recently, it has been shown
that the conformational state of α-synuclein depends on
the protein/lipid ratio. A high α-synuclein/lipid ratio would
promote
protein/protein
interaction
and
in
consequence
increase the propensity to form oligomers enriched in β-sheet
conformation which in turn could also fibrillate and induce
amyloid aggregation (Powers et al., 2017; Terakawa et al.,
2018). A low α-synuclein/lipid ratio, on the other hand,
would establish a condition of protein dilution, thus blocking
amyloid fibrillation, and indeed maintaining physiological
interactions with the membrane (Terakawa et al., 2018). Previously mentioned evidence describes the interaction of
α-synuclein with membranes in the absence of post-translational α-SYNUCLEIN AND MEMBRANE LIPIDS These in vitro results reported by O’Leary and coworkers
suggest that N-acetylation promotes the binding of α-synuclein
to highly curved membranes and that Chol interferes with
this interaction (O’Leary et al., 2018). Moreover, N-acetylated
α-synuclein has been shown to diminish the aggregation
propensity triggered by ganglioside GM1 binding (Bartels
et al., 2014). Phosphorylated α-synuclein in serine 129 has
been studied in depth in the last decade, with disparate data
being reported in relation to membrane interaction. However,
the most accepted theory to emerge from in vitro and in vivo
experiments is that the phosphorylated form has an inhibitory
effect on α-synuclein association with the membrane (Fiske
et al., 2011; Kuwahara et al., 2012; Nübling et al., 2014;
Oueslati, 2016). aggregation of the protein (Hu et al., 2016). After interacting
with PLs, the impairing effects of α-synuclein on biological
membranes could be explained by the increase in membrane
tension and lipid extraction that promote pore formation and
membrane lysis (Jo et al., 2000; Zhu et al., 2003; Tosatto et al.,
2012; Braun and Sachs, 2015; Pan et al., 2018). In line with this,
it has been proposed that the interaction between acidic PLs and
α-synuclein plays a role during nuclear extrusion in erythroblast
differentiation (Araki et al., 2018). Phosphatidic acid (PA), another anionic PL, differs from PS,
and PI mainly in terms of the small size of its head group;
this particular characteristic allows its localization very close
to the hydrophobic core of the lipid bilayer. PA is also an
α-synuclein partner for membrane targeting (Perrin et al., 2000). Specifically, PA esterified with saturated/monounsaturated fatty
acids is the preferred molecular species for α-synuclein binding
and also induces an enhancement in protein aggregation through
the induction of changes in the secondary structure (Mizuno
et al., 2017). It has been reported that α-synuclein overexpression
is also able to modulate enzyme pathways that produce PA
(Dikiy and Eliezer, 2012) (see the section “α-Synuclein and
Lipid Signaling”). α-Synuclein has also been shown to be associated with
mitochondrial membranes (Ghio et al., 2016). Binding of
α-synuclein to mitochondrial membranes has been detected
in SN dopaminergic neurons from mice and human brain
(Li et al., 2007; Devi et al., 2008). The nature of protein
association
with
mitochondria
was
determined
by
using
liquid-disordered
membranes
enriched
in
cardiolipin,
an
essential
PL
very
abundant
in
the
inner
mitochondrial
membrane
and
also
essential
for
organelle
function. Frontiers in Cellular Neuroscience | www.frontiersin.org α-SYNUCLEIN AND LIPID DROPLETS Neutral lipids are part of a large, heterogeneous family
of compounds with the distinctive characteristic of being
hydrophobic molecules. Another of their particular features is the
lack of charged groups. The two main classes of neutral lipids
in mammals are TAGs and Chol esters, both of which reside
in the cytosol, contained in a simple membrane-surrounded
organelle, the LD (Welte, 2015). LD membranes contain PLs,
unesterified Chol, and specific anchored proteins with signaling
and lipolytic functions (Gao et al., 2017; Sztalryd and Brasaemle,
2017); as highly dynamic storage organelles, they provide a
rapidly mobilizable TAG pool to act as an energy source or as a
fatty acid donor for lipid remodeling processes. May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org Frontiers in Cellular Neuroscience | www.frontiersin.org 5 α Synuclein and Lipids: Biological Intersections Alza et al. FIGURE 1 | α-Synuclein/lipid interactions: from the plasma membrane to intracellular compartments and extracellular vesicles. Soluble α-synuclein exists as a
random coil three-dimensional structure. Membrane targeting with acidic PLs (PS and PI) triggers α-helical folding at the N-terminal domain. Protein pathological
conformation is predominantly represented by β-sheet oligomers and amyloid fibrils. α-Synuclein pathological aggregation is dependent on the protein/lipid ratio. Spreading of α-synuclein, largely attributed to exosomes, is also regulated by its interaction with the PLs of the extracellular vesicles. Free fatty acids, mainly DHA,
are able to induce α-synuclein oligomerization. After the interaction with lipid peroxidation products, α-synuclein is prone to the formation of toxic stable oligomers. α-Synuclein also regulates Chol efflux via ABCA1 transporter. DHA, docosahexaenoic acid; PA: phosphatidic acid; PI, phosphatidylinositol; PS, phosphatidylserine. FIGURE 1 | α-Synuclein/lipid interactions: from the plasma membrane to intracellular compartments and extracellular vesicles. Soluble α-synuclein exists as a
random coil three-dimensional structure. Membrane targeting with acidic PLs (PS and PI) triggers α-helical folding at the N-terminal domain. Protein pathological
conformation is predominantly represented by β-sheet oligomers and amyloid fibrils. α-Synuclein pathological aggregation is dependent on the protein/lipid ratio. Spreading of α-synuclein, largely attributed to exosomes, is also regulated by its interaction with the PLs of the extracellular vesicles. Free fatty acids, mainly DHA,
are able to induce α-synuclein oligomerization. After the interaction with lipid peroxidation products, α-synuclein is prone to the formation of toxic stable oligomers. α-Synuclein also regulates Chol efflux via ABCA1 transporter. DHA, docosahexaenoic acid; PA: phosphatidic acid; PI, phosphatidylinositol; PS, phosphatidylserine. LDs (Colebc et al., 2002). α-SYNUCLEIN AND LIPID DROPLETS α-Synuclein mutants display a different
behavior: whereas A53T strongly associates with LDs, A30P
remains cytosolic. These findings were corroborated by the
heterologous expression of human α-synuclein in Saccharomyces
cerevisiae (Sere et al., 2010). The biological significance of
the α-synuclein-induced increase in LDs observed in yeasts
was addressed in a mutant strain unable to synthesize neutral
lipids and more tolerant to α-synuclein overexpression (Sere
et al., 2010). In line with these findings, we recently reported
that A53T α-synuclein overexpression in dopaminergic neurons
induces an increase in TAG production and LD accumulation
(Sánchez Campos et al., 2018). Fe exposure in A53T α-synuclein-
overexpressing neurons increases protein aggregation, thus also
augmenting TAG and LD content (Sánchez Campos et al., 2018). The nature of the α-synuclein/LD interaction has been shown
to depend on PL packing at the LD membrane, being not fully
packed monolayers the preferred surface for protein binding
(Thiam et al., 2013). LD surface has been described as a higher
hydrophobic environment than the PL bilayer (Thiam et al., 2013;
Kory et al., 2016). The need for this highly hydrophobic organelle
has been reported in other biological processes such as protein
viral assembly (Ogawa et al., 2009; Welte and Gould, 2017). Though LDs are present in almost all cell types, their
major occurrence is in adipocytes and hepatocytes. They also
serve as cellular stress indicators and are associated with
pathological states including starvation, infection, cancer, and
liver steatosis (Gluchowski et al., 2017; Tirinato et al., 2017). Scarce information on the precise function of LDs on the nervous
system is available in the literature. However, recent works
correlate the appearance of LDs with pathological situations
in neurodegenerative disorders. Glial cells were reported to be
LD-positive cells that accumulate neutral lipids in response to
the injury of neighbor neurons in several neurodegenerative
conditions (Liu et al., 2015; Cabirol-Pol et al., 2018). LDs
were detected in Aplysia axons and neuronal primary cultures
and neurons of Huntington’s disease models (Savage et al.,
1987; Martinez-Vicente et al., 2010; Welte, 2015). In addition,
iron accumulation, an event intensively described in several
neurodegenerative processes and also in PD, has been shown to
increase LD formation in dopaminergic neurons (Salvador, 2010;
Schneider and Bhatia, 2012; Sánchez Campos et al., 2015). A large body of evidence points to α-synuclein/LD interaction. Experiments performed in vitro demonstrate that α-synuclein
binds to artificial 60
nm
diameter
LDs
(Thiam
et
al.,
2013). Frontiers in Cellular Neuroscience | www.frontiersin.org α-SYNUCLEIN AND FATTY ACIDS Another interesting discussion is the role of FFA in α-synuclein
biology. Brain
membranes
exclusively
contain
a
high
concentration of PUFA, DHA, and AA being the most abundant. DHA is an essential fatty acid that needs to be incorporated
from the diet, and disturbances in its metabolism have been
reported to be associated with both neurodevelopment and
neurodegenerative disorders (Chen et al., 2008). Some years
ago, several in vitro observations proposed that α-synuclein
could act as a fatty acid binding protein in the brain (Sharon
et al., 2001). Soon afterward, PUFA were shown to promote the
assembly of α-synuclein soluble oligomers (Sharon et al., 2003a;
Karube et al., 2008). Both DHA and to a lesser extent AA are
able to induce α-synuclein oligomerization as demonstrated
by transmission electron microscopy, electrophoresis of native
gels, and fluorescence assays with thioflavin T (Broersen et al.,
2006). Relative concentrations of α-synuclein and DHA appear
to govern the free and bound states of the protein and also
its conformational changes, by increasing its α-helix structure
(Sharon et al., 2001; Fecchio et al., 2018). Moreover, prolonged
exposure to PUFA triggers the formation of α-synuclein fibrils. The establishment of oligomeric or fibrillar conformations in the
presence of DHA depends on the protein/FFA ratio. Whereas
fibril formation is favored by a 1:10 molar ratio, oligomeric
species characterized by lack of seeding properties for fibrillation
are stabilized by a 1:50 ratio (De Franceschi et al., 2011). The
general consensus among the broad range of studies on the
effect of fatty acids on α-synuclein biology is that PUFA elicit the
formation of diverse oligomeric forms with differential structural
and biological properties (Perrin et al., 2001; Fecchio et al.,
2013). Oligomeric species generated in vitro by DHA exposure
showed a partial α-helical structure, with the capacity to alter the
membrane permeability and thus to trigger cytotoxicity (Fecchio
et al., 2013). β- and γ-synucleins are also able to interact with
PUFA trough their lipid binding domain (Perrin et al., 2001). The reported findings highlight the connection between
oligomeric α-synuclein and fatty acid oxidation in dopaminergic
toxicity, suggesting the existence of a positive loop of increased
damage when α-synuclein is allowed to interact with PUFA and
their oxidation products. One of the most accepted theories for
the onset of neurodegenerative diseases associated with aging
postulates the increase in oxidative stress as one of the main
gating factors. α-SYNUCLEIN AND FATTY ACIDS Since the well-described decrease in antioxidant
defenses associated with the aging process increases oxidative
stress, it is arguable that lipid peroxides could be available for
the interaction with α-synuclein thus triggering the generation
of toxic oligomeric forms. Moreover, the extensively documented
decrease in brain PUFA content during aging could also be
responsible for an increase in saturated PLs at the membranes
that in turn could decrease the association with α-synuclein and
augment the cytosolic levels of the protein available for binding
with lipid peroxides (López et al., 1995; Giusto et al., 2002; Mateos
et al., 2010; Ledesma et al., 2012). Studies on oligodendroglial cells
overexpressing the A53T mutant have shown that oxidative stress
exposure after supplementation with DHA is able to promote
the genesis of inclusion bodies whose composition includes
phosphorylated α-synuclein (serine 129) and ubiquitinated and
SUMOylated proteins, all reported to be aggregation inducers
(Riedel et al., 2011). A number of PD animal models have been used to
corroborate some of the above-discussed in vitro results. The
use of transgenic mice overexpressing different α-synuclein
forms and subjected to high-DHA diet has served to support
some of the earlier findings. Yakunin et al. (2012) showed
increased accumulation of soluble and insoluble α-synuclein
forms accompanied by astrocytosis and neuritic defects in
an A53T transgenic mouse model fed a DHA-enriched diet. Experiments in vivo with transgenic mice expressing the A53T
α-synuclein mutant demonstrated that a diet with high DHA
content reduces lipoxidative damage (Muntané et al., 2010). A very recent report demonstrated that a diet supplemented with
n-3 PUFA promotes the accumulation of a 42-kDa oligomeric
form of the protein (Yakunin et al., 2012; Coulombe et al.,
2018). Analysis of post-mortem human brains corroborates some
of the previous in vitro and in vivo experimental findings. Protein profile of synucleinopathy patients was enriched with A rise in free DHA levels in cytosolic fractions has already
been found in brains of patients with PD and LB dementia,
and this could be responsible for the oligomerization of
α-synuclein and the underlying neuronal damage (Sharon
et al., 2003b). Biophysical studies combined with transmission
electron microscopy demonstrated that DHA in solution
is able to form oil droplets. These oil droplets can be
remodeled by α-synuclein, reducing their size and fatty acid
concentration (Broersen et al., 2006; De Franceschi et al., 2009;
Figure 1). α-SYNUCLEIN AND LIPID DROPLETS Moreover, it has been shown that in HeLa cells
incubated with a high concentration of fatty acid, wild-type
α-synuclein translocates from the cytosol to the surface of The
relevance
of
the
biological
interaction
between
α-synuclein/LD has not been explored in vivo, but it can be
proposed that LDs are early markers of neurodegenerative May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org 6 α Synuclein and Lipids: Biological Intersections Alza et al. products of DHA, mainly through its histidine residue in
position 50 (De Franceschi et al., 2017). Moreover, it has been
observed that lysine residues, acting as nucleophiles, are able
to interact with electrophilic products of lipid peroxidation and
that this protective effect is weakened after lysine acetylation. Additionally, α-synuclein binding to liposomes containing PC
and PA enriched with PUFA has been reported to have a
protective effect against nitration and oxidation (Trostchansky
et al., 2006). The interaction of α-synuclein with 4-hydroxy-
2-nonenal, one of the main products of PUFA peroxidation,
is able to promote the formation of toxic stable oligomers,
and also prevent the passage toward the final state of fibrils
(Qin et al., 2007; Puspita et al., 2017; Shamoto-Nagai et al.,
2018). Furthermore, dopaminergic cells incubated with free
PUFA showed decreased viability associated with the presence of
oligomeric α-synuclein (Assayag et al., 2007). processes and the characteristic of these vesicles make them good
candidates for the modulation of α-synuclein conformational
changes and pathological aggregation. Further research is
required for a deeper understanding of these phenomena and
their implications in synucleinopathies (Figure 1). Frontiers in Cellular Neuroscience | www.frontiersin.org α-SYNUCLEIN AND FATTY ACIDS In addition, the interaction with DHA droplets
promotes differential susceptibility of proteolytic degradation
(De Franceschi et al., 2009). α-Synuclein has been shown not only to form covalent bonds
with DHA but also to act as a scavenger of the oxidation May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org Frontiers in Cellular Neuroscience | www.frontiersin.org 7 α Synuclein and Lipids: Biological Intersections Alza et al. both soluble and insoluble oligomers and a positive correlation
between the accumulation of α-synuclein oligomers and cytosolic
DHA content was reported (Sharon et al., 2003a,b). both soluble and insoluble oligomers and a positive correlation
between the accumulation of α-synuclein oligomers and cytosolic
DHA content was reported (Sharon et al., 2003a,b). Several experimental evidences have demonstrated that both
the absence and the overexpression of α-synuclein are able to
disturb lipid homeostasis by increasing neutral lipid storage. In
astrocytes and whole brain, the absence of α-synuclein switches
the distribution of fatty acids to neutral lipid reserves and also
increases neutral lipid mass (Castagnet et al., 2005; Barceló-
Coblijn et al., 2007). Surprisingly, α-synuclein overexpression
gives rise to abnormal lipid metabolism in yeasts, characterized
by an increase in LD content (Outeiro and Lindquist, 2003; Su
et al., 2010). In line with this, overexpression of wild-type and
mutant forms of α-synuclein triggers the accumulation of LDs in
HeLa cells, and in human-induced pluripotent stem cell (Colebc
et al., 2002; Fanning et al., 2018). Regarding these findings, it
can be suggested that physiological levels of α-synuclein are
necessary for lipid homeostasis. γ-Synuclein, another member of
the synuclein family, has also been implicated in the maintenance
of LD formation and in the modulation of lipid composition in
adipocytes and the nervous system in mice (Guschina et al., 2011;
Voshol et al., 2012). All these findings postulate DHA in soluble and esterified
forms as an important candidate for modulating both the
targeting and the biological function of α-synuclein. Thus, the
regulation of DHA availability under pathological conditions
could be an important event for regulating α-synuclein
oligomerization and aggregation processes. In this sense, lipid
pathways involved in DHA acylation, and deacylation could
constitute a promising strategy for new therapeutic approaches
in synucleinopathies (see section “α-Synuclein and Lipid
Signaling”) (Figures 1, 3). α-SYNUCLEIN AND LIPID METABOLISM The clear involvement of a crosstalk between α-synuclein and
lipid metabolism was investigated by Murphy’s group using
protein knock-out mice (Castagnet et al., 2005; Golovko et al.,
2006, 2007, 2009; Barceló-Coblijn et al., 2007; Golovko and
Murphy, 2008). SNCA (−/−) mice oppositely metabolize the
two main brain PUFA, AA, and DHA. The lower intake of AA
reported both in neurons and astrocytes from SNCA (−/−)
mice was reverted by exogenous wild-type α-synuclein through
the modulation of acyl-CoA synthetase activity (Golovko et al.,
2006). However, DHA turnover and acylation in PE, PI, and
PS was found to be increased in SNCA (−/−) mice when
compared with SNCA (+/+) mice (Golovko et al., 2007). This differential effect in AA and DHA metabolism as a
consequence of the silencing of α-synuclein argues in favor of
compensatory mechanisms associated with PUFA content in
brain membranes (Figure 2). In harmony with these results, a recent study in our laboratory
showed that the overexpression of A53T α-synuclein induces an
increase in TAG content and the accumulation of LDs in N27
dopaminergic neurons (Sánchez Campos et al., 2018). The rise
in neuronal TAG content was associated with increased fatty acid
synthase expression and Acyl-CoA synthetase activity, with no
variations in TAG lipase activity or in fatty acid β-oxidation,
thus demonstrating that the overexpression of A53T α-synuclein
triggers a lipid metabolic switch in dopaminergic neurons. Pharmacological blockage of TAG de novo synthesis renders
the neurons more susceptible to iron-induced oxidative stress
(Sánchez Campos et al., 2018). α-Synuclein biology and Chol metabolism have been shown
to interact in many different ways. Such intersections regulate FIGURE 2 | Crosstalk between α-synuclein and lipid metabolism. Knock-down and overexpression of α-synuclein have demonstrated the involvement of the protein
in lipid metabolism. In α-synuclein knock-out mice, AA and DHA, the main polyunsaturated fatty acids in the brain, are oppositely metabolized: whereas AA intake is
diminished, DHA turnover and acylation in PI and PS are increased. α-Synuclein overexpression triggers an increase in TAG content and LD accumulation by
stimulation of acyl-CoA synthetase activity and probably the modulation of HMG-CoA reductase. AA, arachidonic acid; DHA, docosahexaenoic acid; HMG-CoA,
3-Hydroxy-3-methyl glutaryl coenzyme A; LD, lipid droplet; PI, phosphatidylinositol; PS, phosphatidylserine; TAG, triacylglycerol. FIGURE 2 | Crosstalk between α-synuclein and lipid metabolism. Knock-down and overexpression of α-synuclein have demonstrated the involvement of the protein
in lipid metabolism. α-SYNUCLEIN AND LIPID METABOLISM In α-synuclein knock-out mice, AA and DHA, the main polyunsaturated fatty acids in the brain, are oppositely metabolized: whereas AA intake is
diminished, DHA turnover and acylation in PI and PS are increased. α-Synuclein overexpression triggers an increase in TAG content and LD accumulation by
stimulation of acyl-CoA synthetase activity and probably the modulation of HMG-CoA reductase. AA, arachidonic acid; DHA, docosahexaenoic acid; HMG-CoA,
3-Hydroxy-3-methyl glutaryl coenzyme A; LD, lipid droplet; PI, phosphatidylinositol; PS, phosphatidylserine; TAG, triacylglycerol. FIGURE 2 | Crosstalk between α-synuclein and lipid metabolism. Knock-down and overexpression of α-synuclein have demonstrated the involvement of the protein
in lipid metabolism. In α-synuclein knock-out mice, AA and DHA, the main polyunsaturated fatty acids in the brain, are oppositely metabolized: whereas AA intake is
diminished, DHA turnover and acylation in PI and PS are increased. α-Synuclein overexpression triggers an increase in TAG content and LD accumulation by
stimulation of acyl-CoA synthetase activity and probably the modulation of HMG-CoA reductase. AA, arachidonic acid; DHA, docosahexaenoic acid; HMG-CoA,
3-Hydroxy-3-methyl glutaryl coenzyme A; LD, lipid droplet; PI, phosphatidylinositol; PS, phosphatidylserine; TAG, triacylglycerol. May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org Frontiers in Cellular Neuroscience | www.frontiersin.org 8 α Synuclein and Lipids: Biological Intersections Alza et al. one another in a complex and not yet fully understood manner
(Yeger-Lotem et al., 2009; Galvagnion, 2017). Controversial
information coexists regarding plasma Chol level since it has
been considered as either positive or negative risk factor for
PD, or even not being linked at all to PD (Galvagnion, 2017). More concrete evidence links oxidized Chol derivatives with
the onset and progression of PD (Bosco et al., 2006; Marwarha
and Ghribi, 2015). In this regard, 27-hydroxycholesterol, a
product of Chol oxidation, has been found to be increased
in the brain, cortex and plasma, of PD patients (Lee et al.,
2009; Seet et al., 2010; Cheng et al., 2011). Moreover,
exogenous 27-hydroxycholesterol is able to induce the expression
and accumulation of α-synuclein in human dopaminergic
neurons through a transcriptional mechanism mediated by the
transcription factor LXRβ (Marwarha et al., 2011). A possible
mechanism that supports these findings could be the regulation
of Chol efflux from neuronal cultures via ABCA1 transporter
associated with the increased levels of oxidative stress reported
in PD (Hsiao et al., 2017). the overexpression of α-synuclein (Velázquez et al., 2016;
Garcia et al., 2018; Pitcairn et al., 2018). α-SYNUCLEIN AND LIPID SIGNALING Apart from their structural and biophysical role in biological
membranes, lipids also serve as reservoirs of intracellular and
extracellular messengers. One of the most investigated events in
lipid signaling is the action of phospholipases and PL kinases
and phosphatases that produce different lipid and non-lipid
messengers from membrane PLs. Regarding Chol biosynthesis, in silico analysis from the
Yeger-Lotem laboratory identified the ergosterol-mevalonate
pathway as a candidate for the cellular response to α-synuclein
toxicity. One of the identified genes is Hrd1, a ubiquitin protein
ligase related with the regulation of HMG-CoA reductase, the
rate-limiting enzyme for the de novo Chol synthesis (Yeger-
Lotem et al., 2009). They also found that pharmacological
inhibition of HMG-CoA reductase by statins makes yeasts more
vulnerable to α-synuclein toxicity (Yeger-Lotem et al., 2009). Phospholipases catalyze the hydrolysis of acyl and phosphate
esters and are named according to their hydrolyzed position on
the PL molecule. Among them, PLA2 and phospholipases C and
D (PLC and PLD) are widely studied and many of them have been
implicated in neurodegenerative processes. Our results in dopaminergic neurons and those obtained in
yeasts suggest a protective role of neutral lipids (TAG and Chol)
during α-synuclein overexpression either against proteotoxicity
or against oxidative stress (Yeger-Lotem et al., 2009; Auluck
et al., 2010; Sánchez Campos et al., 2018). However, contrasting
effects have been reported in primary human neurons treated
with statins (Bar-On et al., 2008; Roy and Pahan, 2011). In
view of the above, additional studies are needed to understand
the biological significance of these controversial experimental
evidences. Concerning this matter, the clinical relevance of statins
is still under debate and is currently being addressed in a trial
with PD patients treated with simvastatin which ends in 2020
(Carroll and Wyse, 2017). Phospholipases A2 catalyzes the hydrolysis of the fatty acid
esterified in the sn-2 of the glycerol backbone of PL moieties
and releases FFA and a lysophospholipid. There are currently
six different known types of PLA2: secreted (groups I, II, III,
V, IX, X, XI, XII, XIII, and XIV), cytosolic (cPLA2, group IV),
calcium-independent (iPLA2, group VI), lipoprotein (groups VII
and VIII), adipose (group XVI) and lysosomal (group XV),
together constituting an enzyme superfamily (Dennis et al., 2011;
Vasquez et al., 2018). In terms of neurodegenerative processes,
and specifically PD, the most studied PLA2 isotypes are cPLA2
and iPLA2. α-SYNUCLEIN AND LIPID METABOLISM The other possibility
is that α-synuclein could be involved in the regulation of
gene expression associated with lipid metabolism. This latter
possibility relates to the high DNA affinity of amyloidogenic
proteins, the nuclear localization of α-synuclein, and its
participation
in
epigenetic
modifications
through
histone
acetylation (Ma et al., 2014; Surguchev and Surguchov, 2017). Specifically, it has been described that α-synuclein modulates
gene expression related with cell survival by decreasing H3
acetylation (Pavlou et al., 2017) and with ubiquitination (Martins
et al., 2011). Additional studies will be required to ascertain
which of the above-mentioned mechanisms are biologically and
pathologically involved and their link with lipid metabolism. Frontiers in Cellular Neuroscience | www.frontiersin.org α-SYNUCLEIN AND LIPID SIGNALING The classical role assigned to iPLA2 enzymes is
their active participation in membrane homeostasis through PL
remodeling in Lands cycle where phospholipase activity operates
coordinately with PL-acyltransferases. Later findings postulate
other important functions for iPLA2s: while lysophosphatidyl
moieties have been shown to modulate store-operated calcium
entry, the released fatty acid, mostly DHA, has been described
as the preferred substrate for the production of resolvins, lipid
mediators involved in the resolution of inflammatory processes
(Bazan, 2005; Serhan and Petasis, 2011). iPLA2 are mainly
encoded by the PLA2G6 gene. In the nervous system, iPLA2β
has been shown to be essential for remodeling membrane
PLs in axons and synapses. Mutations in PLA2G6 have been
associated with several neurodegenerative disorders, including
adult-onset dystonia-parkinsonism, PARK14. In this regard,
PLA2G6 knock-out mice have been widely used for the study
of neuronal membrane-associated degeneration (Sumi-Akamaru
et al., 2016). Indeed, increased expression of α-synuclein has The accumulated data allows us to propose a biological
function for α-synuclein as a lipid metabolism modulator. Both
at physiological levels and when overexpressed, α-synuclein is
able to trigger a metabolic switch involving several aspects
of lipid biology (Figure 2). The main biological response to
α-synuclein overexpression is an increase in neutral lipid content
that could be related to a neuroprotective strategy, whereas
under physiological conditions the modulation of AA levels
by the protein appears to be associated with prostaglandin
generation and thus with a role in the inflammatory cascade
(Golovko et al., 2007). The
open
question
is
how
α-synuclein
triggers
the
above-mentioned metabolic changes. One possibility is that the
switch in neutral lipid metabolism in terms of LD accumulation
could be a consequence of endoplasmic reticulum stress and
autophagy impairment, triggered by proteotoxicity due to May 2019 | Volume 13 | Article 175 9 α Synuclein and Lipids: Biological Intersections Alza et al. been associated with mitochondrial injury triggered by iPLA2
dysfunction in PLA2G6 knock-out animals (Sumi-Akamaru
et al., 2016). Moreover, the impairment of iPLA2-dependent
calcium signaling has recently been implicated in neuronal
loss through autophagic dysfunction in dopaminergic neurons
derived from fibroblasts from PD patients and PLA2G6
knock-out animals (Zhou et al., 2016). question is whether the dyshomeostasis between cPLA2 and
iPLA2
triggered
by
α-synuclein
overexpression
could
be
responsible for a differential AA/DHA ratio and availability, thus
modulating the balance between inflammation and resolution
processes and promoting the neuroinflammatory phenotype
in PD (Figure 3). α-SYNUCLEIN AND LIPID SIGNALING Among the classical signaling pathways associated with
G-protein-coupled receptors is PI-specific PLC. Upon receptor
activation, PLC hydrolyzes PI 4,5-bisphosphate to produce
the lipid messenger diacylglycerol and the soluble inositol
triphosphate. There are now six different families of PLC
(β, γ, δ, ε, ζ, and η) described in different tissues, with
pleiotropic functions associated with the membrane receptor
to which they are coupled (Kadamur and Ross, 2013). It
has recently been shown that α-synuclein overexpression
interferes with Gq/PLC-β signaling by preventing the rise
in cytosolic calcium and ERK 1/2 activation (Volta et al.,
2017). α-Synuclein is also able to trigger the impairment of
G-protein signaling associated with sphingosine-1-phosphate
by promoting the exclusion of the receptor from lipid rafts
(Mohamed Badawy et al., 2018). cPLA2 is mainly associated with the release of AA, the
obligate substrate for prostaglandins generation catalyzed by
cyclooxygenase-2, which is considered one of the main pathways
mediating inflammatory response. Though neuroinflammation is
a hallmark of PD, the specific PLA2 isoforms that are activated
in dopaminergic neuronal damage have not been fully described. Besides the classical inflammatory process, the exposure to
extracellular α-synuclein is able to activate cPLA2 and to promote
synapse damage induced by phospholipase-dependent activity
(Bate and Williams, 2015). Upon PLA2 activation, it is important that fatty acid release
be properly coupled to PL acylation activity; impairment of
the Lands cycle could be responsible for an increase in FFA
availability (DHA, AA). This increase in FFA availability,
could in turn, be associated with α-synuclein and promote
its oligomerization. The rise in cytosolic/soluble DHA content
reported by Sharon and coworkers in post-mortem brains in PD
and LB dementia patients is in agreement with the activation of
any specific PLA2 that could consecutively induce α-synuclein
oligomerization and aggregation (Sharon et al., 2003a). The
workings of this mechanism still lack clarity. Phospholipase D signaling impairment has been reported
in Alzheimer’s disease and the signaling pathway is, therefore,
an emerging therapeutic target for this neurodegenerative
disorder (Brown et al., 2017). The role of PLD in α-synuclein-
associated pathologies, however, still lacks clarity. Classical
PLDs, PLD1 and PLD2, catalyze the hydrolysis of the PC
head group in order to produce PA. PA has pleiotropic
functions both as a lipid messenger, regulating the activity of
signaling proteins, and as an important modulator of membrane
curvature. CONCLUDING REMARKS enzymes participate in brain development and cognitive function
(Burkhardt et al., 2014). The role of classical PLDs in the several processes of
the
nervous
system
has
been
well-established,
but
their
participation in neurodegenerative processes associated with
synucleinopathies is not clear. In vitro and in vivo assays
have given rise to a number of divergent reports of the role
of α-synuclein in PLD signaling. In vivo experiments have
demonstrated that α-synuclein-induced PLD2 inhibition is able
to prevent dopaminergic neurodegeneration (Gorbatyuk et al.,
2010), whereas in vitro assays using recombinant α-synuclein
and purified PLD1 and PLD2 have shown no inhibition of PLD
activity (Rappley et al., 2009). However, protein profile studies in
post-mortem brains from PD patients display diminished PLD1
expression (Bae et al., 2014). In yeast, it has been demonstrated
that PLD inhibition elicited by α-synuclein was related to
dysregulation of lipid metabolism and trafficking (Outeiro and
Lindquist, 2003). In line with this, our laboratory has recently
described that the overexpression of human α-synuclein in
neuroblastoma cells is able to induce a decrease in PLD1
mRNA and protein levels and to impair ERK1/2 signaling
(Conde et al., 2018). In this cellular model of synucleinopathy,
we demonstrated that the inhibition of PLD1 expression and
the impairment of ERK1/2 signaling triggered by α-synuclein
overexpression are associated with a decrease in neurofilament
light chain expression and in consequence with alteration of
the neuronal cytoskeleton. The reported findings highlight the
biological significance of PLD regulation exerted by α-synuclein
that could modulate PA levels in a compartment-specific
manner, thus impacting on different cellular functions: (i)
vesicular trafficking, (ii) membrane curvature and membrane
protein targeting, (iii) lysosomal activity, and (iv) PA-dependent
signaling, among others (Figure 3). This review covers the diversity of ways in which α-synuclein
interacts and connects with lipid biology. Much of the
experimental evidences dealing with the physical interaction of
the protein with different lipid moieties derive from biophysical
studies performed on artificial membranes. It is clear that
the α-synuclein N-terminal domain is able to interact with
the majority of PLs and with Chol with different affinities. Further research is required in order to shed more light
on precisely which of these α-synuclein/lipid interactions
occur in vivo; clear findings will undoubtedly contribute to a
fuller understanding of both the biological and pathological
implications of α-synuclein. CONCLUDING REMARKS Efforts toward a more detailed characterization of α-synuclein
interventions in lipid metabolism and signaling will open
the way to a more in-depth assessment of the protein’s
implications for therapeutic purposes. One hypothesis to be
tested is whether α-synuclein pleiotropic properties are able
to trigger a lipid metabolic and signaling switch, creating
a propensity to interact and aggregate thus establishing a
positive feedback. Unraveling this paradigm could provide
not only new insights into the biological role of α-synuclein
but
also
innovative
ways
of
devising
strategies
for
the
treatment of synucleinopathies. α-SYNUCLEIN AND LIPID SIGNALING Whereas neuronal PLD1 has been associated with
cytoskeleton architecture, PLD2 activity is linked to molecular
events triggered by the activation of membrane receptors
(Watanabe et al., 2011; Comoglio et al., 2014). Both PLD1
and PLD2 have been reported to participate in astroglial
differentiation (Burkhardt et al., 2015). Genetic deletion of
PLD1 or PLD2 in transgenic mice demonstrates that both The fact that SNCA knock-out mice present enhanced
prostaglandin generation during neuronal injury argues in
favor of a biological role for α-synuclein in the regulation
of the inflammatory cascade (Golovko and Murphy, 2008). It has been demonstrated that DHA, mainly released from
PLs by iPLA2 action, has a long half-life compared with
other fatty acids and that its free form is the preferred
substrate for neuroprotectin synthesis, and the resolution
of the inflammatory process (Murphy, 2013). An important FIGURE 3 | α-Synuclein and the modulation of lipid signaling. α-Synuclein is able to intervene lipid signaling by the modulation of phospholipase activities. The
α-synuclein -induced impairment of cPLA2 and iPLA2 signaling triggers an imbalance in the AA/DHA ratio that finally could affect the balance of inflammation and
resolution processes. Calcium signaling and ERK 1/2 activation are modulated by α-synuclein through PLC pathway impairment. α-Synuclein intervention in PLD
signaling impacts on diverse cellular functions as vesicular trafficking, membrane curvature, and membrane protein targeting, lysosomal activity and PA-dependent
signaling. AA, arachidonic acid; DHA, docosahexaenoic acid; PA, phosphatidic acid; cPLA2, calcium-sensitive cytosolic phospholipase A2; iPLA2,
calcium-independent phospholipase A2; PLC, phospholipase C; PLD, phospholipase D. FIGURE 3 | α-Synuclein and the modulation of lipid signaling. α-Synuclein is able to intervene lipid signaling by the modulation of phospholipase activities. The
α-synuclein -induced impairment of cPLA2 and iPLA2 signaling triggers an imbalance in the AA/DHA ratio that finally could affect the balance of inflammation and
resolution processes. Calcium signaling and ERK 1/2 activation are modulated by α-synuclein through PLC pathway impairment. α-Synuclein intervention in PLD
signaling impacts on diverse cellular functions as vesicular trafficking, membrane curvature, and membrane protein targeting, lysosomal activity and PA-dependent
signaling. AA, arachidonic acid; DHA, docosahexaenoic acid; PA, phosphatidic acid; cPLA2, calcium-sensitive cytosolic phospholipase A2; iPLA2,
calcium-independent phospholipase A2; PLC, phospholipase C; PLD, phospholipase D. May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org 10 α Synuclein and Lipids: Biological Intersections Alza et al. FUNDING GS, NA, and RU are research members of the CONICET. MC
and PIG are research fellows of the CONICET. Articles from
our laboratory that have been cited in this review were granted
by ANPCyT (PICT 2013-0987 and PICT 2017-0224), CONICET
(PIP 11220120100251), and UNS (PGI 24/B226). GS, NA, and RU are research members of the CONICET. MC
and PIG are research fellows of the CONICET. Articles from
our laboratory that have been cited in this review were granted
by ANPCyT (PICT 2013-0987 and PICT 2017-0224), CONICET
(PIP 11220120100251), and UNS (PGI 24/B226). AUTHOR CONTRIBUTIONS GS contributed to conception and design of the study. GS,
NA, and PIG organized the database and wrote the sections
of the manuscript. MC designed and performed the figures. RU performed the critical reading and editing. All authors
contributed to manuscript revision, read, and approved the
submitted version. It is clear from the above that α-synuclein, mainly when it
is overexpressed, is able to disturb lipid signaling. The plethora
of lipid messengers (PA, AA, DHA, and diacylglycerol) able to
be produced due to α-synuclein could have different impacts
on important cellular processes in the nervous system such
as vesicular trafficking, autophagy, cytoskeleton architecture,
and neuroinflammation. Dissecting the signaling pathways
responsible for the production of each lipid messenger and
the specific cellular compartment where they work, could
contribute to the development of new strategic therapies
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I., et al. (2004). The new mutation, E46K, of α-synuclein causes Parkinson
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of truncated human α-synuclein in mice. Neurobiol. Aging 29, 574–585. doi: 10.1016/j.neurobiolaging.2006.11.017 Zhou, Q., Yen, A., Rymarczyk, G., Asai, H., Trengrove, C., Aziz, N., et al. (2016). Impairment of PARK14-dependent Ca2+ signalling is a novel determinant
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disease. Nat. Commun. 7:10332. doi:
10.1038/ncomms
10332 Wang, L., Das, U., Scott, D. A., Tang, Y., McLean, P. J., and Roy, S. (2014). α-Synuclein multimers cluster synaptic vesicles and attenuate recycling. Curr. Biol. 24, 2319–2326. doi: 10.1016/j.cub.2014.08.027 Wang, W., Perovic, I., Chittuluru, J., Kaganovich, A., Nguyen, L. T. T., Liao, J., et al. (2011). A soluble α-synuclein construct forms a dynamic tetramer. Proc. Natl. Acad. Sci. U.S.A. 108, 17797–17802. doi: 10.1073/pnas.1113260108 Zhu, M., Li, J., and Fink, A. L. (2003). The association of α-synuclein with
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D2 activation by p38 MAP kinase is involved in neurite outgrowth. Biochem. Biophys. Res. Commun. 413, 288–293. doi: 10.1016/j.bbrc.2011.08.088 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. Waxman, E. A., Mazzulli, J. R., and Giasson, B. I. (2009). Characterization of
hydrophobic residue requirements for α-synuclein fibrillization. Biochemistry
48, 9427–9436. doi: 10.1021/bi900539p Copyright © 2019 Alza, Iglesias González, Conde, Uranga and Salvador. 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 © 2019 Alza, Iglesias González, Conde, Uranga and Salvador. This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). REFERENCES 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. Welte, M. A. (2015). Expanding roles for lipid droplets. Curr. Biol. 25, R470–R481. doi: 10.1016/j.cub.2015.04.004 Welte, M. A., and Gould, A. P. (2017). Lipid droplet functions beyond energy
storage. Biochim. Biophys. Acta Mol. Cell Biol. Lipids 1862(10 Pt B), 1260–1272. doi: 10.1016/j.bbalip.2017.07.006 Wietek, J., Haralampiev, I., Amoussouvi, A., Herrmann, A., and Stöckl, M. (2013). Membrane bound α-synuclein is fully embedded in the lipid bilayer while May 2019 | Volume 13 | Article 175 Frontiers in Cellular Neuroscience | www.frontiersin.org 17
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Supplementary Tables 1-3 from A Novel Tumor-Promoting Role for Nuclear Factor IX in Glioblastoma Is Mediated through Transcriptional Activation of GINS1
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Table S1. Primer sequences for mRNA expression analysis. Supplementary Tables Supplementary Tables Supplementary Tables
Gene name
Sequences (5’ to 3’)
NFIX
Forward
CGGCTCTACAAGTCGCCTC
Reverse
GCAGTGGTTTGATGTCCGC
CDC45
Forward
TGGATGCTGTCCAAGGACCTGA
Reverse
CAGGACACCAACATCAGTCACG
MCM2
Forward
TGCCAGCATTGCTCCTTCCATC
Reverse
AAACTGCGACTTCGCTGTGCCA
MCM3
Forward
CGAGACCTAGAAAATGGCAGCC
Reverse
GCAGTGCAAAGCACATACCGCA
MCM4
Forward
CTTGCTTCAGCCTTGGCTCCAA
Reverse
GTCGCCACACAGCAAGATGTTG
MCM5
Forward
GACTTACTCGCCGAGGAGACAT
Reverse
TGCTGCCTTTCCCAGACGTGTA
MCM6
Forward
GACAACAGGAGAAGGGACCTCT
Reverse
GGACGCTTTACCACTGGTGTAG
MCM7
Forward
GCCAAGTCTCAGCTCCTGTCAT
Reverse
CCTCTAAGGTCAGTTCTCCACTC
GINS1
Forward
GCAAAGTCAGGTGGACGAAGTG
Reverse
CTGATCCGAAGCAAGCGGTCAT
GINS2
Forward
AGCCAAACTCCGAGTGTCTGCT
Reverse
CTTGTGTGAGGAAAGTCCCGCT
GINS3
Forward
GCTCCTGCATTTTGACAGTCCC
Reverse
TCCATCTCGTCTAGCCTGGCTA
GINS4
Forward
CTGGAGAGCAAGCCTGAGATTG
Reverse
GCAAGTAGCTGCTGAGGACGTA
p53
Forward
TAACAGTTCCTGCATGGGCGGC
Reverse
AGGACAGGCACAAACACGCACC
p21
Forward
TGGAGACTCTCAGGGTCGAAA
Reverse
GGCGTTTGGAGTGGTAGAAATC
GAPDH
Forward
ATCAATGGAAATCCCATCACCA
Reverse
GACTCCACGACGTACTCAGCG
Table S1. Primer sequences for mRNA expression analysis. shRNAs
Sequences (5’ to 3’)
GINS1 shRNA1
Sense
CCGGGGAGATGAAAGCTTTGTATGACTCGATCAT
ACAAAGCTTTCATCTCCTTTTTTG
Antisense
AATTCAAAAAGGAGATGAAAGCTTTGTATGACT
CGATCATACAAAGCTTTCATCTCC
GINS1 shRNA2
Sense
CCGGGCGTCTTGCCAAATGCATTACCTCGAGTAA
TGCATTTGGCAAGACGCTTTTTTG
Antisense
AATTCAAAAAGCGTCTTGCCAAATGCATTACCTC
GAGTAATGCATTTGGCAAGACGC
GINS1 shRNA3
Sense
CCGGGCTGCACTGTAGCATACCTGTCTCGAACA
GGTATGCTACAGTGCAGCTTTTTTG
Antisense
AATTCAAAAAGCTGCACTGTAGCATACCTGTCTC
GAACAGGTATGCTACAGTGCAGC
GINS1 shCont
Sense
CCGGGCTTCTCCGAACGTGTCACGTCTCGAGAC
GTGACACGTTCGGAGAAGCTTTTTG
Antisense
AATTCAAAAAGCTTCTCCGAACGTGTCACGTCT
CGAGACGTGACACGTTCGGAGAAGC
Table S2. Sequences of shRNAs. Table S3. Antibodies for immunoblotting. Antibodies
Catalog Number
GINS1
#ab181112; Abcam
NFIX
#ab101341; Abcam
p53
#2524; Cell Signaling Technology
p21
#2947; Cell Signaling Technology
HSP90
#4874; Cell Signaling Technology
β-tubulin
#2146; Cell Signaling Technology
GAPDH
#2118; Cell Signaling Technology
Anti-mouse secondary antibody
#7076S; Cell Signaling Technology
Anti-rabbit secondary antibody
#7074S; Cell Signaling Technology
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Physical and Mechanical Properties of Cementitious Specimens Exposed to an Electrochemically Derived Accelerated Leaching of Calcium
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International Journal of Concrete Structures and Materials
Vol.9, No.3, pp.295–306, September 2015
DOI 10.1007/s40069-015-0108-5
ISSN 1976-0485 / eISSN 2234-1315
Physical and Mechanical Properties of Cementitious Specimens
Exposed to an Electrochemically Derived Accelerated Leaching
of Calcium
Arezou Babaahmadi1),* , Luping Tang1), Zareen Abbas2), and Per Mårtensson3)
(Received October 28, 2014, Accepted August 5, 2015, Published online August 22, 2015)
Abstract: Simulating natural leaching process for cementitious materials is essential to perform long-term safety assessments of
repositories for nuclear waste. However, the current test methods in literature are time consuming, limited to crushed material and
often produce small size samples which are not suitable for further testing. This paper presents the results from the study of the
physical (gas permeability as well as chloride diffusion coefficient) and mechanical properties (tensile and compressive strength
and elastic modulus) of solid cementitious specimens which have been depleted in calcium by the use of a newly developed
method for accelerated calcium leaching of solid specimens of flexible size. The results show that up to 4 times increase in
capillary water absorption, 10 times higher gas permeability and at least 3 times higher chloride diffusion rate, is expected due to
complete leaching of the Portlandite. This coincides with a 70 % decrease in mechanical strength and more than 40 % decrease in
elastic modulus.
Keywords: nuclear waste management, service life, concrete, mechanical properties, leaching, acceleration.
1. Introduction
In repositories for nuclear waste, concrete and other
cementitious materials are extensively used in both the
structural components such as the barrier construction and to
fill the voids between the waste containers inside the barrier
construction. During the very long periods of time considered in an analysis of the long term safety of such a repository exchange of ions between the cementitious materials
and the surrounding groundwater (Berner 1992; Reardon
1992) due to concentration differences will occur. This will
result in dissolution or precipitation of minerals, and consequently in alteration of the microstructure as well as the
chemical and mineralogical composition of the cementitious
materials. There are a lot of concerns in normal constructions
such as chloride corrosion of the reinforcement, carbonation
1)
Division of Building Technology (Building Materials),
Chalmers University of Technology, Gothenburg,
Sweden.
*Corresponding Author;
E-mail: arezou.babaahmadi@chalmers.se
2)
Department of Chemistry, University of Gothenburg,
Gothenburg, Sweden.
3)
Division of Low and Intermediate Level Nuclear Waste,
Swedish Nuclear Fuel and Waste Management Company,
Stockholm, Sweden.
Copyright The Author(s) 2015. This article is published
with open access at Springerlink.com
or sulfate attack (Morga and Marano 2015; Park and Choi
2012; Pham and Prince 2014; Pritzl et al. 2014), however,
here the most important process is the decalcification of the
material through the dissolution of the calcium hydrates
(Portlandite Ca(OH)2 and the Calcium silicate hydrates
(CSH) phases, which constitute the major portion of
hydrated cementitious material (Hinsenveld 1992).
Safety assessments of repositories for low and intermediate level radioactive waste (LILW), require prediction of
changes in the properties of the cementitious barriers over a
very long period of time, up to 100,000 years. In order to
improve the accuracy and reduce the uncertainties of the
assessments a detailed understanding of the processes
occurring in the repository and their effect on the properties
of the cementitious materials is of great importance.
The effect of degradation on the properties of cementitious
materials has been reported in several studies in the literature
(Adenot and Buil 1992; Carde et al. 1997; Carde and François
1997; Carde et al. 1996; Faucon et al. 1996, 1998; Haga et al.
2005; Maltais et al. 2004). In these studies leaching of calcium
from cementitious materials have been accomplished both
through immersion of the solid cementitious specimens in
water (Faucon et al. 1996; Haga et al. 2005; Mainguy et al.
2000) and through immersion of the specimens in chemical
agents in order to accelerate the leaching process (Adenot and
Buil 1992; Carde and François 1997; Faucon et al. 1996, 1998;
Haga et al. 2005; Heukamp et al. 2001; Mainguy et al. 2000;
Maltais et al. 2004; Revertegat et al. 1992; Ryu et al. 2002;
Saito et al. 1992; Wittmann 1997). The results in these studies
indicate that a layered structure is developed in the leached
samples comprising an unaltered core delineated by total
295
dissolution of Portlandite followed by different zones separated by dissolution/precipitation fronts and progressive
decalcification of the CSH gel (Adenot and Buil 1992).
Moreover, it is concluded that depletion in calcium changes
the bulk density and the pore structure of the hydrated cement
paste (Haga et al. 2005; Mainguy et al. 2000) and the changes
in pore volume also alters the mechanical properties of the
cementitious materials (Carde and François 1997; Heukamp
et al. 2001; Saito and Deguchi 2000).
However, although some important conclusions have been
drawn from these studies regarding in particular the chemical properties of the Ca-depleted materials, they have been
limited to the use of crushed materials or small solid samples. This has limited the possibilities to study the
mechanical and physical properties, e.g. compressive
strength and diffusivity, which require the use of larger
samples. In addition it should be noted that there are not
many studies reported in the literature with implication of
concrete specimens (Choi and Yang 2013; Marinoni et al.
2008; Nguyen et al. 2007; Sellier et al. 2011) of proper size
but instead paste specimens or powder samples have been
used (Adenot and Buil 1992; Carde and François 1997;
Carde et al. 1996; Faucon et al. 1996, 1998; Haga et al.
2005; Heukamp et al. 2001; Maltais et al. 2004; Revertegat
et al. 1992; Ryu et al. 2002; Saito and Deguchi 2000; Ulm
et al. 2003; Wittmann 1997).
Finally, although the common feature for both natural and
accelerated leaching scenarios will be a total dissolution of
Portlandite and a significant decalcification of the CSH phases, other effects of the aging processes may differ considerably between specimens aged by different acceleration
methods and comparably natural leaching methods. This
emphasizes the importance of reproducing accelerating tests
and characterizing the aged samples to account for the comparability of the ageing function of different methods in order
to demonstrate properties of degraded cementitious materials.
All this implies that effective acceleration methods with
comprehensible kinetics, simulating the natural calcium
leaching process for concrete specimens with a size suitable
for further evaluation of the mechanical and physical properties of the specimens are needed. In order to comply with this
requirement a new method for accelerated leaching of
cementitious materials is developed and utilized in this study.
This paper presents the results from the study of the
changes in mechanical and physical properties of solid
cementitious specimens which have been depleted in calcium. The following properties have been studied: tensile
strength, elastic modulus, permeability and water absorption.
In addition, the chloride diffusion coefficient of concrete
specimens has been studied in order to give an indication of
the transport properties of the specimens.
2. Materials and Methods
2.1 Specimen Preparation
The paste specimens were cast from a mixture of
Swedish structural Portland cement for civil engineering
(CEM I 42.5N MH/SR3/LA) and deionized water at a
water-cement ratio of 0.5. The chemical composition of
the cement is listed in Table 1. Fresh cement paste was
cast in acrylic cylinders with an internal diameter of
50 mm and a length of 250 mm. The cylinder’s ends were
sealed with silicone rubber stops. The cylinders containing
fresh paste were rotated longitudinally at a rate of
12–14 rpm for the first 18–24 h of hydration in order to
produce specimens with a homogeneous composition and
structure. Afterwards the rubber stops were removed and
the ends of the cylinders were sealed with plastic tape.
The specimens were stored for over 6 months in a moist
plastic box and then cut to cylinders with the size of
Ø50 9 75 mm for use as specimens in the experiments. In
order to prevent carbonation, saturated lime water was
used at the bottom of the plastic box as absorbent for
carbon dioxides during the storage of specimens. To further ensure that the specimens used in the leaching
experiments were not carbonated, the paste portions about
10–20 mm near the ends of the cylinders was cut off prior
to the specimen cutting.
The mortar specimens at water- cement ratio of 0.5 and a
cement: sand ratio of 1:2, were cast from mixtures of
Swedish structural Portland cement for civil engineering
(Table 1), deionized water and a siliceous natural sand with
maximum particle size of 1 mm. Similar casting procedure
as of paste specimens was followed.
The concrete specimens were cast from mixtures of
Swedish structural Portland cement for civil engineering,
natural sand (the sand was a type of siliceous gravel with
size of 0–8 mm and fineness modulus of 3.82, in accordance
with European standard EN 933-1 (EN 933-1 Tests for
geometrical properties of aggregates)) and crushed coarse
aggregate with maximum size of 16 mm. 65 % of total
aggregate content was fine aggregate (0–8 mm) and the rest
was the course aggregate (8–16 mm). The course aggregate
was an equal bland of (50 %), 8–12 mm and 12–16 mm of
crushed aggregates. The specimens were cast in cylinders in
two different dimensions of Ø100 9 200 mm and
Ø50 9 250 mm with two different water cement W/C-ratios
(according to the properties of the concrete used in the Final
Repository for Short-lived Radioactive Waste, SFR, in
Sweden (Emborg et al. 2007; Höglund 2001)). The observations from the slump test prior to casting was 25 mm for
the concrete with W/C = 0.48 and 35 mm for W/C = 0.62.
The specimens were demolded 24 h after casting and then
cured in the saturated lime water for more than 3 months
after which they were stored for over 3 months in a moist
plastic box and then cut to cylinders with the dimensions of
Ø50 9 75 and Ø100 9 50 mm to be depleted in Ca in the
leaching experiments.
The specifications of all the specimens such as mix proportions as well as cast sizes and cut sizes are presented in
Table 2. It should be noted that the W/C-ratios for paste and
mortar specimens were chosen as to obtain better homogenized mixes. However, as noted the concrete specimens were
cast according to the used W/C-ratios used in repository of
nuclear waste in Sweden, SFL.
296 | International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015)
Table 1 Chemical characteristics of Swedish CEM I 42.5N MH/SR3/LA.
Chemical
formulation
CaO
SiO2
Al2O3
Fe2O3
MgO
Na2O
K2O
SO3
Cl
Percentage
64
22.2
3.6
4.4
0.94
0.07
0.72
2.2
0.01
Table 2 Cast specimen’s specifications.
Specimens
Cement type
W/C
Aggregate fraction
Cement content
(kg/m3)
Size of cast
specimens (mm)
Size of specimens
after cutting (mm)
Paste
CEM I 42.5 N
MH/SR3/LA
0.5
–
1225
Ø50 9 250
Ø50 9 75
0.5
0.5
635
0.48
0.7
350
0.62
0.7
300
Ø50 9 250 and
Ø100 9 200
Ø50 9 75 and
Ø100 9 50
Mortar
Concrete
2.2 Electrochemical Acceleration Method
Concrete specimens were depleted in calcium by the use
of a newly developed method for accelerated calcium
leaching of solid specimens of flexible size (Babaahmadi
et al. 2015). As illustrated in Fig. 1, a cementitious specimen
acting as a porous medium for ion migration is placed
between two electrolyte solutions. The electrical migration
enables faster transport of calcium ions, whilst application of
ammonium nitrate as catholyte enables higher rate of dissolution of calcium hydroxides. As of using lithium
hydroxide solution as anolyte, the pH of the anolyte was
always kept at 13.5–14 and as of using ammonium nitrate
solution as catholyte, the pH of catholyte was around a pH
level of around 9. The alkaline characteristic of anolyte
solution prevented acid attach due to production of H? ions
at the anode.
As it is concluded by Babaahmadi et al. (Babaahmadi
et al. 2015), with a current density of 125–130 A/m2 an
approximately 53 days of experimental time is predicted to
reach to complete leaching of Portlandite for a paste specimen of Ø50 9 75 mm and W/C-ratio of 0.5. In this study
similar experimental time (53 days) was chosen for the
specimens. It should be noted that depending on the W/Cratio the Portlandite content varies in the specimens. In this
study the concrete specimens have the same volume of
aggregate, implying the same volume of CSH, Portlandite
and capillary pores. Which means with a higher W/C- ratio,
the capillary pore volume is larger, implying the CSH and
Portlandite volume is smaller. Accordingly under the same
degree of hydration, Portlandite in the concrete with higher
W/C is less. As a consequence the experimental time for
concrete specimens with W/C-ratio of 0.62 to reach to
+
dU, V DC
0.3 M ammonium nitrate as
Catholytic solution
Anode( titanium mesh)
Asphalte tape as Sealant
2 M LiOH as
Anolytic solution
Plastic space
Specimen
Silicon rubber
Plastic box
Plastic support
Cathode (stainless steel)
Fig. 1 Electrochemical migration set-up design.
International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015) | 297
complete leaching of Portlandite should be shorter than that
of specimens with W/C-ratio of 0.48. However, the prolongation of experimental time after leaching of Portlandite
only affects the phase changes in CSH gel and as it was
concluded by Carde et al. the changes in CSH phases due to
leaching is not affecting the mechanical properties (Carde
et al. 1996).
2.3 Natural Leaching Test
The natural immersion test involved the immersion of the
test specimen in groundwater to account for the leaching of
calcium ions under relatively natural condition. This method
is chosen as most of the reference natural leaching test
methods introduced in the literature involve an immersion
test with frequent exchanges of the leaching solution (Adenot and Buil 1992; Carde and François 1997; Faucon et al.
1996, 1998; Gustafson 2008; Haga et al. 2005; Heukamp
et al. 2001; Langton and Kosson 2009; Mainguy et al. 2000;
Maltais et al. 2004; Peyronnard et al. 2009; Revertegat et al.
1992; Ryu et al. 2002; Saito et al. 1992; Wittmann 1997).
In this study the specimens of Ø46 9 100–250 mm, cured
for 6 months, were coated with thick (3–4 mm) epoxy,
sealing all surfaces except one for exposure. The experiment
was carried out in the Äspö laboratory in Oskarshamn,
Sweden. The laboratory is located 400 m deep under the
ground which could facilitate access to the groundwater. The
specimens were placed in a container and immersed in the
groundwater. The groundwater was exchanges continuously
as it was flowing into the container with a tube, Fig. 2. After
2 and 3.5 years of exposure, samples were chemically analyzed in order to obtain their leaching profiles.
2.4 Assessments of the Changes in Hydrated
Phases Due to Decalcification
Line scans quantifying the axial (longitudinal) changes in
Ca/Si ratios of solid samples were performed by Laser
Ablation- Inductive Coupled Plasma- Mass Spectrometry
(LA-ICP-MS). Laser Ablation analysis was performed using
a New Wave NWR213 laser ablation system coupled to an
Agilent 7500a quadrupole ICP-MS (upgraded with shield
torch and a second rotary vacuum pump). A 30 l laser spot
size, beam energy density of ca. 6 J/cm2 and repetition rate
of 10 Hz was used in line scan mode. Each analysis included
background measurement for 30 s, before switching on the
laser. Figure 3, illustrates the cut samples used for the
measurements. The surface of the cut sample was polished
with a sand paper after saw cutting and later the sample was
vacuum dried. An average of three line scans was used to
report the results.
In order to characterize the changes in hydrated phases,
especially Portlandite, in the leached specimens produced in
this study thermogravimetry analysis (TGA) were performed
with a Netzsch, STA 409 PC/PG. To perform the measurements powder samples were prepared out of leached specimens. For electrochemically leached specimens a
longitudinal section as shown in Fig. 3 was cut from the
specimen (paste, mortar and concrete) and hand crushed in a
mortar and vacuum dried afterwards. However for the case
Fig. 2 Natural leaching test set-up.
of naturally leeched specimens the powders were prepared
from the outermost 2 mm of the leaching front. The samples
were placed in a crucible and heated in pure nitrogen (inlet
flow rate of 20 ml/min) to a set temperature of 900 C. The
heating rate was a linear ramp of 10 C/min.
2.5 Transport Properties
The gas permeability and capillary water absorption tests
were performed according to state of the art report of
RILEM Technical Committee 189-NEC (Torrent 2007). The
measurements were performed on concrete specimen of the
size Ø100 9 50 mm. The specimens were preconditioned
for 2 weeks according to recommended procedures stated in
RILEM technical committee 189-NEC (Torrent 2007) prior
to the measurements. The step by step procedure for the
preconditioning, measurements and instrument to carry out
the measurements of gas permeability and capillary
absorption of water is explained in 189-NEC standard.
The chloride diffusion coefficient of the pristine and leached specimens were studied by means of the rapid chloride
migration test according to NT BUILD 492 described by
Tang (NT BUILD 492, Concrete, Mortar and Cement-based
Repair Materials: Chloride Migration Coefficient from Nonsteady-state Migration Experiments 1999; Tang 1996). For
the calcium depleted specimens prediction of the duration of
the experimental time was difficult due to that the increased
porosity of the specimens as well as the reduced
298 | International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015)
Electro-Chemical Migration
Natural immersion
Sealed
surface
Anode
Cathod:
Leaching front
Exposed surface
Fig. 3 Sample preparation for ICP-MS analysis.
concentration of chloride in the pore solution dramatically
alters the chloride diffusion rate. Here the duration of the
experiments were reduced to 15 h compared to fresh concrete specimens for which a duration of 24 h is normally
used (NT BUILD 492, Concrete, Mortar and Cement-based
Repair Materials: Chloride Migration Coefficient from Nonsteady-state Migration Experiments 1999; Tang 1996).
However, in spite of the large reduction in experimental
time, chloride ions penetrated through the entire thickness of
the specimens during this experiment. For that reason, no
exact value of the chloride diffusion rate could be obtained
but instead the minimum chloride diffusion coefficient was
calculated for the calcium depleted concrete specimens.
2.6 Mechanical Properties
The tensile strength of the leached and reference concrete
specimens of size Ø100 9 50 mm was measured using the
splitting test on a Toni-Technik compression testing machine
with a maximum capacity of 100 kN. The test procedure is
in accordance with American standard ASTM C49 (ASTM
C496/C496M-11, Standard Test Method for Splitting Tensile
Strength of Cylindrical Concrete Specimens). The compressive strength of concrete, mortar and paste specimens of
size Ø50 9 75 mm was measured with same compression
testing machine and according to ASTM C39 standard
(ASTM C39/C39M-14a, Standard Test Method for Compressive Strength of Cylindrical Concrete Specimens).
According to this standard a correction factor of 0.96 was
applied to the compressive strength results to account for the
length:dimater ratio which is lower than 1.75. The calcium
depleted specimens were kept in 100 % RH until being
tested in order to avoid any internal cracks.
Elastic modulus of the concrete specimens of size
Ø50 9 75 mm was obtained as the slope of stress–strain curves
recorded by means of an ALPHA compression testing machine.
The load cell had a maximum capacity of 50 kN and was loaded
with a mechanical press at a constant rate of 0.01 kN/ms. The
vertical strain was measured utilizing a calibrated Linear Variable Differential Transformers (LVDT) sensor. The end surfaces of the specimens, perpendicular to the longitudinal axis of
specimen, were cut with a diamond saw and polished in order to
create a smooth surface. The concrete specimens of the size
Ø50 9 75 mm were placed between two platens and positioned under the load cells. 4 LVDT sensors were used to
measure the displacement of the bottom platen and three more
sensors were employed to measure the displacement of the
upper platen. The sensors were connected to a data-log system
to record the gradient of strain as a function of stress.
An impact resonant apparatus was used to measure the
fundamental longitudinal frequency of concrete, mortar and
paste specimens of the size Ø50 9 75 mm. One end of the
horizontally placed concrete cylinder was vibrated with an
impactor and the other end was connected to an
accelerometer. The accelerometer was connected to an
amplifier and the set-up was connected to a wave form
analyzer. The waveform analyzer shall have a sampling rate
of at least 20 kHz and should record at least 1024 points of
the wave form. By utilizing the fact that the elastic modulus
is proportional to the square root of the resonant frequency
the elastic modulus of each specimen can be calculated
according to American standard ASTM C215. The dynamic
elastic modulus was calculated according to Eq. (1).
E ¼ D M ðn0 Þ2
ð1Þ
where E is the dynamic elastic modulus, M is the mass and n0
is the fundamental longitudinal frequency and D is a factor
defined according to Eq. (2) for cylindrical specimens.
D ¼ 5:093 ðL=d 2 Þ
ð2Þ
The values from this non-destructive test can be compared
with those obtained according to stress–strain curves.
3. Results and Discussions
3.1 Characterization of Degraded Specimens
The LA-ICP-MS results, presenting the electrochemicalmigration-induced longitudinal change in the Ca/Si ratio of
the leached paste specimen are illustrated in Fig. 4. As can
be seen, ICP-MS line scans representing the composition of
International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015) | 299
obtained when comparing the specimen size and leaching
duration in electro-chemical migration test and leaching
experiments reported in the literature. Haga et al. (2005)
have shown that a depletion depth of a maximum of
1.25 mm can be expected after 100 days of a natural
immersion test. Faucon et al. (1998) reported that up to
60 days of natural leaching leads to 0.7 mm of dissolved
thickness in exposed specimens. Lagerblad (2001) and
Trägårdh and Lagerblad (1998) reported a leaching depth
equal to 5–10 mm can be expected after up to 100 years.
Heukamp et al. (2001) used specimens with the size of
Ø11.5 9 60 mm for a leaching period of 45 days. Nguyen
et al. (2007) have reported on the application of specimens
of Ø32 9 100 mm and Ø110 9 220 for an experimental
time of up to 547 days and Choi and Yang (2013), have used
leaching front in degraded specimens leached with electrochemical migration and natural immersion test methods are
illustrated. It is shown that the propagation of leaching front
(shape of leaching front) obtained by the two methods are
relatively comparable and the longitudinal changes in the
Ca/Si ratio propagates towards a homogeneous leaching
state in time, indicating a complete leaching of Portlandite.
Moreover, as shown after approximately 53 days of
experimental time (1.2 9 106 Coulombs), a Ca/Si ratio close
to complete leaching of Portlandite is obtained in electrochemically leached specimens, while the naturally leached
specimens indicate up to 10 mm of leaching front in
3.5 years of leaching. This indicates that considerable
acceleration rate is gained with application of electrochemical migration method. Similar outcome can be
3.5
3
Ca/Si Ref
Ca/Si
~10 days
2.5
Ca/Si CH leached
2
Ca/Si CSH
1.5
1
0.5
0
10
20
30
40
50
60
Length (Cathode side towards Anode side)
70
80
0
10
20
30
40
50
60
Length (Cathode side towards Anode side)
70
80
3.5
3
Ca/Si
2.5
~ 50 days
Electro-Chemical Migration
0
2
1.5
1
0.5
0
3.5
Ca/Si
~ 70 days
3
2.5
2
1.5
1
0.5
0
0
10
20
30
40
50
60
Length (Cathode side towards Anode side)
70
80
3.5
Ca/Si
2 years
3
2 years leaching
2.5
2
Natural leaching
1.5
1
0
1
2
3
4
5
6
7
8
Length (mm)
9
10
11
12
13
14
Line scans for ICP ~ 20 mm
15
3.5
3.5 years leaching
Ca/Si
3.5 years
3
2.5
2
1.5
1
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
Length (mm)
Fig. 4 LA-ICP-MS analysis for naturally and accelerated leached samples.
300 | International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015)
(Adenot and Buil 1992). This is also an indication that the
electrochemical migration method enables leaching of
cementitious specimens even when containing aggregates.
The average changes in the mass of concrete specimens
representing the changes in the bulk density and eventually
changes in porosity are presented in Table 3. As shown the
specimens with a lower W/C-ratio are indicating higher
degree of mass changes after leaching. Moreover, the
changes in porosity according to total leached content of
Portlandite are also presented. The results are in accordance
with explanations in Sect. 2.2, stating that with a lower
W/C-ratio a larger Portlandite content is expected and
moreover, it is shown that the mass depletion due to leaching
is mainly attributed to leaching of Portlandite. Accordingly a
100
0.4
100
Leached paste with ElectroChemical migartion
0.2
Portlandite
0.1
70
60
400
800
600
80
0.2
70
0.1
60
0
1000
0
200
400
100
0.2
70
60
Weight %
80
Derivative Weight
(%/°C)
Weight %
100
0.4
Naturally leached
paste for 2 years
0
0
200
400
90
0.3
80
0.2
70
0.1
0
60
600
100
0
200
100
0.02
400
Temp
0.01
97
96
95
400
600
800
98
0.01
97
96
95
0.00
1000
0
200
400
600
800
0.04
Reference mortar
Leached mortar with
Electro-Chemical migartion
100
0.02
0.01
90
200
400
600
Temp
800
0.00
1000
Weight %
95
0.04
0.03
Derivative Weight
(%/°C)
Weight%
0.03
0
0.00
1000
Temp
Temp
100
0.02
99
Weight%
98
Derivative Weight
(%/°C)
Weight %
99
600
Leached concrete with
Electro-Chemical migartion
Reference concrete
200
0
1000
0.4
Naturally leached
paste for 3.5 years
Temp
0
800
Temp
Temp
90
600
Derivative Weight
(%/°C)
200
0.3
Deivative Weight
(%/°C)
0
0.4
95
0.02
0.01
90
0
200
400
600
800
Derivative Weight
(%/°C)
Weight %
80
90
Weight %
0.3
90
Derivative Weight
(%/°C)
Reference paste
Derivative Weight
(%/°C)
cylindrical concrete samples of Ø100 9 100 mm for an
experimental time of up to 365 days.
Further, the TGA analyses results are presented in Fig. 5
comparing temperature-induced mass changes for reference,
accelerated leached and naturally leached paste samples. It
should be noted that for the case of natural leaching the
samples were taken from 0 to 2 mm of the outer most part of
the exposed surface. As can be seen, the reference sample
exhibits a mass change at approximately 400 C, which is
the assigned peak to the Portlandite (Zhang and Ye 2012).
However for all degraded samples no matter if leached
naturally or with the acceleration method the Portlandite
peaks are vanished. The preferential leaching of Portlandite
due to decalcification has been also stated in literature
0.00
1000
Temp
Fig. 5 TGA analysis for reference and degraded paste samples.
International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015) | 301
higher degree of mass change will be attained. It should be
noted that the specimens were pre-conditioned according to
the state of the art report of RILEM Technical Committee
189-NEC (Torrent 2007), before weighting to have a comparable moisture condition.
3.2 Transport Properties
The capillary water absorption results representing the
changes in pore structures of the specimens are presented on
the left side of Fig. 6. Considering the presented results it
can be inferred that the capillary water absorption in 24 h is
increased by a factor of 4 and 2 for calcium depleted specimens with W/C-ratios of 0.48 and 0.62, respectively. As can
be seen that the difference in rate of capillary water
absorption of aged specimens with different water cement
ratios, is much less than that of reference specimens. This
indicates that a very similar pore structure is expected in
aged specimens no matter which initial W/C-ratio the
specimens had.
Further, the change in gas permeability coefficient due to
degradation is presented in the right side of Fig. 6. As
illustrated the gas permeability in the calcium depleted
specimens is more than 10 times higher than in the pristine
material. This can be explained by the larger porosity after
decalcification. Furthermore, the changes in chloride
migration coefficient of the concrete specimens due to
degradation are presented in Fig. 7. As it can be seen, at least
three times higher chloride migration coefficient is expected
after calcium depletion. It should be noted that the presented
results regarding the calcium depleted specimens are the
minimum chloride migration coefficient due to the full
penetration through the specimen thickness as it was pointed
out previously. The results are in good agreement with the
results presented Choi and Yang (2013).
3.3 Mechanical Properties
The average tensile strength of concrete specimens of size
Ø100 9 50 mm are presented in Fig. 8. As shown the
average tensile strength for the specimens with a W/C-ratio
of 0.48 is reduced by up to approximately 70 % due to
calcium depletion whereas the reduction in tensile strength
for the specimen with a W/C-ratio of 0.62 is about 55 %.
Further, the average compressive strength results for specimens of size Ø50 9 75 mm is presented in Fig. 9. As it can
be seen the reduction in compressive strength due to
leaching is 70 % for concrete specimens with W/C = 0.48,
59 % for concrete specimens with W/C = 0.62, 74 % for
mortar specimens and 56 % for paste specimens. Interestingly the residual strength of the Ca-depleted concrete
specimens is very similar regardless of the water cement
ratios of the original specimens. This can also be seen for
paste and mortar specimens. This indicates that when
leaching propagates towards an approximate complete
leaching of the Portlandite, comparable strength properties
can be expected for samples with different original W/Cratios. This is due to comparable pore structures that are
obtained in the specimens after leaching. It has also been
shown in literature that the changes in pore structure have a
detrimental influence on the strength properties of cementitious materials (Carde et al. 1996; Haga et al. 2005; Mainguy
et al. 2000).
The findings presented above are in good agreement with
the conclusions presented by (Carde et al. 1996). In their
study they showed that the loss of strength due to complete
removal of Portlandite can be up to 70 %. Similar results
have also been presented by (Choi and Yang 2013). Moreover, rate of change in the strain of the concrete specimens as
a function of applied stress representing stress–strain curves
is presented in Fig. 10. As shown the elastic modulus is
represented by the slope of the stress–strain curves is
reduced by up to 40 % after leaching for both types of
specimens. In addition, to confirm the credibility of the
results from stress–strain curves, elastic modulus was also
estimated through measuring the natural frequency of the
specimens. The results which are presented in Table 4 are
comparable with the results presented in Fig. 10.
4. Conclusions
In this paper a study of mechanical and physical properties
of concrete specimens which are depleted in calcium by a
newly developed acceleration method is presented. Providing such results requires calcium depleted concrete
Table 3 Mass changes due to leaching for concrete specimens of size Ø100 9 50 mm.
REF (g)
Aged (g)
Mass depletion
V depletiona
Porosity changeb
W/C = 0.48
927
881
46.00
20.81
5.3
44.4
5.12
W/C = 0.62
907
878
29.00
31.12
3.3
29.6
3.41
a
Leached
Porosity changed
c
portlandite (g)
Calculated assuming that total mass change is attributed to Portlandite depletion (V depletion = mass change/Portlandite density).
Calculated according to V depletion and considering the dimension of the specimens, Ø100 9 50 mm (Porosity Change = Vdepletion/total
volume of specimen).
c
Leached Portlandite is according to measured leached calcium content in catholyte solution.
d
Calculated according to total leached Portlandite and considering the dimension of the specimens (Ø100 9 50 mm).
b
302 | International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015)
W/C=0.62 REF
1E-15
6000
W/C=0.48 Aged
5000
W/C=0.62 Aged
W/C=0.48 REF
1E-16
4000
W/C=0.62 REF
K (m2)
Water adsorption per unit area (g/m2)
W/C=0.48 REF
7000
3000
W/C=0.48 Aged
1E-17
2000
W/C=0.62 Aged
1000
1E-18
0.12
0
0
50
100
150
200
250
300
0.17
0.22
0.27
P (MPa)
√t (√seconds)
Fig. 6 Capillary water absorption for concrete specimens for W/C ratios of 0.48 and 0.62 before and after leaching of calcium (left)
and Gas permeability coefficient K as function of applied absolute gas pressure P (right).
Compressive Strength (MPa)
Chloride diffusion coefficient ( ×10-12)
37.2±0.3
140
120
100
80
60
35.0
30.0
25.0
20.0
15.0
10.0
5.0
0.0
9.1±0.1
9.5±0.3
12.1±0.1
12.1±0.1
Paste (W/C=0.5)
Mortar (W/C=0.5)
Concrete( W/C=0.62)
Concrete (W/C=0.48)
Aged
40
Fig. 9 Compressive strength results.
20
W/C=0.62
0
W/C=0.48
Aged
Fig. 7 Chloride diffusion coefficient for reference and aged
concrete specimens. The calculated diffusion coefficient for the case of aged specimens is the least
possible value. Measuring the highest possible value
is not practically possible due to very high porosity of
the specimens.
Tensile Strength (MPa)
20.6±0.2
40.0
REF
Ref
12.0
45.0
41.2±0.3
28.8±0.1
compressive strength, elastic modulus, gas permeability as
well as chloride diffusion coefficient are taken into consideration. One of the direct applications of this study is to
provide experimental approaches to be able to validate the
risk assessment analyses regarding the functionality of
engineered cementitious barriers. Based on the results presented in this study the following conclusions can be drawn:
•
•
10.2±0.1
10.0
5.5±0.5
8.0
6.0
2.5±0.1
4.0
2.8±0.1
2.0
Concrete (W/C=0.62)
0.0
Concrete (W/C=0.48)
•
REF (± 0.7)
Aged (± 0.3)
Fig. 8 Tensile strength results.
specimens of proper sizes. The presented method is shown to
be effective producing decalcified concrete specimens of
flexible size. The changes in properties such as tensile and
•
The electrochemically-induced leaching is not affected
by the aggregate content in mortar or paste specimens.
Leaching of Portlandite causes considerable changes in
physical and mechanical properties of concrete specimen, primary due to the increase in pore volume. It was
concluded that larger pore volume due to complete
leaching of portlandite can be expected which would
cause up to 70 % decrease in mechanical strength and
40 % decrease in elastic modulus.
Larger pore volume after degradation causes more than
10 times increase in gas permeability and at least 3 times
higher chloride diffusion rate.
The residual strength properties of the concrete specimens after complete leaching of portlandite are shown to
be relatively similar no matter which initial water cement
ratios the specimens have. This is to great extent due to
similar pore structures in concrete specimens after
leaching.
International Journal of Concrete Structures and Materials (Vol.9, No.3, September 2015) | 303
REF. W/C=0.62
30
y = 51.629x - 2.9151
20
15
20
15
y = 32.255x - 1.3883
10
10
5
5
0
Aged. W/C=0.62
25
Stress (MPa)
25
Stress (MPa)
30
0
0
0.1
0.2
0.3
0.4
0.5
0
0.6
0.1
Strain (%)
Stress (MPa)
Stress (MPa)
15
20
15
y = 35.19x - 1.8704
10
10
5
5
0.2
0.3
0.4
0.6
25
20
0.1
0.5
30
y = 55.921x - 0.6167
0
0.4
Aged. W/C=0.48
REF. W/C=0.48
0
0.3
Strain (%)
30
25
0.2
0.5
0.6
0
0
0.1
0.2
0.3
0.4
0.5
0.6
Strain (%)
Strain (%)
Fig. 10 Stress-strain curves for concrete specimens.
Table 4 Natural frequency and calculated E-modulus of the reference and aged specimens.
Mass (g)
Ref
Aged
Length (m)
Ref
Aged
F (kHz)
E (GPa)
Ref
Aged
Ref
Aged
W/C = 0.48
390
325
0.078
0.078
27.4
21.6
46.5
24.1
W/C = 0.62
350
330
0.076
0.075
29.3
22.1
46.5
24.6
Mortar
W/C = 0.5
323
326
0.072
0.076
25.7
17.6
30.4
15.18
Paste
W/C = 0.5
230
220
0.076
0.08
17.6
13.2
11.4
6.24
Concrete
Acknowledgments
The authors greatly appreciate financial support from
Swedish Nuclear Fuel and Waste Management Company
(SKB). Assistance with mechanical tests, BET and MIP
analysis by Lars Wahlström, Ann Wendel and Liu Wei
respectively are hereby appreciated and acknowledged.
Open Access
This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://creative
commons.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.
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Increased Ratio of CD14++CD80+ Cells/CD14++CD163+ Cells in the Infrapatellar Fat Pad of End-Stage Arthropathy Patients
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Frontiers in immunology
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ORIGINAL RESEARCH
published: 26 November 2021
doi: 10.3389/fimmu.2021.774177
Increased Ratio of CD14++CD80+
Cells/CD14++CD163+ Cells in the
Infrapatellar Fat Pad of End-Stage
Arthropathy Patients
Shuhe Ma 1, Kosaku Murakami 2*, Rintaro Saito 1, Hiromu Ito 3,4, Koichi Murata 5,
Kohei Nishitani 3, Motomu Hashimoto 5,6, Masao Tanaka 5, Masahi Taniguchi 1,
Koji Kitagori 1, Shuji Akizuki 1, Ran Nakashima 1, Hajime Yoshifuji 1, Koichiro Ohmura 1,
Akio Morinobu 1 and Tsuneyo Mimori 1,7
1
Department of Rheumatology and Clinical Immunology, Kyoto University Graduate School of Medicine, Kyoto, Japan,
Center for Cancer Immunotherapy and Immunobiology, Kyoto University Graduate School of Medicine, Kyoto, Japan,
3 Department of Orthopaedic Surgery, Kyoto University Graduate School of Medicine, Kyoto, Japan, 4 Department of
Orthopaedic Surgery, Kurashiki Central Hospital, Okayama, Japan, 5 Department for Advanced Medicine for Rheumatic
Disease, Kyoto University Graduate School of Medicine, Kyoto, Japan, 6 Department of Clinical Immunology, Osaka City
University Graduate School of Medicine, Osaka, Japan, 7 Ijinkai Takeda General Hospital, Kyoto, Japan
2
Edited by:
Matthew William Grol,
Western University, Canada
Reviewed by:
Berta Cillero-Pastor,
Maastricht University, Netherlands
Alexander Knights,
University of Michigan, United States
*Correspondence:
Kosaku Murakami
kosaku@kuhp.kyoto-u.ac.jp
Specialty section:
This article was submitted to
Inflammation,
a section of the journal
Frontiers in Immunology
Received: 11 September 2021
Accepted: 08 November 2021
Published: 26 November 2021
Citation:
Ma S, Murakami K, Saito R,
Ito H, Murata K, Nishitani K,
Hashimoto M, Tanaka M,
Taniguchi M, Kitagori K,
Akizuki S, Nakashima R,
Yoshifuji H, Ohmura K,
Morinobu A and Mimori T
(2021) Increased Ratio of
CD14++CD80+ Cells/CD14++CD163+
Cells in the Infrapatellar Fat Pad of
End-Stage Arthropathy Patients.
Front. Immunol. 12:774177.
doi: 10.3389/fimmu.2021.774177
Objectives: This study sought to identify the ratio of M1/M2 cells in the infrapatellar fat
pads (IFP) and subcutaneous fat tissues (SC) of osteoarthritis (OA) and rheumatoid
arthritis (RA) patients. The clinical features of OA and RA patients treated with or without
biological disease-modifying anti-rheumatic drugs (bDMARDs) were also assessed.
Methods: IFP and SC were collected from patients with OA and RA who are undergoing
total knee arthroplasty (TKA). CD14-positive cells were then isolated from these samples.
Flow cytometry was used to determine the number of CD14++CD80+ cells and
CD14++CD163+ cells. The expression levels of lipid transcription factors, such as sterol
regulatory element-binding protein 1 (SREBP1) and liver X receptor alpha (LXRA), and
inflammatory cytokines were also evaluated.
Results: Twenty OA patients and 22 RA patients were enrolled in this study. Ten of the RA
patients (45.4%) received bDAMRDs before TKA. On average, a fivefold increase in the
number of CD14-positive cells and lower expression levels of SREBP1C and LXRA were
observed in OA IFP relative to OA SC; however, these results were not obtained from
the RA samples. The median ratio of CD14++CD80+ cells/CD14++CD163+ cells of OA IFP
was 0.87 (0.76–1.09, interquartile range), which is higher to that of OA SC with a lower ratio
(p = 0.05835).
Conclusions: The quantity and quality of CD14-positive cells differed between IFP and
SC in arthropathy patients. To our knowledge, this is the first study to characterize the
ratio of M1/M2 cells in the IFP and SC of end-stage OA and RA patients. The increased
ratio of CD14++CD80+ cells/CD14++CD163+ cells in the IFP from patients with OA and RA
treated with bDMARDs indicated that inflammation was localized in the IFP. As adipose
tissue-derived innate immune cells were revealed as one of the targets for regulating
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Ma et al.
M1/M2 Differentiation in Arthritis IFP
inflammation, further analysis of these cells in the IFP may reveal new therapeutic
strategies for inflammatory joint diseases.
Keywords: osteoarthritis, rheumatoid arthritis, monocytes/macrophage, inflammation, infrapatellar fat
pad (Hoffa’s)
the IFP is involved in shock absorption, lubrication, and
synovial fluid secretion. Furthermore, it is an important site for
inflammation in patients with pain due to OA. Notably, serious
inflammation in the IFP is often associated with severe pain in
such patients (12, 13). In this study, subcutaneous fat tissue (SC)
is defined as fat tissues located under the epidermis and dermis
but not found in the IFP tissues located in the lesion parts of
the knees.
Adipose tissue comprises the stromal vascular fraction (SVF)
and adipocytes, and adipose tissue macrophages and monocytes
can be collected from the SVF (10). Adipose tissue macrophages
(ATMs) in the IFP demonstrate aspects of both pro- and antiinflammatory phenotypes in vitro, with most cells expressing the
M2 marker, CD206, but secreting interleukin-6 (IL-6), tumor
necrosis factor-alpha (TNF-a), and relatively low amounts of
interleukin-10 (IL-10), similar to M1 cells (13–16). ATMs have
been revealed to play important roles in both physiological
processes and pathological mechanisms in adipose tissue—for
instance, the proportion of ATM in lean mice was estimated to
be less than 10% of all adipose tissues; however, in leptindeficient mice, this proportion increased to over 50% (17).
Unlike ATMs that are distributed throughout uninflamed
adipose tissue and provide limited inflammatory activity in the
lean state (18), ATMs in obese adipose tissue surround and
consume dead adipocytes and exhibit a pro-inflammatory
phenotype (19, 20). Furthermore, bigger amounts of TNF-a
and IL-6 are secreted by ATMs in obese people (9), and a twofold
increase in the release of IL-6 was observed in the IFP compared
to the SC in patients with OA (21). However, the differentiation
INTRODUCTION
Osteoarthritis (OA) and rheumatoid arthritis (RA) affects
millions of people worldwide, with one in three people over
the age of 65 having OA (1), and every five out of a thousand
people suffer from RA (2). OA and RA are characterized by joint
pain; however, in some cases, they are characterized by deformity
owing to inadequate therapeutic strategies. The progression of
OA can be seen as multiple reasons, such as mechanical stress to
the cartilage (3, 4), subchondral bone remodeling (5),
biochemical cascades (6), and inflammation (5, 6). On the
other hand, RA is an autoimmune disease that causes
inflammation in the synovial tissue (3, 7). Disease-modifying
anti-rheumatic drugs (DMARDs), such as biological DMARDs
(bDMARDs), are used to treat RA (8); however, currently, no
disease-modifying therapeutics is available for OA patients.
Thus, elderly patients with OA or RA sometimes opt for total
knee arthroplasty (TKA) to restore joint function.
Adipose tissue participates in inflammatory processes because
it is a source of cytokines, chemokines, and adipokines (9). The
infrapatellar fat pad (IFP or Hoffa’s fat pad) is an adipose tissue
depot located within the knee joint and is surrounded by
synovium, cartilage, and bone (10). The anatomical location of
the IFP is displayed in Figure 1A (11). As described by Jiang et
al., the IFP is sandwiched between the patellar retinacula and the
patellar tendon anteriorly and the trochlear surface of the femur
posteriorly on the horizontal perspective. In contrast, on the
vertical perspective, the IFP is located between the patella,
femoral condyle, and intercondylar notch (12). Functionally,
A
B
FIGURE 1 | (A) The anatomical location of infrapatellar fat pads. (B) Flow chart of the experimental method.
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Ma et al.
M1/M2 Differentiation in Arthritis IFP
patterns of M1 and M2 cells in the IFP of arthropathy patients
have not been studied.
To our knowledge, this is the first study to reveal the
differentiation pattern of CD14++CD80+ cells and CD14++CD163+
cells in the IFP and SC of OA and RA patients. Furthermore, as IFP
and SC are adipose tissues in the knee joints (Figure 1A) and IFP is
considered to have a great potential to participate in inflammatory
response (13), qRT-PCR was performed to identify the lipid
transcription factors related to inflammation to clarify the
signature expression pattern of these genes in the IFP and SC of
arthropathy patients.
Gating Strategy
The gating strategy and fluorescence minus one are presented in
Supplementary Figures S1, S2. Representative APC-FSC twoparameter dot plots of gate 1 among unstained, isotype control,
and fully stained samples were presented. Cells gathered in
neither unstained nor isotype controls in fully stained samples
were allotted to gate 2. In gate 2, representative two-parameter
dot plots of PE-APC and PerCP/Cyanine5.5-APC of samples
stained by isotypes and antibodies were presented. Compared
with the isotype control, positive plots were counted as “CD14+,
CD80+” and “CD14+, CD163+” to calculate the proportions
of CD14++CD80+ cells and CD14++CD163+ cells in CD14positive cells.
MATERIALS AND METHODS
Quantitative Real-Time Polymerase
Chain Reaction
Sample Collection From Patients With OA
and RA
Total RNA was isolated with Isogen (#315-02504, Nippon Gene)
and RNeasy Mini Kit (#74104, Qiagen). After DNAse treatment
(#M6101, Promega), cDNA was prepared using an iScript cDNA
Synthesis Kit (#1708890, BIO-RAD) according to the protocol of
the manufacturer. qPCR was performed using TB Green Premix
Ex Taq GC (#RR071A, TaKaRa) in a 7500 Real Time PCR
System (Applied Biosystems). The following qPCR conditions
were employed: one cycle for the initial denaturation stage at
95°C for 30 s, 70 cycles for the PCR stage with denaturation at
95°C for 10 s, and annealing at 60°C for 34 s; the melt curve stage
was set according to the instructions for Takara TB Green for the
7500 Real-Time PCR System. The cell counts of the operation
samples used in RNA extraction and qPCR are displayed in
Supplementary Table S1. The sequences of the primers are listed
in Supplementary Table S2 (22–25).
Patient Information
This study was approved by the Kyoto University Graduate
School and Faculty of Medicine Ethics Committee (approval
number G0502-1). Samples of the IFP and the SC were collected
during TKA of patients with OA and RA admitted at Kyoto
University Hospital from February 2018 to April 2020.
SVF Collection and Human CD14 Magnetic
Cell Separation
Briefly, 2 g of fat tissue from each sample was digested in 5 ml of
collagenase medium [0.1 mg collagenase IA (#C2674, Sigma
Japan) in 1 ml RPMI medium (#52400, Gibco)] at 37°C for at
least 1 h with rotation. The digested tissue was mashed through a
70-µm cell strainer with 2 ml syringe plungers and centrifuged at
18°C 620 × g for 3 min. The obtained pellets, labeled as the SVF,
were washed twice in phosphate-buffered saline (PBS) via
centrifugation at 18°C 620 × g for 3 min. Thereafter, they were
rewashed in a magnetic cell separation (MACs) buffer solution of
0.5 M ethylenediaminetetraacetic acid (EDTA) in PBS containing
0.1% bovine serum albumin (BSA) via centrifugation at 18°C
300 × g for 10 min and subjected to MACs with human CD14
MicroBeads (#130-050-201, Miltenyi Biotec).
Statistical Analyses
Patient information is presented as median values with
interquartile ranges (IQR). For qPCR, the 2−DDCT method
was used to quantify the data. As the collected data did not
follow normal distribution, Mann–Whitney U-test was utilized
for statistics to describe differences between the groups.
Furthermore, as sample sizes were the same within the
same patients or the same SVF, paired-sample Wilcoxon
signed-rank test was utilized to perform a more rigorous
analysis. The statistical data were calculated using Origin 9.0
software (Originlab).
Flow Cytometry Analysis
Staining Strategy
CD14-positive cells were labeled with anti-CD14, anti-CD80, and
anti-CD163 antibodies in 0.1% BSA and 0.5 M EDTA in PBS, with
isotype and unstained controls. The following conjugated
antibodies were used: anti-human CD14 (HCD14, APC,
BioLegend), anti-human CD80 (2D10, PE, BioLegend), and
anti-human CD163 (RM3/1, PerCP/Cyanine5.5, BioLegend).
The following isotype controls were used: mouse IgG1, k isotype
control (FC) antibody (MOPC-21, APC, BioLegend); mouse IgG1,
k isotype control antibody (MOPC-21, PE, BioLegend); and
mouse IgG1, k isotype control antibody (MOPC-21, PerCP/
Cyanine5.5, BioLegend). After washing, the cells were analyzed
with a LSRFortessor cytometer (BD), and data were analyzed using
FlowJo 10.4 software.
Frontiers in Immunology | www.frontiersin.org
RESULTS
The IFP of Arthropathy Patients Has a
Higher Proportion of CD14+ Cells Than
the SC
The patients included in this study were arthropathy patients
who underwent TKA. These patients were divided into OA, RA
treated without bDMARDs, and RA treated with bDMARDs
groups, as shown in Table 1. Twenty OA patients (group A) [15
females; median (IQR) age, 77.4 (74.7–81.3) years], 12 RA
3
November 2021 | Volume 12 | Article 774177
Ma et al.
M1/M2 Differentiation in Arthritis IFP
TABLE 1 | Patient characteristics.
Patient groups
Total patients (n)
Female patients
(%)
Age (years)
Height (cm)
Body weight/total
(kg)
Body weight/F (kg)
Body weight/M
(kg)
BMI (kg/m2)
% of Obesity
CRP (mg/dl)
ESR (mm/h)
TC (mg/dl)
HDL (mg/dl)
Disease duration
(years)
% of RF positive
Group A
Group B
Group C
OA
RA without
bDMARDs
RA with
bDMARDs
20
75%
12
75%
10
100%
77.4 (74.7–
81.3)
153.3 (149.7–
160.7)
63.5 (55.4–
70.3)
60.9 (52.8–
68.1)
70.4 (70.2–
75.8)
26.1 (24.3–
28.0)
65.0%
0.0 (0.0–0.13)
23.0 (10.8–
30.3)
193.0 (185.8–
224.0)
63.0 (57.3–
73.8)
67.6 (66.5–70.5)
158.3 (154.3–
162.0)
51.8 (47.8–55.4)
48.8 (45.4–53.3)
60.1 (55.1–63.6)
A and B
Age (years)
Height (cm)
68.2 (46.5–76.0) Body weight/total
(kg)
153.8 (152.0– Body weight/F (kg)
156.7)
59.8 (56.6–63.7) Body weight/M
(kg)
59.8 (56.6–63.7) BMI >24.99
Not applicable
19.9 (19.5–23.6)
71.4
100
42.9
66.7
0 (0–8.5)
0.6628
0.1855
0.0040
0.9741
0.0023
0.0358
0.5661
0.0087
0.0101
0.8244
0.0736
Not
assessed
Not
assessed
Not
assessed
Not
assessed
0.3929
0.4574
ESR (mm/h)
0.1327
0.5278
0.4539
TC (mg/dl)
HDL (mg/dl)
Disease duration
(years)
% of RF positive
0.7958
0.9892
0.1273
0.3053
0.2702
0.0926
0.1498
221.5 (209.0–
234.0)
77.0 (64.0–83.0) % of ACPA
positive
15.1 (12.0–22.5) % MTX use
100
0.0033
0.3658
0.5942
197.0 (173.8–
225.5)
62.0 (51.0–76.0)
78.6
A and C
0.1717
70.0%
0.05 (0.0–0.4)
26.5 (6.0–44.0)
11.7 (5.6–19.2)
B and C
CRP (mg/dl)
8.3%
0.1 (0.0–1.6)
27.0 (18.5–50.5)
0.2530
0.1273
0.4003
MTX dose (mg/
week)
% PSL use
0.4205
0.7277
6.0 (0–11.0)
PSL dose (mg/
day)
TJC
0.0659
28.6
0 (0–2.5)
33.3
0 (0–4.5)
SJC
PtGA VAS (cm)
0.8313
0.8847
2.0 (1.0–2.0)
1.0 (1.0–2.0)
3.6 (2.1–6.9)
3.3 (1.9–3.9)
11.5 (8.0–15.7)
1.0 (0–2.0)
1.0 (1.0–2.0)
4.0 (1.9–6.7)
2.0 (1.2–3.6)
10.7 (6.2–11.3)
PhGA VAS (cm)
CRP (mg/dl)
SDAI
0.2461
0.0755
0.2043
% of ACPA
positive
% MTX use
MTX dose (mg/
week)
% PSL use
PSL dose (mg/
day)
TJC
SJC
PtGA VAS (cm)
PhGA VAS (cm)
SDAI
p-values between groups
1.0000
Data are presented as medians and interquartile ranges. Statistics between groups were assessed using Mann–Whitney U-tests or Fisher’s exact tests. Bold values indicates significance.
OA, osteoarthritis; RA, rheumatoid arthritis; bDMARDs, biological disease-modifying anti-rheumatic drugs (tocilizumab, n = 4; etanercept, n = 3; golimumab, n = 2; sarilumab, n = 1); F,
female; M, male; BMI, body mass index; CRP, C-reactive protein; ESR, erythrocyte sedimentation rate; TC, total cholesterol; HDL, high-density lipoprotein; RF, rheumatoid factor; ACPA,
anti-citrullinated protein antibodies; MTX, methotrexate; PSL, prednisolone; TJC, tender joint count; SJC, swollen joint count; PtGA, patient’s global assessment; VAS, visual analog scale;
PhGA, physician’s global assessment; SDAI, simplified disease activity index.
significance found between OA and both RA groups. The
median body weight (kg) of patients who underwent surgery
in these groups was 63.5, 51.8, and 59.8 kg, respectively, with
a significance found between the group of RA patients who
were not treated with bDMARDs and the other two groups. To
gain more insights on whether gender is a factor in this
significance, female and male patients were divided within
each group. As shown in Table 1, female body weight had the
same significance as that found for total patients, revealing a bias
in body weight between genders. As the body mass index (BMI)
of all members of the “RA without bDMARDs treatment” group
patients who were not treated with bDMARDs (group B) [9
females; 67.6 (66.5–70.5) years], and 10 RA patients who were
treated with bDMARDs (group C) [10 females; 68.2 (46.5–76.0)
years] were included in the study. Information regarding Creactive protein (CRP), erythrocyte sedimentation rate, total
cholesterol, high-density lipoprotein, rheumatoid factor, anticitrullinated protein antibodies, tender joint count, swollen joint
count, patient’s and physician’s global assessment visual analog
scale, and simplified disease activity index and the use of
methotrexate (MTX) and prednisolone were described. OA
patients who opted for surgery tended to be older, with a
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M1/M2 Differentiation in Arthritis IFP
CD14++CD80+ and CD14++CD163+ Cell
Ratio Increased by 1.36-Fold in OA IFP
was below 25 kg/m2, the p-values of the overweight population
between this group and the other two groups could not
be calculated.
CD14-positive cells from IFP and SC were assessed. The
strategies to obtain CD14-positive cells and a schematic for
flow cytometry and qPCR are displayed in Figure 1B. The
amount of CD14-positive cells per gram of IFP was compared
to that of SC for the same patients in each group (Figure 2). In
the OA group, the amount of CD14-positive cells (×105) in the
IFP of median (IQR) was 2.57 (0.96–4.13); however, this amount
decreased to 0.28 (0.067–0.55) in the SC, with a p-value less than
0.0001 depicting significance. In RA patients who were not
treated with bDMARDs, the number of CD14-positive cells
(×105) in the IFP was 1.64 (0.61–4.84); however, this number
decreased to 0.42 (0.20–0.58) in the SC, with significance found
(p = 0.00792). In RA patients treated with bDMARDs, the
number of CD14-positive cells (×105) in the IFP was 1.89
(0.69–2.49); however, this number decreased to 0.39 (0.13–
1.74) in the SC. Statistics on the mean (standard deviation,
SD) of CD14-positive cells per gram of fat tissue in each group
are displayed in Supplementary Figure S3A.
CD14-positive cells from the IFP and SC of all three groups were
assessed. CD14++CD80+ cells and CD14++CD163+ cells were
considered as M1 and M2 macrophages. As described in
Figure 3A, the ratio [median (IQR)] of CD14++CD80+ cells/
CD14++CD163+ cells of OA IFP was 0.87 (0.76–1.09); this ratio
was higher to that of OA SC with a lower degree (p = 0.05835). In
the group of RA patients who were not treated with bDMARDs,
the ratio of CD14++CD80+/CD14++CD163+ from both the IFP
and SC was as high as 0.79 (0.65–0.90) and 0.86 (0.43–0.98)
(Figure 3B). The RA bDMARDs group also had an increased
ratio from 0.65 (0.44–0.86) in the SC to 0.94 (0.82–1.12) in the
IFP (Figure 3C). Figure 3D shows that both diseases even had
differentiation of CD14++CD80+ cells and CD14++CD163+ cells
in the IFP. Statistics on the mean (SD) of M1/M2 ratio as well as
their proportions in CD14-positive cells in each group are shown
in Supplementary Figures S3B, C. The cell numbers in each
group are presented in Table 2. However, the M1/M2 ratio was
0.59 (0.31–1.11) and was found to be biased to the M2 phenotype
in peripheral blood mononuclear cell from RA patients (26).
A
B
C
FIGURE 2 | The infrapatellar fat pads (IFP) of arthropathy patients has a higher proportion of CD14-positive cells than the subcutaneous fat tissues. CD14-positive
cells per gram of SC or IFP in the osteoarthritis (OA) (A), rheumatoid arthritis (RA) without bDMARDs (B), and RA with bDMARDs (C). Samples were obtained during
total knee arthroplasty, digested in collagenase medium to obtain the stromal vascular fraction, and stained with human CD14 antibody to separate adipose-tissueresident CD14-positive cells. **p < 0.01 and ***p < 0.001, as determined by the paired-sample Wilcoxon signed-rank test to identify differences between SC and IFP
OA. n = 20; RA without bDMARDs, n = 12; RA with bDMARDs, n = 10.
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A
B
D
C
FIGURE 3 | CD14++CD80+ and CD14++CD163+ cell ratio increases by 1.36-fold in osteoarthritis (OA) infrapatellar fat pads (IFP). (A–C) Ratio of CD14++CD80+/CD14+
CD163+ cells in the infrapatellar fat pads (IFP) and subcutaneous fat tissues (SC) from the OA, rheumatoid arthritis (RA) without bDMARDs, and RA treated with
bDMARDs groups. To calculate ratios and proportions, adipose-resident CD14-positive cells were stained with anti-human CD80, CD163, and CD14 antibodies and
evaluated using flow cytometry. (D) Proportions of CD14++CD80+ and CD14++CD163+ cells in the SC and IFP tissues of OA and RA patients (SC OA, n = 4; SC RA, n =
6; IFP OA, n = 11; IFP RA, n = 13). The x-axis displays samples from IFP and SC grouped by OA and RA, and the y-axis displays the proportions of CD14++CD80+ cells
or CD14++CD163+ cells in CD14-positive cells. Lines connecting the dots between SC and IFP indicate samples from the same patients. Gating strategies for obtaining
CD14++CD80+ cells and CD14++CD163+ cells as well as fluorescence minus one are presented in Supplementary Figures S1 and S2. Statistics were calculated by the
paired-sample Wilcoxon signed-rank test between CD14++CD80+ and CD14++CD163+ cells from the same patients. The Mann–Whitney U-test was used for analysis
between different groups.
+
TABLE 2 | CD14++CD80+ cells and CD14++CD163+ cells from the IFP and SC in each disease group.
IFP
++
CD14 CD80
OA
+
SC
++
CD14 CD163
9.3 × 104 (7.7 × 104)
+
1.1 × 105 (1.1 × 105)
++
CD14 CD80
+
3.9 × 103 (4.7 × 103)
N = 11
RA without bDMARDs
3.2 × 104 (2.8 × 104)
4.4 × 104 (3.3 × 104)
5.7 × 104 (4.0 × 104)
5.4 × 103 (5.5 × 103)
N=4
4.9 × 103 (4.7 × 103)
N=8
RA with bDMARDs
CD14++CD163+
4.8 × 103 (4.6 × 103)
N=3
7.4 × 104 (6.3 × 104)
N=4
672 (76)
1,646 (948)
N=2
Cell numbers were determined using flow cytometry and are displayed as mean (SD).
IFP, infrapatellar fat pad; SC, subcutaneous fat tissue.
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The Expression of Lipid Transcription
Factors Related to Inflammation
Significantly Decreases in the IFP
were quantified by qRT-PCR (Figures 4, 5). Statistics on mean
(SD) of the expression levels of these genes in CD14-positive cells
in each group are presented in Supplementary Figure S4. The
samples analyzed by qRT-PCR were magnetically sorted CD14positive cells in the SVF from each SC and IFP sample. Lines
connecting the dots from the SC to IFP indicated samples from
the same patients. Consequently, as described in the left panel of
Figure 4A, the relative expression level [median (IQR)] of
As IFP and SC are fat tissues, and IFP is found in an environment
related to inflammation, lipid transcription factors related to
inflammation, such as SREBPs and LXRs, were of interest in this
study. The expression levels of these genes and the inflammatory
cytokines produced by CD14-positive cells from the IFP and SC
A
B
C
FIGURE 4 | Expression levels of lipid transcription factors related to inflammation decrease in the infrapatellar fat pads (IFP). Expression levels of SREBP1A (A),
SREBP1C (B), and LXRA (C) in the IFP and subcutaneous fat tissues (SC) from osteoarthritis (OA) and rheumatoid arthritis (RA) patients. The panels to the left
contain results comparing the expression levels between SC and IFP without division by diseases. The panels to the right contain results comparing the expression
levels of SC and IFP in patients with OA, RA treated with bDMARDs, and RA without bDMARDs treatment. Lines connecting the dots from SC to IFP indicate
samples from the same patients. The samples were labeled and separated into CD14-positive cells from the stromal vascular fraction of the IFP and SC from each
patient. The median (interquartile range, IQR) expression levels of SREBP1A, SREBP1C, and LXRA in the SC from all patients were 0.31 (0–5.25), 0.98 (0.22–2.98),
and 0.69 (0.34–2.12); these expression levels changed to 1.1 (0.09–4.81), 0.30 (0.16–0.71), and 0.039 (0.0085–0.50) in the IFP. The median (IQR) expression levels
of SREBP1C and LXRA in the SC from OA patients were 1.03 (0.03–3.69) and 0.69 (0.34–2.14); these expression levels changed to 0.31 (0.23–0.71) and 0.039
(0.018–0.50) in the IFP. The median (IQR) expression levels of LXRA in the SC and IFP from RA patients who were not treated with bDMARDs were 1.04 (0.065–
20.89) and 0.017 (0.0067–0.81). Significant differences are displayed in each figure. OA, n = 15; RA without bDMARDs, n = 7; RA with bDMARDs, n = 9,
respectively. The 2−DDCT method was used to quantify the qPCR data. GAPDH was used as the reference gene. The average GAPDH Ct values from all SC samples
were used to normalize the Ct values. The Y-axes indicate the relative expression levels of mRNA, which were normalized by GAPDH. *p < 0.05, **p < 0.01, and
****p < 0.0001, as determined using the Mann–Whitney U-test for differences between the IFP and SC groups and the paired-sample Wilcoxon signed-rank test for
differences between IFP and SC within the OA, RA without bDMARDs, and RA with bDMARDs groups.
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M1/M2 Differentiation in Arthritis IFP
A
B
C
FIGURE 5 | Expression levels of inflammatory cytokines decrease in the IFP. Expression levels of CXCL10 (A), IL1B (B), and IL6 (C) in the infrapatellar fat pads (IFP)
and subcutaneous fat tissues (SC) from osteoarthritis (OA) and rheumatoid arthritis (RA) patients. The panels to the left contain results comparing the expression
levels between SC and IFP without division by diseases. The panels to the right contain results comparing the expression levels of SC and IFP in patients with OA,
RA treated with bDMARDs, and RA who were not treated by bDMARDs. Lines connecting the dots from SC to IFP indicate samples from the same patients. The
samples were labeled and separated into CD14-positive cells from the stromal vascular fraction of the IFP and SC of each patient. The median (interquartile range)
expression levels of CXCL10 in the SC and IFP from patients were 1.13 (0.23–2.33) and 0.33 (0.10–0.55); the expression level in the SC was 0.98 (0.07–2.33) and
changed to 0.17 (0.05–0.42) in the IFP of OA patients. Significant differences are displayed in each figure. OA, n = 15; RA without bDMARDs, n = 7; RA with
bDMARDs, n = 9, respectively. The 2−DDCT method was used to quantify the qPCR data. GAPDH was used as the reference gene. The average GAPDH Ct values
from all SC samples were used to normalize the Ct values. The Y-axes indicate the relative expression levels of mRNA, which were normalized by GAPDH. *p < 0.05,
as determined using the Mann–Whitney U-tests for differences between the IFP and SC groups and the paired-sample Wilcoxon signed-rank test for differences
between the IFP and SC within the OA, RA without bDMARDs, and RA with bDMARDs groups. Data for the sample whose CXCL10 2−DDCT value was 69.2-fold
higher than the average were removed from the plot.
1.03 (0.03–3.69), 0.69 (0.34–2.14), and 0.98 (0.07–2.33) in
the SC, which decreased to 0.31 (0.23–0.71), 0.039 (0.018–
0.50), and 0.17 (0.05–0.42) in the IFP, with p-values less than
0.05 depicting significance, as shown in the right panels of
Figures 4B, C, 5A. In addition, the expression levels of LXRA
in the RA without bDMARDs treatment group were 1.04 (0.065–
20.89) and 0.017 (0.0067–0.81) in the SC and IFP, respectively,
which indicated significance. No significant relationship was
found between IL1B and IL6 within or among each group
(Figures 5B, C).
SREBP1A in the CD14-positive cells of SC in all patients was
0.31 (0–5.25); however, in the IFP, this value changed to 1.1
(0.09–4.81), without any significance. As displayed in the left
panels of Figures 4B, C, 5A, the respective expression levels
of SREBP1C, LXRA, and CXCL10 in the CD14-positive cells of
SC from whole patients were 0.98 (0.22–2.98), 0.69 (0.34–2.12),
and 1.13 (0.23–2.33); however, these levels respectively decreased
to 0.30 (0.16–0.71), 0.039 (0.0085–0.50), and 0.33 (0.10–0.55)
in the IFP, with p-values less than 0.05 depicting significance.
These differences were also apparent in patients with OA, with
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M1/M2 Differentiation in Arthritis IFP
not treated by bDMARDs groups. However, in the age groups
divided into below or above median age in each disease, the
significance of LXRA in RA patients who were not treated by
bDMARDs was missing (Supplementary Table S3), which
illustrated the accuracy of age classification in Table 3. Overall,
inflammation was found to be influenced by BMI and age in
arthropathy patients.
Inflammation Status Is Influenced by BMI
and Age in Arthropathy Patients
The impact of BMI and age on CD14-positive cells, the ratio of
CD14 ++ CD80 + cells/CD14 ++ CD163 + cells, and the gene
expression levels in each disease are highlighted in Table 3.
Some of the results were not covered in the analysis among whole
samples—for instance, in OA patients whose BMI was >25, IL6
expression was significantly lower in the IFP than the SC;
however, in OA patients whose BMI was <25 and in the whole
group, this significance disappeared. Furthermore, some results
in the whole group showed bias to a certain group in BMI—for
example, in the RA without bDMARDs treatment group with
BMI >25, CXCL10 expression was significantly lower in the IFP
than SC, while in the RA with bDMARDs treatment group with
BMI <25, LXRA expression was significantly lower in the IFP
than SC. Moreover, patients with BMI >25 in both the OA and
RA with bDMARDs treatment groups tended to have higher
proportions of CD14-positive cells in the fat tissue. To determine
whether age impacts these results, the patients were divided into
age groups below or above 75 (Table 3), which is indicated as
senior people, or were divided into age groups below or above the
median age (Supplementary Table S3). In Table 3, significant
differences of CD14-positive cells per gram of fat tissues were
found in OA patients who were over 75 years old as well as in the
group of RA patients who were not treated by bDMARDs and
under 75 years old. On the other hand, the expression levels of
LXRA and SREBP1C had significant differences between SC and
IFP in patients under 75 years old of both OA and RA who were
DISCUSSION
In the present study, samples obtained from patients with OA
and RA who underwent knee surgery revealed that the number
of CD14-positive cells per gram of IFP was significantly higher
than that of the SC. The ratios of CD14 ++ CD80 + cells/
CD14++CD163+ cells increased between IFP and SC within the
OA group and the RA treated with bDMARDs group (p =
0.05835 and 0.8170, respectively). In addition, the expression
levels of lipid transcription factors related to inflammation were
significantly lower in OA IFP than OA SC.
The IFP is demonstrated as an active inflammatory site in
arthritis (27). Although the IFP is an adipose tissue, its
characteristics differ from other “classic” adipose tissues, such as
SC (21). Thus, we compared the features of IFP to those of SC to
assess the varying differentiation pattern of macrophages in the IFP
in the inflammatory environment. In our study, an average increase
of fivefold was found for the number of CD14-positive cells in the
IFP relative to that in the SC (Figure 2). Therefore, SC and IFP
TABLE 3 | Impact of body mass index (BMI) and age category of osteoarthritis (OA) and rheumatoid arthritis (RA) patients on the related gene expression.
BMI <25
CD14-positive cells (105)/grams of fat tissue
M1/M2 ratio
SREBP1A
SREBP1C
0.0156
N=7
0.0068
N = 12
0.2500
N=3
4.88E-04
N = 13
Not assessed
N=1
0.0156
N=7
0.0625
N=6
0.0195
N = 11
0.4375
N=6
1.22E-04
N = 14
0.33333
N=2
0.1250
N=4
Not assessed
N=1
1.0000
N=3
Not assessed
N=0
0.0952
N=3
Not assessed
N=0
1.0000
N=2
0.1143
N=4
0.8333
N=3
Not assessed
N=1
Not assessed
N=0
Not assessed
N=0
Not assessed
N=1
0.6250
0.7500
0.1563
0.15623
0.6953
0.1094
0.4375
0.5625
0.6875
0.0313
0.2188
0.2188
1.0000
0.3125
0.5703
0.4961
0.5000
0.7500
OA
RA without bDMARDs
RA with bDMARDs
BMI ≥25
OA
RA without bDMARDs
RA with bDMARDs
Age <75
OA
RA without bDMARDs
RA with bDMARDs
Age ≥75
OA
RA without bDMARDs
RA with bDMARDs
LXRA
CXCL10
0.5000 1.0000
N=4
0.0313 1.0000
N=6
Not assessed
N=2
0.0977 0.0098
N = 11
Not assessed
N=1
0.4375 0.0313
N=6
0.0313 0.0938
N=6
0.0313 0.5625
N=6
0.0625 0.3125
N=5
0.0742 0.1953
N=9
Not assessed
N=1
1.0000 0.2500
N=3
IL1B
IL6
0.2500
0.8750
0.5625
0.6875
0.2402
0.0420
0.8438
0.3125
0.5625
0.5625
0.5625
0.8438
0.6250
0.1875
0.7344
0.0742
0.7500
1.0000
The impact of BMI and age in the OA and RA without bDMARDs and RA with bDMARDs groups. The patients were classified into groups with BMI below or over 25 or into age groups
below or over 75 years old. The statistics of CD14-positive cells and the gene expression levels in each group were determined by paired-sample Wilcoxon signed-rank test, while the
statistics for the M1/M2 ratio in each group were determined using Mann–Whitney U-tests. Data are expressed as p-values between subcutaneous fat tissue and infrapatellar fat pad. Data
in bold font indicate significance.
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M1/M2 Differentiation in Arthritis IFP
were categorized as “inflammation-low tissue” and “inflammationhigh tissue”, respectively. Furthermore, the ratio of CD14++CD80+
cells/CD14++CD163+ cells and the expression levels of the genes
related to lipid regulation and inflammation were compared to
investigate the role of adipose-tissue-resident innate immune cells
in the pathological process of arthropathy diseases. However, more
samples are needed for this analysis. Furthermore, in addition to
staining cells with anti-CD14, CD80, and CD163 antibodies, the
quantification of CD68, inducible nitric oxide synthase, and
arginase-1 in the adipose-tissue-resident CD14-positive cells by
qRT-PCR might provide more reliable results.
As different groups of arthropathy patients have varying
characteristics, a comparison between the groups was not
performed. The number of CD14-positive cells and ratios of
CD14++CD80+ cells/CD14++CD163+ cells were increased in the
IFP in both the OA group and the RA treated with bDMARDs
group. The CRP results based on blood tests (in Table 1) revealed
a lower inflammation level in the OA [0.0 (0.0–0.13)] and RA
treated with bDMARDs [0.05 (0.0–0.4)] groups than the RA
without bDMARDs treatment [0.2 (0.0–1.7)] group. Such
findings indicate that both OA and RA treated with bDMARDs
patients had a lower inflammation level in their blood. However, a
higher ratio of CD14++ CD80 + cells/CD14 ++ CD163 + cells
appeared in the IFP of these patients, implying inflammation
localization in the IFP. The expression levels of LXRA and SREBP1
displayed different patterns between the IFP and SC in OA and RA
patients, and the effects of concurrent or historical administration
of MTX could serve as one of the reasons; this is because MTX was
revealed to inhibit the amounts of inflammatory signals via the
JAK1-STAT3 and JAK2-STAT5 transcriptional pathways in
human macrophage cell lines (28, 29). In the right panel of
Figure 5A, the expression levels of CXCL10 in CD14-positive
cells significantly decreased from the SC to IFP in OA; however, in
both RA groups, this significance disappeared. As CXCL10
responds to TNF-a, IFN-a/b/g, IL-1b, or LPS (30), anti-TNF
inhibitors, such as etanercept and golimumab used as bDMARDs
(31), can alter CXCL10 expression. The lower expression of LXRA
in the IFP can be considered as an inhibitory effect of cytokines
(32). The ratios of CD14++CD80+ cells/CD14++CD163+ cells in
the IFP were relatively higher than those in the SC, which
indicated that the IFP was in an inflammatory state. The
p-value was displayed to show importance, but as the tendency
is strong, if more samples can be obtained in the future, the
interpretive power is supposed to increase.
To understand the mechanism of LXR downregulation in the
IFP, besides inflammatory response genes, the expression levels
of genes encoding enzymes involved in unsaturated fatty acid
biosynthesis (e.g., SCD2, FADS1, ACOX3, and ELOVL5) and the
concentrations of omega-3 fatty acids (e.g., docosahexaenoic acid
and eicosatetraenoic acid) and omega-7 fatty acids (e.g., 9Zpalmitoleic acid) need to be evaluated (33). Based on the theory
that lipid transcription factors participate in the inflammation
process, these results would be the first step to see the panorama
of “localized lipid immunization.”
This study revealed that, in the IFP of arthropathy patients,
abundant CD14-positive cell stores and the ratio of CD14++CD80+
Frontiers in Immunology | www.frontiersin.org
cells/CD14++CD163+ cells were elevated, implying the localization
of inflammation in the IFP. Therefore, targeting adipose-tissueresident innate immune cells in the IFP can be considered as a new
therapeutic strategy for inflammatory arthritis.
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 author.
ETHICS STATEMENT
The studies involving human participants were reviewed and
approved by the Kyoto University Graduate School and Faculty
of Medicine Ethics Committee (approval number G0502-1). The
patients/participants provided their written informed consent to
participate in this study.
AUTHOR CONTRIBUTIONS
SM and KosM were responsible for the study design. SM, RS, and
MTani collected samples during total knee arthroplasty. SM and
RS carried out the experiments. HI, KoiM, and KN performed
the surgery. SM wrote the first draft of the manuscript. MH,
MTana, KK, SA, RN, HY, KO, AM, and TM supervised the draft
of the manuscript. All authors contributed to the article and
approved the submitted version.
FUNDING
This work was supported by Nagahama City, Shiga, Japan; Toyooka
City, Hyogo, Japan; and five pharmaceutical companies (Mitsubishi
Tanabe Pharma Co., Chugai Pharmaceutical Co. Ltd., UCB Japan
Co. Ltd., AYUMI Pharmaceutical Co., and Asahi Kasei Pharma Co.).
The KURAMA cohort study is supported by grants from Daiichi
Sankyo Co. Ltd. This study was conducted as an investigatorinitiated study. The companies had no role in the design of the
study, the collection or analysis of the data, the writing of the
manuscript, or the decision to submit the manuscript for publication.
ACKNOWLEDGMENTS
The authors would like to specially thank Atsuko Tamamoto for
collecting samples in March of 2020 and Editage (www.editage.
com) for English language editing.
SUPPLEMENTARY MATERIAL
The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fimmu.2021.774177/
full#supplementary-material
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doi: 10.1016/j.cmet.2016.11.009
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11
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Various mechanisms cause RET-mediated signaling defects in Hirschsprung's disease.
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Introduction Hirschsprung’s disease (HSCR) is a common congenital
malformation characterized by the absence of intramural
ganglion cells of the hindgut. Recently, mutations of the
RET tyrosine kinase receptor have been identified in 50 and
15–20% of familial and sporadic HSCR, respectively. These
mutations include deletion, insertion, frameshift, nonsense,
and missense mutations dispersed throughout the RET cod-
ing sequence. To investigate their effects on RET function,
seven HSCR missense mutations were introduced into ei-
ther a 1114–amino acid wild-type RET isoform (RET51) or
a constitutively activated form of RET51 (RET-MEN 2A). Here, we report that one mutation affecting the extracyto-
plasmic cadherin domain (R231H) and two mutations lo-
cated in the tyrosine kinase domain (K907E, E921K) im-
paired the biological activity of RET-MEN 2A when tested
in Rat1 fibroblasts and pheochromocytoma PC12 cells. However, the mechanisms resulting in RET inactivation
differed since the receptor bearing R231H extracellular mu-
tation resulted in an absent RET protein at the cell surface
while the E921K mutation located within the catalytic do-
main abolished its enzymatic activity. In contrast, three mu-
tations mapping into the intracytoplasmic domain neither
modified the transforming capacity of RET-MEN 2A nor
stimulated the catalytic activity of RET in our ligand-inde-
pendent system (S767R, P1039L, M1064T). Finally, the
C609W HSCR mutation exerts a dual effect on RET since it
leads to a decrease of the receptor at the cell surface and
converted RET51 into a constitutively activated kinase due
to the formation of disulfide-linked homodimers. Taken to-
gether, our data show that allelic heterogeneity at the RET
locus in HSCR is associated with various molecular mecha-
nisms responsible for RET dysfunction. (J. Clin. Invest. 1998. 101:1415–1423.) Key words: RET • tyrosine kinase •
Hirschsprung’s disease • mutations • genetics Hirschsprung’s disease (HSCR,1 aganglionic megacolon) is a
frequent congenital malformation (1/5,000 live births) respon-
sible for intestinal obstruction in neonates, and characterized
by the absence of parasympathetic intrinsic ganglion cells in
the terminal hindgut (1). Since enteric neuroblasts are derived
from neural crest cells, HSCR is regarded as a neurocristopa-
thy (2, 3). According to segregation analysis suggesting incom-
pletely penetrant dominant inheritance in long-segment HSCR
(4), we and others have mapped a dominant gene for HSCR to
chromosome 10q11.2 (5, 6) and ascribed the disease to het-
erozygous mutations of the RET protooncogene (7, 8) that en-
codes a tyrosine kinase receptor (9). Various Mechanisms Cause RET-mediated Signaling Defects in
Hirschsprung’s Disease Anna Pelet,* Olivier Geneste,‡ Patrick Edery,* Andrea Pasini,‡ Sophie Chappuis,‡ Tania Attié,* Arnold Munnich,*
Gilbert Lenoir,‡ Stanislas Lyonnet,* and Marc Billaud‡
*Unité de Recherches sur les Handicaps Génétiques de l’Enfant INSERM U-393 et Département de Génétique, Hôpital Necker-Enfants
Malades, 75743, Paris Cedex 15, France; and ‡Laboratoire de Génétique, CNRS UMR 5641, Domaine Rockefeller, 69373 Lyon Cedex
08, France Gilbert Lenoir,‡ Stanislas Lyonnet,* and Marc Billaud‡
*Unité de Recherches sur les Handicaps Génétiques de l’Enfant INSERM U-393 et Département de Génétique, Hôpital Necker-Enfants
Malades, 75743, Paris Cedex 15, France; and ‡Laboratoire de Génétique, CNRS UMR 5641, Domaine Rockefeller, 69373 Lyon Cedex
08 France J. Clin. Invest.
© The American Society for Clinical Investigation, Inc.
0021-9738/98/03/1415/09
$2.00
Volume 101, Number 6, March 1998, 1415–1423
http://www.jci.org Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease Methods Biotin labeling of cell surface proteins. NIH3T3 cells stably ex-
pressing mutant RET proteins were washed with biotinylation buffer
(10 mM Hepes, pH 8.8, 150 mM NaCl) then biotin (Biosys, Com-
piègne, France) was added to a final concentration of 150 mg/ml of
biotinylation buffer and incubated 15 min at 208C. The biotinylation
reaction was stopped by the addition of Tris-HCl, pH 7.4, to a final
concentration of 50 mM. Cells were washed with 10 mM Tris-HCl, pH
7.4, containing 150 mM NaCl (21, 26). Cell pellets were precipitated
by streptavidin agarose (20347; Pierce Chemical Co., Rockford, IL)
and analyzed on an 8% SDS-PAGE gel. Site-directed mutagenesis and production of ecotropic retroviruses. The cDNA coding for the 1,114–amino acid isoform of human RET
(RET51) was cloned into the pBabe Puro retroviral vector (23, 30). HSCR mutations were introduced by site-directed mutagenesis (Unique
Site Elimination Mutagenesis kit; Pharmacia Biotech, Piscataway,
NJ) with the following primers: R231H: 59-CTGGGCCCTGGAC-
CACGAGCAGCGGGAGAAGTACG-39; C609W: 59-GGCTATG-
GCACCTGGAACTGCTTCCCT-39; S767R: 59-GAACGCCTCCCC-
GAGGGAGCTTCGAGACCTG-39; K907E: 59-GAGGATTCCTA-
CGTGGAGAGGAGCCAGGGTC-39; E921K: 59-GTTAAATG-
GATGGCAATTAAATCCCTTTTTGATCAT-39; P1039L: 59-GAG-
GAGGAGACACTGCTGGTGGACTGT-39; M1064T: 59-CAAA-
CTCTATGGCACGTCAGACCCGAAC-39. Each mutation was con-
firmed by DNA sequencing on both strands. Ecotropic retroviruses
were obtained by transient transfection of the pBabe Puro retroviral
vectors into the BOSC 23 packaging cell line according to the proto-
col described by Pear et al. (31). Titrations of the virus supernatants
and infections were performed as described previously (23). y
g
Analysis of Shc phosphorylation. NIH3T3 cells stably expressing
the various RET alleles were starved overnight in medium containing
0.5% of FBS and then lysed as described previously (23). Shc proteins
were immunoprecipitated with a polyclonal anti-Shc antibody (Trans-
duction Laboratories). Immunoprecipitates were subjected to 12%
SDS-PAGE and transferred to a polyvinylidene difluoride mem-
brane (Immobilon P; Millipore Corp., Bedford MA). To analyze the
phosphotyrosine content of Shc, immunoblots were incubated with
the antiphosphotyrosine monoclonal antibody 4G10 (Upstate Bio-
technology Inc.), then incubated with anti–mouse antibody conju-
gated to horseradish peroxidase (HRP) (Amersham France, Les Ulis,
France). The immunoreactive complexes were visualized using che-
miluminescence (ECL Western blotting system; Amersham France). The membranes were then stripped by incubation in stripping buffer
(100 mM 2-mercaptoethanol, 2% SDS, 62.5 mM Tris-HCl, pH 6.8)
and treated at 558C for 30 min. Introduction Recently, it has been
shown that RET is the signaling component of a multisubunit
complex acting as a receptor for the glial cell line–derived neu-
rotrophic factor (GDNF) (10–13) and neurturin (14) two neu-
rotrophic factors related to the TGF-b family, both requiring
GPI-linked glycoprotein coreceptors to allow RET dimeriza-
tion (GDNFRa and GDNFRb) (15). Germline mutations of
RET are also responsible for multiple endocrine neoplasia
type 2 (MEN 2), a group of dominantly inherited cancer syn-
dromes (for reviews see references 16–18). MEN 2 mutations
are missense mutations located in the cysteine-rich region of
the extracellular domain of RET and cause the replacement
of one of five clustered cysteines by a different amino acid
(MEN 2A) or within the catalytic tyrosine kinase domain
(MEN 2B) (19). Recently, we and others have demonstrated that MEN 2A
mutations convert the RET protooncogene in a dominantly
acting transforming gene due to covalent dimerization of RET
monomers via disulfide bond, resulting in ligand-independent
constitutive activation of the tyrosine kinase (20–23). Con-
versely, several lines of evidence support the view that HSCR
mutations are inactivating and cause the loss of RET function,
namely: (a) the nature of mutations which include both trunca-
tion and missense mutations scattered throughout the RET
gene coding sequence (24); (b) the ability of HSCR missense
mutations to abolish the transforming effects of oncogenic
forms of RET (25–27); and (c) the targeted homozygous dis-
ruption of RET that results in intestinal aganglionosis in mice
(28). However, some observations are difficult to reconcile
with a loss of function model such as the cosegregation of
MEN 2A and HSCR in several families (29). To better under-
stand the molecular mechanisms underlying RET dysfunction,
we have analyzed the biological consequences of seven inde- Address correspondence to Marc Billaud, Laboratoire de Génétique,
CNRS UMR 5641, Domaine Rockefeller, 8, avenue Rockefeller,
69373 Lyon Cedex 08, France. Phone: 33-478-77-72-13; FAX: 33-478-
77-72-20; E-mail: billaud@univ-lyon1.fr Olivier Geneste’s present ad-
dress is Transcription Laboratory, Imperial Cancer Research Fund,
44 Lincoln’s Inn Fields, London W2CA 3PX, United Kingdom. Received for publication 10 April 1997 and accepted in revised
form 7 January 1998. 1. Abbreviations used in this paper: GDNF, glial cell line–derived neu-
rotrophic factor; HRP, horseradish peroxidase; HSCR, Hirsch-
sprung’s disease; MBP, myelin basic protein; MEN, multiple endo-
crine neoplasia. 1415 Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease tein (MBP). Introduction The reaction was stopped by addition of Laemmli buffer
(20 mM Tris-HCl, pH 6.8, 2 mM EDTA, 2% SDS, 20% glycerol, and
20 mg/ml of bromophenol blue) in the presence of 1.4 M of 2-mercap-
toethanol. Proteins were boiled 3 min, then loaded on a 15% SDS
polyacrylamide gel. 32P-labeled bands were revealed by autoradiogra-
phy of the dried gel and quantified on an imaging densitometer
(model GS 670; Bio-Rad Laboratories, Richmond, CA). To detect
the disulfide-linked RET homodimer, the same immunokinase assay
protocol was used, except that 2-mercaptoethanol was omitted at the
last step. Proteins were boiled 3 min and separated on a 6% SDS
polyacrylamide gel. pendent HSCR mutations. Here we report that three HSCR
mutations inhibited the biological action of a constitutively ac-
tive form of RET while one mutation transformed the RET
gene into an oncogene. Finally, three HSCR mutations had no
detectable effect on RET function in our system. Thus, we
demonstrate that RET dysfunction in HSCR could be ascribed
to various mechanisms depending on the location of missense
mutation in the RET protein. Methods To study the Shc proteins, the filters
were sequentially reacted with the polyclonal anti-Shc serum (Trans-
duction Laboratories) for 2 h at room temperature, then with biotiny-
lated protein A (Amersham France) for 1 h and finally with HRP
conjugated to streptavidin (Pierce, Interchim, France) for 1 h. The
ECL system was used for the revelation of immunoreactive bands. 2 mg of Shc antibody was used for each immunoprecipitation experi-
ment and the same serum was diluted at a final concentration of 1 mg/
ml for Western blot; biotinylated protein A was diluted 1:500; strepta-
vidin-HRP was used at a final concentration of 1 mg/ml. Anchorage-independent growth of Rat1 cells. Retroviral infected
Rat1 cells were mass-selected with puromycin and seeded into cul-
ture medium containing 10% FCS and 0.3% agar as described in Ros-
sel et al. (23). Colonies were counted 3 wk after plating. Effects of the expression of mutant RET proteins in PC12 cells. PC12 cells were maintained in DME supplemented with glucose (4.5
g/liter), 6% horse serum (Sigma Chemical Co., St. Louis, MO), 6%
FCS, and antibiotics (32). PC12 cells were plated at 3 3 105 cells per
60-mm culture dish. The day after plating, cells were incubated with
106 infectious particles in 3 ml of the culture medium containing 8 mg/ml
of polybrene. 7 h after infection, the medium was removed and re-
placed by fresh medium. Micrographs were taken 4 d after infection. RET protein studies. The antiserum anti-RET was raised against
a peptide corresponding to the 20 amino acids of the carboxy-termi-
nal part of the short RET isoform (prepared by Biocytex, Marseille,
France). This antibody reacts with both the short (RET9) and long
RET (RET51) isoforms (23). Other antibodies used in this study are
commercially available: the monoclonal antiphosphotyrosine 4G10
and the rabbit polyclonal anti-Shc were purchased from Upstate Bio-
technology Inc. (Lake Placid, NY) and Transduction Laboratories
(Lexington, KY), respectively. RET protein analyses were performed
as described by Rossel et al. (23). Results The various domains
of the RET protein are indicated: SP, sig-
nal peptide; wavy line, cadherin-domain;
shaded oval, cysteine-rich domain; TM,
transmembrane domain; striped box, ty-
rosine kinase domain. tations S767R, P1039L, and M1064T did not substantially
modify the transforming capacity of RET-634R, we could not
formally exclude that they might be activating. To address this
question, these mutations were introduced in RET wild-type. Rat1 cells transduced with retroviruses expressing these
mutants did not produce colonies in agar (data not shown). Finally, HSCR mutation C609W on a wild-type RET back-
ground gave rise to RAT1 cell colonies, although the trans-
forming effect was weaker than the one observed with RET-
634R (Table I). the effects of HSCR mutations on RET intrinsic kinase activ-
ity, the mutant RET proteins were immunoprecipitated and
analyzed by Western blot technique. As previously described,
two immunoreactive bands migrating at 150 and 170 kD were
detected. These two RET species are assumed to correspond
to an incompletely glycosylated RET product present in the
endoplasmic reticulum (150 kD) and to the fully glycosylated
protein expressed at the plasma membrane (170 kD) (21, 33). Fig. 3 shows that the amount of 170-kD RET isoform is de-
creased in cells expressing RET-609W and RET-634R/231H as
compared with cell lines expressing wild-type RET or other
RET mutants. Conversely, the level of the 150-kD product is
markedly increased in cell lines expressing RET-609W and
RET-634R/231H (Fig. 3 A). To test the catalytic activity of
RET HSCR mutants, we measured the level of steady-state
phosphorylation on tyrosine residues. In accordance with pre-
vious reports, the RET-634R mutant showed a significant in-
crease of phosphotyrosine content (20–23). Three RET HSCR
mutants were not phosphorylated (RET-609W, RET-634R/
231H, and RET-634R/921K, Fig. 3 B). Conversely, RET-634R
protein carrying each of the four HSCR mutants K907E,
S767R, 1039L, and M1064T was phosphorylated on tyrosine,
although at a reduced level for the three latter mutants. Fi-
nally, mutations S767R, P1039L, and M1064T did not activate
the RET wild-type catalytic activity (Fig. 3 B). Previous reports have shown that the expression of MEN 2
forms of RET is transforming in rodent fibroblasts and induces
neuronal differentiation of rat pheochromocytoma PC12 cells
(20–23). PC12 cells infected with retroviruses expressing RET-
634/767R, RET-634R/1039L, RET-634R/1064T, and RET-
609W elaborated neurites and displayed morphological changes
similar to those observed with RET-634R. Results Six HSCR mutations were introduced into a cDNA encoding
a constitutively activated MEN 2A mutant form of RET
(RET51-C634R, Fig. 1). The C609W HSCR mutation leads to
the replacement of a cysteine involved in MEN 2A (19). This
mutation was likely to result in RET activation and thus was
introduced into the RET51 wild-type cDNA. y
(
)
Immunokinase assay and studies of the RET covalent dimer. Mass-selected NIH 3T3 cells stably expressing mutant RET proteins
were rinsed with PBS, scraped into 1 ml of lysis buffer (20 mM Tris-
HCl, pH 7.8, 150 mM NaCl, 1 mM sodium orthovanadate, 1% Nonidet
P-40, 1 mM PMSF, 10 mg/ml aprotinin, 10 mg/ml leupeptin and 2 mM
EDTA), and incubated on ice for 15 min. Lysates were precleared
with the rabbit preimmune serum, then subjected to immunoprecipi-
tation with the anti-RET serum. Immune complexes were absorbed
on protein A coupled to Sepharose beads (protein A–Sepharose
CL4B; Pharmacia Biotech) and successively washed twice in immu-
noprecipitation buffer and twice in immunokinase assay buffer (50
mM Hepes, pH 7.2, 5 mM MnCl2, 1 mM PMSF). The immunoprecipi-
tates were then incubated for 20 min at room temperature in 30 ml of
immunokinase buffer containing 4 mCi of [g-32P]ATP (5,000 Ci/
mmol; ICN Biomedicals Inc., Irvine, CA) diluted with unlabeled
ATP to a final concentration of 26 pmol with 7 mM myelin basic pro- yp
Consequences of HSCR mutations on RET-induced bio-
logical effects. To investigate the biological effects of HSCR
mutations, we assessed the anchorage-independent growth ca-
pacity of Rat1 cells stably expressing various RET mutants. 3 wk
after seeding in soft agar, Rat1 cells expressing RET-634R
containing mutations S767R, P1039L, and L1064T gave rise to
colonies (Table I). Conversely, the R231H, HSCR mutant sig-
nificantly reduced the number of colonies in transduced RAT1
cells, and mutations K907E and E921K produced a number of
colonies not significantly different from the background levels
observed with the wild-type RET control (Table I). Since mu- 1416 1416
Pelet et al. Pelet et al. Figure 1. Schematic representation of the
HSCR mutations introduced into RET
wild-type or RET-MEN 2A. (Top) HSCR
missense mutations analyzed in this study. (Bottom) The RET-MEN 2A mutant
C634R was used as a constitutively acti-
vated form of RET. Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease
1417 Results On the contrary,
PC12 cells expressing RET-634R with HSCR mutations
R231H, K907E, and E921K did not show any phenotypic
change as compared with PC12 cells expressing wild-type RET
(Fig. 2). These results indicate that several HSCR mutations abolish
(K907E and E921K) or dramatically reduce (R231H) the
biological activity of RET-634R, whereas HSCR mutations
S767R, P1039L, and M1064T did not substantially modify the
capacity of RET-634R to transform fibroblasts and to induce
neuronal differentiation of PC12 cells. Finally, the RET-609W
HSCR mutant exhibited the same transforming and neural dif-
ferentiation abilities as the RET MEN 2 mutants, although to
a weaker extent. We next examined the catalytic activity of HSCR mutants
with an immunocomplex-kinase assay using the MBP as an ex-
ogenous substrate (Fig. 4). Quantification of the reactive bands
showed that the level of MBP phosphorylation correlated to
RET autophosphorylation allowing further classification of
the kinase activity of the various RET mutants (RET-634R; Biochemical analyses of RET HSCR mutants. To address Table I. Transformation Effects of RET51 Wild-Type and Mutant Protein on RAT1 Cell Lines
WT
634R
634R/231H
609W
634R/767R
634R/907E
634R/921K*
634R/1039L
634R/1064T
First assay
, 3
113
41
40
130
6
3
100
, 3
100
50
62
100
19
10
130
ND
, 3
110
52
60
112
26
3
P , 1029
P , 1029
NS
P , 1029
P , 1023
NS
Second assay
, 3
130
25
45
180
7
4
207
134
, 3
130
29
67
175
11
2
180
113
, 3
170
55
59
165
8
2
110
P , 1029
P , 1028
P , 0.04
P , 1023
P , 1023
P , 1022
NS
Two independent infection assays were carried out on 103 RAT1 cells. Foci were scored 3 wk after plating. The number of foci is indicated for each
plate. ND, Not determined. A x2 test was performed. *Student’s t test was performed due to the very low number of colonies. Table I. Transformation Effects of RET51 Wild-Type and Mutant Protein on RAT1 Cell Lines Table I. Transformation Effects of RET51 Wild-Type and Mutant Protein o Effects of RET51 Wild-Type and Mutant Protein on RAT1 Cell Lines Two independent infection assays were carried out on 103 RAT1 cells. Foci were scored 3 wk after plating. The number of foci is indicated for each
plate. ND, Not determined. A x2 test was performed. Two independent infection assays were carried out on 103 RAT1 cells. Foci were scored 3 wk after plating. The number of foci is indicated for each
plate. ND, Not determined. A x2 test was performed. *Student’s t test was performed due to the very low number of colonies. Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease
1417 Results *Student’s t test was performed due to the very low number of colonies. 1417 Figure 2. Effects of RET
carrying HSCR mutations
on PC12 cell morphology. The PC12 pheochro-
mocytoma cell line was
infected with retro-
viruses expressing nor-
mal RET51 (RET WT),
mutant RET alleles, and
control (RET51/634R,
RET-918T, and LacZ
NIH3T3 expressing b
galactosidase). Micro-
graphs were taken 4 d
after infection. Neuronal
differentiation was ob-
served for RET-609W,
RET-634R/767R, RET-
634R/1039L, and RET-
634R/1064T. Figure 2. Effects of RET
carrying HSCR mutations
on PC12 cell morphology. The PC12 pheochro-
mocytoma cell line was
infected with retro-
viruses expressing nor-
mal RET51 (RET WT),
mutant RET alleles, and
control (RET51/634R,
RET-918T, and LacZ
NIH3T3 expressing b
galactosidase). Micro-
graphs were taken 4 d
after infection. Neuronal
differentiation was ob-
served for RET-609W,
RET-634R/767R, RET-
634R/1039L, and RET-
634R/1064T. Figure 2. Effects of RET
carrying HSCR mutations
on PC12 cell morphology. The PC12 pheochro-
mocytoma cell line was
infected with retro- RET-609W . RET-634R/767R; RET-634R/907E; RET-
634R/1064T . RET-634R/1039L . RET-634R/231H . RET-
WT . . RET-634R/921K). These results are consistent with
the analysis of the steady-state phosphorylation of RET
HSCR mutants, although it should be noted that the immu-
nokinase assay allowed detection of a clear increase of RET-
609W kinase activity. RET-609W . RET-634R/767R; RET-634R/907E; RET-
634R/1064T . RET-634R/1039L . RET-634R/231H . RET-
WT . . RET-634R/921K). These results are consistent with
the analysis of the steady-state phosphorylation of RET
HSCR mutants, although it should be noted that the immu-
nokinase assay allowed detection of a clear increase of RET-
609W kinase activity. tivation. The last four HSCR mutants do not significantly im-
pair RET, MBP, or Shc phosphorylation. p
,
,
p
p
y
HSCR mutations affecting the extracytoplasmic domain re-
sult in a reduced level of RET protein expressed at the cell sur-
face. The reduction of the 170-kD RET product observed in
NIH3T3 cells expressing RET-634R/231H or RET-609W sug-
gested that inhibition of RET transport to the cell surface
might account for the disease-causing effects of HSCR muta-
tion (Fig. 6). To test this hypothesis, NIH3T3 cells expressing
equal amounts of RET protein were biotinylated in vivo. Western blot analysis shown in Fig. 6 A revealed that the
RET-634R/231H and RET-609W 170-kD isoforms were dra-
matically reduced at the cell surface. Fig. Results 6
A, these findings support the view that the C609W HSCR mu-
tation exerts a dual effect on RET resulting in both a reduced
expression at the cell surface and the formation of a covalent
dimer. assay. The 340-kD product corresponding to RET homodimer
and specific to RET MEN 2 mutants carrying a cysteine muta-
tion was detected in NIH3T3 cells expressing RET-609W and
RET-634R (Fig. 7). Together with the results showed in Fig. 6
A, these findings support the view that the C609W HSCR mu-
tation exerts a dual effect on RET resulting in both a reduced
expression at the cell surface and the formation of a covalent
dimer. Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease
1419 Results 6 B shows that RET
wild-type proteins bearing mutation affecting the intracyto-
plasmic domain (S767R, P1039L, M1064T, as well as RET51-
634R/907E and RET-634R/921K) were readily detected at the
plasma membrane, thus supporting the view that HSCR muta-
tions located in the extracytoplasmic domain decrease the
amount of mature receptor present at the cell surface. y
We then studied the tyrosine phosphorylation of Shc, a
transduction protein that bridges receptor tyrosine kinases to
the Ras-mitogen activated protein kinase pathway (34) and that
has been shown to be phosphorylated by MEN 2 forms of RET
(35–37). Fig. 5 shows that equivalent amounts of the three Shc
isoforms were present in each lane (46, 52, and 66 kD). How-
ever, the phosphotyrosine content of p52Shc, p46Shc and, to a
lesser extent, of p66Shc was markedly increased in NIH3T3 cells
expressing RET-609W as well as RET-634R carrying HSCR
mutations S767R, K907E, P1039L, and M1064T. Conversely,
the tyrosine phosphorylation of Shc was comparable to that of
RET wild type in cell lines expressing RET-634R/231H or
RET-634R/921K (Fig. 5). Therefore, both sets of data indicate
that two RET HSCR mutants inactivate RET-634R catalytic
functions (R231H, E921K), while the C609W leads to RET ac- HSCR mutation C609W has a dual effect on RET. To in-
vestigate whether the C609W HSCR mutation might result in
RET dimerization, we performed an immunocomplex kinase 1418
Pelet et al. 8
Pelet et al. 1418 Figure 2 (Continued) Figure 2 (Continued) Figure 2 (Continued) Figure 2 (Continued) Figure 2 (Continued) segment (total colonic aganglionosis for mutations S767R and
E921K) and the associated malformations (unilateral renal
agenesis and congenital central hypoventilation syndrome for
mutation K907E and P1039L, respectively). This study has re-
vealed that three mutations disrupted the biological activity of
the MEN 2A form of RET (R231H, K907E, E921K), while
one mutation resulted in the oncogenic activation of RET due
to the constitutive stimulation of the tyrosine kinase (C609W). Finally, in our system three HSCR mutations did not signifi-
cantly change the biological effects mediated by RET-MEN
2A (S767R, P1039L, M1064T). assay. The 340-kD product corresponding to RET homodimer
and specific to RET MEN 2 mutants carrying a cysteine muta-
tion was detected in NIH3T3 cells expressing RET-609W and
RET-634R (Fig. 7). Together with the results showed in Fig. Discussion Recent work has suggested that HSCR point mutations in the
RET gene are invariably inactivating mutations although
through distinct molecular mechanisms (25–27). In this report,
we have investigated the effects of seven distinct HSCR mis-
sense mutations on RET function. Three mutations were se-
lected owing to their location in the RET protein, namely, the
cadherin-like domain (R231H), the cysteine-rich motif at a
cysteine codon involved in MEN 2A (C609W), and the car-
boxy-terminal region specific for the long RET isoform
(M1064T). Four mutations were chosen based on the pheno-
type of HSCR patients including the length of the aganglionic Arginine 231 is located in the RET cadherin domain. It is
one of the four residues of the motif Leu-Asp-Arg-Glu
(LDRE) that is highly conserved in most cadherins and forms
one of the loops involved in calcium-binding (38, 39). How-
ever, while the RET cadherin domain can be superimposed to
the amino-terminal cadherin domains of E-cadherin (Legrand,
P., and M. Billaud, unpublished results) its function is not yet
defined, especially as RET does not display clear Ca21-depen-
dent homophilic adhesive properties (40). The substitution of
arginine 231 for histidine leads to a drastic reduction of the
mutant RET protein present at the cell surface. Similarly, mu- 1419 Figure 3. Expression and tyrosine phosphorylation of mutant RET proteins. Comparable amounts of RET proteins were immunoprecipitated
from mass populations of puromycin-resistant NIH3T3 cells expressing the various RET mutants. Controls were NIH, RETWT, RET-634R, and
LacZ. (A) RET monomer detection. Samples were fractionated on an 8% SDS polyacrylamide gel and analyzed by Western blotting with an
anti-RET polyclonal serum. The two RET species of 170 and 150 kD are indicated. (B) Tyrosine phosphorylation of RET. Western blots were
reprobed with the monoclonal antiphosphotyrosine antibody 4G10. The 170-kD phosphorylated band was absent for three constructions,
namely RET-634R/231H, RET-609W, and RET-634R/921K and was decreased for RET-634R/1039L and the RET-634R/1064T. Figure 3. Expression and tyrosine phosphorylation of mutant RET proteins. Comparable amounts of RET proteins were immunoprecipitated
from mass populations of puromycin-resistant NIH3T3 cells expressing the various RET mutants. Controls were NIH, RETWT, RET-634R, and
LacZ. (A) RET monomer detection. Samples were fractionated on an 8% SDS polyacrylamide gel and analyzed by Western blotting with an
anti-RET polyclonal serum. The two RET species of 170 and 150 kD are indicated. (B) Tyrosine phosphorylation of RET. Western blots were
reprobed with the monoclonal antiphosphotyrosine antibody 4G10. Discussion The 170-kD phosphorylated band was absent for three constructions,
namely RET-634R/231H, RET-609W, and RET-634R/921K and was decreased for RET-634R/1039L and the RET-634R/1064T. tations of either codon Asp 264 (D264K) or Asp 300 (D300K)
which are part of the putative Ca21-binding site of the RET
cadherin domain, and mutation of arginine 287 (R287Q) which
is also located in the cadherin domain resulted in the intracel- lular accumulation of the immature 150-kD product (21)
(Chappuis, S., and M. Billaud, unpublished results). Other
HSCR mutations affecting the extracytoplasmic domain, out-
side the cadherin domain, have the same disruptive effect as
mutation R231H. Thus, these data therefore support the idea
that most extracellular missense mutations of RET might alter
the protein folding and cause inappropriate intracellular traf-
ficking (26, 27). Figure 4. Immunocomplex kinase assay. Equal amounts of RET pro-
teins were immunoprecipitated from lysates of NIH3T3 cells stably
expressing various RET mutants. The immunocomplexes were sub-
jected to an in vitro kinase assay using MBP as an exogenous sub-
strate. Bands corresponding to autophosphorylated RET and to
phosphorylated MBP are indicated. Among HSCR mutations located in the RET tyrosine ki-
nase domain tested in this study, two out of three inhibited the
biological activity of the MEN 2A form of RET (K907E,
E921K). Although the functional consequences of each muta-
tion were the same, biochemical analyses suggested that the
underlying molecular mechanisms were different. Mutation
K907E did not abrogate the tyrosine kinase activity of RET-
MEN 2A since this mutant was still able to efficiently phos-
phorylate substrates such as MBP and Shc. These results indi-
cate that the K907E mutation might interfere with one of the
RET-signaling pathways required for mitogenesis. Since Lys
907 is located in the close vicinity of Tyr 905 (41), a residue
whose autophosphorylation creates a putative docking site for
Grb10 and possibly Grb7, it is tempting to speculate that the
K907E mutation might uncouple Grb7 and/or Grb10 from
RET, thus dampening down the RET signal (27, 42–44). The
negative effect of mutation E921K on RET-MEN 2A enzy-
matic activity implies that Glu 921, an amino acid strictly con-
served in all serine/threonine and tyrosine kinases identified
thus far, participates in the folding of the RET kinase domain
(45). Similarly, three other HSCR mutations located in the ty-
rosine kinase domain have been shown to abolish or decrease
the kinase activity of oncogenic forms of RET (25). without any clinical manifestation involving either thyroid or
adrenals (24) while other missense mutations at codon 609
have been identified in 8% of MEN 2A (19) . Thus, it ap-
peared likely that the replacement of cysteine 609 by a tryp-
tophan exerted a disruptive effect on RET. Yet, the C609W
mutation was found to cause RET covalent dimerization simi-
lar to the one observed with MEN 2A cysteine mutations. However, the amount of the mature 170-kD form of RET
present at the cell membrane was significantly decreased as
compared with RET wild type or RET-634R, thereby indicat-
ing that mutation C609W also impaired the RET maturation. Consequently, the transforming capacity of RET-609W was
approximately twofold less than the one displayed by RET-
634R. It is thus tantalizing to hypothesize that the weak level
of the RET dimer cannot compensate for the marked decrease
of RET at the plasma membrane of enteric neuroblasts result- ing in the HSCR phenotype. We cannot exclude the possibility
that the covalent dimerization of RET-609W requires the
overexpression of RET, the same as achieved in NIH3T3 cells
and that, under physiological conditions, the dimer is not
formed in enteric neuroblasts. Along the same lines, it is worth
noting that two mutations, previously reported in MEN 2A pa-
tients have been identified in HSCR patients without evidence
of MEN 2 phenotype (C609Y, C620R) (46). Finally, the same
dual impact (the formation of disulfide-bound RET ho-
modimer and inhibition of RET maturation) (47) might ex-
plain the occurrence of both HSCR and MEN 2A in rare fami-
lies with RET mutation at codons 618 or 620. Finally, three HSCR mutations did not substantially mod-
ify the biological activity of RET-MEN 2A in our systems
(S767R, P1039L, M1064T). Mutation S767R was found in a
sporadic case, while the two other mutations were inherited Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease
1421
Figure 6. Cell surface expression of mu-
tant RET proteins. NIH3T3 cells stably
expressing equivalent amount of mutant
RET proteins were labeled with biotin
and immunoprecipitated with streptavi-
din conjugated to agarose. The resultant
immunoprecipitates were separated on
an 8% SDS polyacrylamide gel and
Western blotted with an anti-RET poly-
clonal serum. The immunoreactive band
corresponds to the fully glycosylated
RET product of 170 kD present at the
cellular membrane. Discussion Figure 4. Immunocomplex kinase assay. Equal amounts of RET pro-
teins were immunoprecipitated from lysates of NIH3T3 cells stably
expressing various RET mutants. The immunocomplexes were sub-
jected to an in vitro kinase assay using MBP as an exogenous sub-
strate. Bands corresponding to autophosphorylated RET and to
phosphorylated MBP are indicated. The RET C609W mutation occurred in an HSCR family 1420 1420
Pelet et al. Figure 5. Tyrosine phosphorylation of Shc
by RET mutants. Retroviral infected
NIH3T3 cells stably expressing the various
RET mutants were starved overnight in
0.5% FBS and then whole cell lysates were
prepared. (A) Shc proteins were immuno-
precipitated with a rabbit polyclonal anti-
Shc antibody (Transduction Laboratories)
and the resultant immunoprecipitates were
subjected to Western blot analysis using a
monoclonal antiphosphotyrosine antibody
(4G10; Upstate Biotechnology Inc.). (B)
Filters were reprobed with the anti-Shc an-
tibody; the three Shc isoforms of 66, 52,
and 46 kD are indicated. Figure 5. Tyrosine phosphorylation of Shc
by RET mutants. Retroviral infected
NIH3T3 cells stably expressing the various
RET mutants were starved overnight in
0.5% FBS and then whole cell lysates were
prepared. (A) Shc proteins were immuno-
precipitated with a rabbit polyclonal anti-
Shc antibody (Transduction Laboratories)
and the resultant immunoprecipitates were
subjected to Western blot analysis using a
monoclonal antiphosphotyrosine antibody
(4G10; Upstate Biotechnology Inc.). (B)
Filters were reprobed with the anti-Shc an-
tibody; the three Shc isoforms of 66, 52,
and 46 kD are indicated. Acknowledgments We thank Dr. W.S. Pear for providing us with the BOSC 23 cells and
Dr. H. Land for the pBabe Puro retroviral vector. We wish to thank
L. Fournier for her excellent technical help, Mrs. M. Billaud and S. Balter for the graphic work, and S. Lefebvre, J. Amiel, and R. Salomon for helpful discussion. from an unaffected parent (24). These mutations have not
been identified in 100 control chromosomes and it seems un-
likely that they are rare polymorphisms, although this possibil-
ity cannot be completely ruled out. However, it is possible that
these mutations can reduce the activation of RET in response
to GDNF, a hypothesis that should be tested in cells that stably
express the RET coreceptor GDNFRa (data not shown). It is
also possible that the signaling pathways activated from RET
in enteric neurons depend on an array of transduction effec-
tors which might not be expressed in fibroblasts or PC12 cells,
while these mutations would indeed interfere with the ability
of RET to mediate either the GDNF or the neurturin signal. Our data emphasize the necessity to develop fibroblast and/or
neuronal cell cultures expressing RET coreceptors (GDNFRa
and/or GDNFRb) providing better insights into the conse-
quences of these mutations on RET function. This study was supported by the Ligue Nationale Contre le Can-
cer (Axe Oncogénèse and Comité Départemental de Saône et Loire),
the Association de la Recherche sur le Cancer (ARC), the Associa-
tion Française contre la Myopathie (AFM), the Assistance Publique-
Hopitaux de Paris (AP-HP, PHRC94), and the Ministère de la Re-
cherche (ACC-SV2). During this study, O. Geneste was the recipient
of a Fellowship from the Ligue Nationale Contre le Cancer, Comité
Départemental de l’Indre. S. Chappuis and A. Pasini are the recipi-
ents of a fellowship from the Association de Recherche sur le Cancer
and from the Ligue Nationale contre le Cancer, respectively. depend on the location of the mutation in the protein. We then
propose to classify HSCR missense mutations of RET into
four groups. Class I mutations are located in the extracytoplas-
mic domain, causing impairment in RET maturation and pre-
venting the protein from reaching the cell surface. Class II mu-
tations in the cysteine-rich domain might be responsible for
both the formation of covalently linked RET dimers and the
transport defect of the protein. Class III mutations are located
in the tyrosine kinase domain altering either the catalytic activ-
ity or the stability of the enzyme structure. Finally, class IV
mutations are found in the intracytoplasmic domain and might
prevent the interaction between RET and cytosolic proteins
which would be critical to signaling events. However, the ab-
sence of correlation between the nature or the position of the
RET mutations and the clinical phenotype as well as the low
penetrance of the disease indicates that other genetic factors
might contribute to the HSCR phenotype. The recent demon-
stration that germline mutations in the gene encoding GDNF
might either be responsible for or modify the HSCR clinical
manifestations strengthens the view that the role of the multi-
component RET/GDNFR-a receptor is crucial during enteric
neurogenesis (48–50). The identification of such components
of the RET-signaling pathways should extend our understand-
ing of the molecular bases of HSCR. Note added in proof: Since the submission of this manuscript, Ta-
kahashi and co-workers reported on the biochemical analysis of the
C609W mutation with results paralleling our data regarding C609W
HSCR mutation (51). Figure 7. Dual effect of HSCR mutation C609W. Mutation C609W
promotes RET covalent dimerization. NIH3T3 cells stably expressing
equivalent amount of mutant RET proteins were lysed and the RET
receptor was immunoprecipitated and subjected to an in vitro immu-
nokinase assay using [g-32P]ATP. The immunoprecipitates were sepa-
rated on an 8% SDS polyacrylamide gel under nonreducing condi-
tions. The 340-kD labeled product corresponds to the disulfide-linked
RET homodimer. g
7. Edery, P., S. Lyonnet, L. Mulligan, A. Pelet, E. Dow, L. Abel, S. Holder,
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and RET in a Hirschsprung disease patient. Nat. Genet. 14:341–343. 49. Angrist, M., S. Bolk, M. Halushka, P.A. Lapchak, and A. Chakravarti. 1996. Germline mutations in glial cell line-derived neurotrophic factor (GDNF) 27. Iwashita, T., H. Murakami, N. Asai, and M. Takahashi. 1996. Mecha-
nism of Ret dysfunction by Hirschsprung mutations affecting its extra cellular
domain. Hum. Mol. Genet. 5:1578–1580. 50. Ivanchuk, S.M., S.M. Myers, C. Eng, and L.M. Mulligan. 1996. De novo
mutation of GDNF, ligand for the RET/GDNFR-a receptor complex, in Hirsch-
sprung disease. Hum. Mol. Genet. 5:2023–2026. 28. Schuchardt, A., V. D’Agati, L. Larsson-Blomberg, F. Costantini, and V. Pachnis. 1994. Defects in the kidney and enteric nervous system of mice lacking
the tyrosine kinase receptor Ret. Nature. 367:380–383. 51. Ito, S., T. Iwashita, N. Asai, H. Murakami, Y. Iwata, G. Sobue, and M. Takahashi. 1997. Biological properties of Ret with cysteine mutations correlate
with multiple endocrine neoplasia type 2A, familial medullary thyroid carci-
noma, and Hirschsprung’s disease phenotype. Cancer Res. 57:2870–2872. y
p
29. Mulligan, L.M., C. Eng, T. Attie, S. Lyonnet, D.J. Marsh, V.J. Hyland,
B.G. Robinson, A. Frilling, C. Verellen-Dumoulin, A. Safar, et al. 1994. Di- 1423 Various Mechanisms Cause RET-mediated Signaling Defects in Hirschsprung’s Disease
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https://openalex.org/W3045317941
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https://pubs.rsc.org/en/content/articlepdf/2020/ta/d0ta04034g
|
English
| null |
Solvothermal synthesis of Sn<sub>3</sub>N<sub>4</sub> as a high capacity sodium-ion anode: theoretical and experimental study of its storage mechanism
|
Journal of materials chemistry. A
| 2,020
|
cc-by
| 13,220
|
aSchool of Chemistry, University of Southampton, Southampton SO17 1BJ, UK. E-mail:
A.L.Hector@soton.ac.uk
bDiamond Light Source Ltd, Diamond House, Harwell Science and Innovation Campus,
Didcot, Oxfordshire OX11 0DE, UK
cSchool of Physics and Astronomy, University of Exeter, Stocker Road, Exeter EX4 4QL,
UK
dDeregallera Ltd, Unit 2 De Clare Court, Pontygwindy Industrial Estate, Caerphilly
CF83 3HU, UK
† Electronic
supplementary
information
(ESI)
available.
See
DOI:
10.1039/d0ta04034g Solvothermal synthesis of Sn3N4 as a high capacity
sodium-ion anode: theoretical and experimental
study of its storage mechanism† ess Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Cite this: J. Mater. Chem. A, 2020,
16437
Received 14th April 2020
Accepted 19th July 2020
DOI: 10.1039/d0ta04034g
rsc.li/materials-a
en Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Cite this: J. Mater. Chem. A, 2020, 8,
16437 Samuel D. S. Fitch,a Giannantonio Cibin,b Steven P. Hepplestone,cd Nuria Garcia-
Araez
a and Andrew L. Hector
*a A new simple and scalable method to synthesise spinel-structured Sn3N4 has been developed using SnCl4
and LiNH2 precursors under solvothermal conditions. Nanocrystalline Sn3N4 with a crystallite size < 10 nm
was produced and tested as anode material in sodium half cells, demonstrating a very high reversible (de-
sodiation) capacity of 850 mA h g1 measured over 50 cycles, the highest reported reversible capacity for
a sodium anode apart from sodium itself. Ex situ X-ray absorption spectroscopy and X-ray diffraction show
that the electrochemical reactions are reversible and that Sn3N4 is recovered upon re-oxidation. X-ray
diffraction shows that the peaks associated with Sn3N4 reflections become narrower during discharge
(reduction), evidencing that the smaller Sn3N4 particles are primarily involved in the electrochemical
reactions, and broadening of the peaks is reversibly recovered upon oxidation. The analysis of the near
edge X-ray absorption data (XANES) shows that the Sn oxidation state decreases during reduction and
nearly recovers the initial value during oxidation. DFT calculations suggest that the insertion of Na into
the Sn3N4 surface followed by substitution of tetrahedral Sn by Na is energetically favourable, and
evidence of the removal of tetrahedral Sn from the spinel Sn3N4 structure is obtained from the analysis
of the extended X-ray absorption fine-structure (EXAFS) measurements of reduced electrodes, which
also show the recovery of the pristine structure at the end of oxidation. DFT also shows that Sn
substitution by Na is only favourable at the Sn3N4 surface (not for bulk Sn3N4), in agreement with the
electrochemical characterisation that shows that controlling the nanoparticle size is crucial to achieve
full utilisation of Sn3N4 (and thus high capacity). Solvothermal synthesis of Sn3N4 as a high capacity
sodium-ion anode: theoretical and experimental
study of its storage mechanism† Received 14th April 2020
Accepted 19th July 2020
DOI: 10.1039/d0ta04034g
rsc.li/materials-a p
y
DOI: 10.1039/d0ta04034g
rsc.li/materials-a (cathode) materials, including layered transition metal oxides
(NaxMO2 where M ¼ Ni, Co, Mn etc.) and polyanionic
compounds such as NaFePO4, oen perform well.5–9 PAPER Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. J. Mater. Chem. A, 2020, 8, 16437–16450 | 16437 Journal of
Materials Chemistry A View Article Online
View Journal | View Issue Introduction Use of lithium-ion batteries (LIBs) in electrical energy storage is
undergoing rapid growth due to their high energy density and
long cycling stability. However, demand for battery grade
lithium carbonate has up driven costs for manufacturing
LIBs.1,2 The renewed interest in sodium-ion batteries (SIBs) is in
part due to the high abundance, low cost and wide geographical
distribution of the alkali metal. Sodium is the sixth most
abundant element and is found both in sea water and in various
mineral forms.3,4 The metal shares physico-chemical properties
with lithium, and sodium analogues of LIB positive electrode For SIBs, the anode is still a considerable challenge. For
LIBs, the standard anode material is graphite, however the
larger ionic radius of sodium ions (1.02 ˚A for Na+, 0.76 ˚A for Li+)
leads to sluggish reaction kinetics, lower capacities and poor
cycling stability in sodium-ion cells. Other carbon materials in
the form of amorphous and hard carbon are able to accom-
modate sodium ions, delivering reversible capacities of up to
350 mA h g1.10–12 Tin-based alloying materials have been studied as alternative
anodes for SIBs. The full sodiation of Sn to Na15Sn4 has
a theoretical capacity of 847 mA h g1.13,14 However, Sn
undergoes a volume variation of 420% during alloying/
dealloying with Na. The large volume change imposed on the
metallic Sn particles leads to pulverization, delamination and
loss of conduction pathways, although nanostructuring does
improve stability. Tin-based binary materials (e.g. SnO2, SnS,
Sn4P3) can mitigate the stresses imposed on the electrode by the
formation of a matrix structure during initial reduction (Sn +
NaxMy),15–20 as well as offering possible extra capacity by the J. Mater. Chem. A, 2020, 8, 16437–16450 | 16437 This journal is © The Royal Society of Chemistry 2020 16437 View Article Online Journal of Materials Chemistry A Paper combination of conversion and alloying processes. The most
studied of these is SnO2, owing to its high theoretical capacity
(1378 mA h g1), low redox potential and ease of synthesis.21,22
However, the material suffers from a large initial irreversible
capacity loss, low electronic conductivity and poor cyclabil-
ity.23–25 Nano-structuring of conversion materials and formation
of composites with carbon structures have yielded signicant
improvements in their electrochemical performance. Some of
the best of these are summarised in Table 1. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Even higher capacities are, in principle, obtainable with tin
nitride (Sn3N4). Sn3N4 has a tuneable band gap and applications
in photocatalysis, chemical sensing and solid state LIBs have
been suggested.32–35 As an anode material in SIBs, the conver-
sion of Sn3N4 to Sn and Na3N followed by full alloying of Sn to
Na15Sn4 would result in a capacity of 1512 mA h g1. Previously
we produced bulk nanocrystalline Sn3N4 by ammonolysis of
a tin dialkylamide and demonstrated a reversible (de-sodiation)
capacity of 270 mA h g1 aer 50 cycles at 50 mA g1 with
a coulombic efficiency close to 95%.36 Ex situ diffraction
measurements on cycled electrodes suggested that a signicant
fraction of the material was not involved in the electrochemical
processes. Consequently, it was envisioned that smaller crys-
tallite sizes could produce larger capacities. This is now
demonstrated in this work, together with a theoretical and
experimental study of the reaction mechanism. Herein we report a joint theoretical and experimental study
of the application of Sn3N4 as a high capacity anode material in
SIB, using a new synthesis method to make Sn3N4 microcrys-
talline and nanocrystalline powders. The capacity achieved with
nanocrystalline Sn3N4 over 50 cycles exceeds those for anodes
reported to date. The underlying mechanism is interrogated
using rst principle methods and experimental characteriza-
tion (XRD, EXAFS and XANES). Recent years have expanded the list of tools capable of pre-
dicting new phases of materials using rst principles calcula-
tions.37,38 Their application to the interaction of Na with Sn
compounds has attracted considerable theoretical interest. An
initial study in 2011 by Chevrier et al. used rst-principle
calculations to predict the voltage prole of the process of
sodiation of Sn by formation of NaxSny compounds.39 Later
experimental studies using X-ray diffraction and operando TEM
corroborated the formation of Na15Sn4 as the crystalline phase
of maximum sodiation.40–42 Further theoretical work combined
with M¨ossbauer and X-ray absorption spectroscopies shed light
into the reaction mechanism of Sn sodiation.43,44 A decisive in-
depth examination of the reaction pathway by Stratford et al. using ab initio random structure searching and operando XRD, This journal is © The Royal Society of Chemistry 2020 Introduction PDF and NMR characterization identied the structure of the
intermediate NaxSny compounds and showed that the nal
product Na15Sn4 can store additional sodium atoms as an off-
stoichiometry product Na15+xSn4.45 y p
Theoretical studies have also been very useful for under-
standing the compounds formed with Na and N. The formation
of metastable Na3N was predicted from theoretical consider-
ations and later demonstrated in practice by synthetic routes
using atomic co-deposition or reactions of sodium with active
nitrogen,
it
was
also
shown
that
Na3N
decomposes
at
100 C.46–50 On the other hand, sodium azide (NaN3) is a well-
known stable compound of Na and N and it is manufactured at
around 250 tonnes per year, with the main application in car
airbags.51,52 A theoretical study using global structure optimi-
zation identied a new compound, sodium azenide (Na2N2),
which was predicted to be stable (that is, it had a negative
enthalpy of formation from the respective elements Na and
N2),53 but the experimental synthesis of Na2N2 has not been
reported. Finally, theoretical and experimental studies on the
tertiary compounds of NaxSnyNz are currently limited, but ab
initio calculations by Sun et al. showed that a phase of NaSnN is
thermodynamically stable54 and this was subsequently demon-
strated experimentally.55 Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. p
Electrode preparation involved homogenizing the Sn3N4
active material (75%) with acetylene black (20%, Shawingan
black, 100%-compressed, Chevron) and sodium alginate (5%,
Aldrich) dissolved in deionised water. The slurry was cast onto
Cu foil (17.5 mm thick, 99.9% purity, Goodfellow Ltd) using a K
bar (wet thickness of 200 mm) and dried at room temperature. The coated foil was punched into circular discs (11 mm diam-
eter) and pressed at 10 tonnes to obtain the Sn3N4 electrode. Typical mass loadings of electrodes prepared in this way were
0.5–1.0 mg cm2. Swagelok cells were assembled in an argon-
lled glove box. Sodium half-cells were prepared by cutting
a fresh face of sodium metal (Aldrich, 99% purity) and rolling to
produce sodium foil counter-electrodes, with two microber
lter (Whatman, GF/F grade) separators soaked in 120 ml of
1 mol dm3 NaPF6 (Aldrich, anhydrous) in a 47.5 : 47.5 : 5 by wt
mixture of ethylene carbonate (EC), diethyl carbonate (DEC) and
uoroethylene carbonate (FEC) (all Aldrich, 99%, anhydrous or
vacuum distilled before use). Electrochemical testing was per-
formed with a BioLogic MPG multi-channel potentiostat. Gal-
vanostatic cycling was carried out at 25 C at various rates of
charge/discharge within the potential range of 10 mV to 2.5 V vs. the sodium metal counter-electrode. Targeted compounds of known composition and structure
were simulated from rst principles as implemented in the
Vienna Ab initio Simulation Program (VASP).60 This approach is
based upon density functional theory (DFT), and the PBE and
HSE06
functionals
were
considered
with
the
projected
augmented waves method used for the pseudopotentials.61,62 An
energy cut-offof 600 eV and a minimum of a 4 4 4 (2 2
2) Monkhorst–Pack k-grid were used. The total energy of each
system was minimised with respect to the internal coordinates
and the lattice parameters, with a force tolerance of 0.01 eV ˚A1. All charge analysis was performed using the Bader scheme.63
Two functionals were considered here. PBE is a highly suitable
functional for geometric considerations, whereas for chemical
accuracy one would consider HSE06. In general, whilst broad
trends can be extrapolated from a PBE result, the chemically
accurate results require HSE06. Experimental Synthesis of Sn3N4 was carried out under anaerobic conditions
using either a nitrogen-lled glovebox or Schlenk line techniques. Benzene (Aldrich) was reuxed over sodium for 8 h, distilled and
stored under nitrogen. SnCl4 (Aldrich) was short-path distilled. LiNH2 was obtained by reacting nBuLi (1.6 mol dm3 in hexane, 500
cm3, Aldrich) with ammonia (distilled from a 100 cm3 sodium/ Table 1
Some high-performing tin-based materials for sodium-ion negative electrodes
Material
Current
(mA g1)
First sodiation
capacity (mA h g1)
First de-sodiation
capacity (mA h g1)
Final de-sodiation
capacity (mA h g1)/no. of
cycles
Sn/graphite composite26
50
580
410
360/20
C–SnO2–C hollow core/shell/
shell27
100
1200
620
420/30
Amorphous SnO2 on C
nanotubes28
100
1110
630
590/50
SnS–acetylene black
composite29
100
760
500
530/80
Sn4P3 nanoparticles on
reduced graphene oxide30
100
1600
780
640/100
Sn4P3 nanoparticles in
a cube-shaped carbon shell31
100
1430
750
700/50 Table 1
Some high-performing tin-based materials for sodium-ion negative electrodes This journal is © The Royal Society of Chemistry 2020 View Article Online Paper liquid ammonia solution) at 0 C, ltering the white solid product
and drying in vacuo. Solvothermal synthesis was performed in a 75
cm3 autoclave (Parr 4740CH), with a silica liner reducing the
internal volume to 60 cm3. SnCl4 (0.60 g, 2.3 mmol) was placed in
the silica liner and covered by 30 cm3 of benzene. LiNH2 (0.21 g, 9.2
mmol) was added and stirred. The autoclave was sealed and heated
for 12 hours at temperatures as discussed later (300 to 430 C). Typically, 50 atm pressure was developed during heating. Aer
cooling to room temperature, the autoclave was opened and the
solid was washed with deionised water (50 ml) and MeOH (20 ml) to
remove the LiCl by-product. The powder was then washed further
with HCl (3 mol dm3, 30 ml) to remove any tin metal formed by
thermal decomposition of the metal nitride. prepared without the homogenizing step show the same reac-
tions (see ESI, Fig. S1†). For ex situ measurements before and aer galvanostatic
cycling, microcrystalline tin nitride electrodes were cycled in Na
half-cells to specic potentials of interest at 200 mA g1. The
Swagelok cells were disassembled in an argon-lled glovebox as
soon as the target potential had been reached. The electrodes
were rinsed with anhydrous DEC solvent and allowed to dry. This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16439 Experimental Ex
situ X-ray diffraction patterns collected in a sealed XRD sample
holder (Bruker, loaded in the glove box) were collected in
grazing incidence geometry (1 incidence angle) with Cu-Ka
radiation (l ¼ 1.5418 ˚A) using a Rigaku Smartlab with Hypix 2D
detector. Near-edge
(XANES)
and
extended
ne-structure
(EXAFS) X-ray absorption measurements in sealed polyfoil
pouches were made at the B18 beamline of Diamond Light
Source across the Sn K-edge region from 28.8 to 30.0 keV. Tin
standards were produced by preparing inks with Sn, SnO2, SnO
(Aldrich) and Na4Sn powders diluted with acetylene black to
match the respective mass loadings of the tin nitride electrodes. The Na4Sn standard was prepared in a nitrogen-lled glovebox
where a slight excess of Na (4.4 equiv., Aldrich, 99% purity) and
Sn (Aldrich) was loaded into a furnace tube and sealed,
following a previously reported synthesis method for Na4Sn.58
The tube was placed into a furnace at 300 C and heated for 1
hour under owing N2. Aer heating, the sample was trans-
ferred to the glovebox before diluting with acetylene black to
produce the Na4Sn standard. The Sn edge positions were ob-
tained as the rst inexion point of the respective XANES
absorption spectra, and the EXAFS data has been tted using
two
independent
Sn–N
coordination
shells,
similarly
to
previous studies of Sn3N4.59 Journal of Materials Chemistry A Journal of Materials Chemistry A p reaction is the energy of formation, Ef, of the NaxSn1x and
NayN1y compounds from the corresponding elements, which
quantify the stability of the different compounds (negative
formation energies indicate thermodynamic stability). The
energies of formation are calculated from: Ef ¼ E(NaxSn1x) xE(Na) (1x)E(Sn)
(3)
Ef ¼ E
NayN1y
yEðNaÞ 1 y
2
EðN2Þ
(4) (3) (4) Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. where E(NaxSn1x) and E(NayN1y) are the total energy (per
atom) of the structure, E(Na) and E(Sn) are the total energies of
the bulk elements (per atom) and E(N2) is the total energy of the
nitrogen molecule. For Sn, the metallic beta phase was used in
the calculations, following previous work,45 since that is the
stable phase at room temperature. To study the reaction of Na
with Sn3N4, the associated reaction energies were computed: Ef ¼ E
Sn3xN4yNaz
EðSn3N4Þ þ xEðSnÞ 1 y
2
EðN2Þ
zEðNaÞ
(5) (5) where E(Sn3xN4yNaz) and E(Sn3N4) are the total energies of
the structure with and without the Na atom. These energies are
given per Na atom. Raw data associated with gures in the
manuscript and ESI† are available from ref. 99. Results and discussion Fig. 1
Powder XRD patterns for the products of solvothermal
synthesis at various temperatures. The black pattern denotes the
literature Sn3N4 reflection positions and intensities.75 Solvothermal synthesis of Sn3N4 Solvothermal synthesis has become an effective, well-controlled
route for the preparation of crystalline metal nitrides.65–67 By
heating reactants in a solvent medium inside a sealed auto-
clave, metathesis reactions can proceed at mild temperatures
due to the solvent absorbing heat produced in the exothermic
reactions.68–70 Thermal decomposition of the formed metal
nitrides is also signicantly reduced under solvothermal
conditions, and the products are usually crystalline.20,71,72 Sn3N4
was synthesised via a simple and easily-scalable solvothermal
method with dened particle size via a solvothermal metathesis
reaction, with benzene employed as the solvent owing to its
stability under solvothermal conditions:73,74 430
C, all the XRD peaks are symmetrical and narrow,
demonstrating that the sample is made of crystalline particles
in the micron size range; this material will be referred to as
microcrystalline Sn3N4 in the following text. A Rietveld t to this
XRD pattern (Rwp ¼ 5.0%, Rp ¼ 3.4%) yielded a lattice parameter
of 9.0549(2) ˚A and an average crystallite size of 310(40) nm (ESI,
Fig. S2 and Table S1†). TEM micrographs corroborate this
crystallite size (Fig. 2a). In the XRD data for the sample prepared at 300 C, broad
asymmetric peaks are present at similar positions to small
sharp peaks, the latter resembling the microcrystalline sample
obtained at 430 C. The asymmetric broadening feature is due
to the fact that the sample is made of a mixture of nano-sized
and larger crystallites. The presence of nano-size crystallites
could be increased by sonicating the sample in HCl, the asso-
ciated XRD pattern shows that the asymmetric broadening of
the peaks is accentuated. The material obtained by heating at
300 C followed by sonication will be referred to as nano-
crystalline Sn3N4 in all that follows. A two-phase Rietveld t (Rwp
¼ 9.4%, Rp ¼ 7.4%) conrmed the presence of two distinct
phases, both tting well as Sn3N4 (ESI, Fig. S2 and Table S1†). The lattice parameters of the two phases were 9.0514(4) and
9.139(2) ˚A, with average crystallite sizes of 137(13) nm (13.2(4)%
of
the
material
present)
and
5.950(9)
nm
(86.8(2)%), 3SnCl4 + 12LiNH2 / Sn3N4 + 12LiCl + 8NH3
(6) (6) Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. To investigate the reaction
pathways,
we
calculated
the
energies
of
the
different
compounds following the standard approach.64 The reactions of
Na with the Sn or N2 can be written as: Powder X-ray diffraction (XRD) measurements were recorded
on a Bruker D2 Phaser using Cu-Ka radiation (l ¼ 1.5418 ˚A) in
Bragg–Brentano geometry. The reections present were identi-
ed by comparison with the ICSD database and patterns rened
using the GSAS package.56 Scale factor, background, lattice
parameter,
zero
point
correction,
thermal
displacement
parameters, nitrogen atom positions, crystallite size broadening
and isotropic strain. An Al2O3 standard collected in the same
geometry was used to dene the Gaussian instrumental peak
shape, with the crystallite size obtained from the Lorentzian
crystallite size broadening terms.57 In two-phase ts containing
two crystallite sizes, the tin thermal displacement parameters
were constrained to a single value and the nitrogen thermal
displacements were xed. Transmission electron microscopy
(TEM) was carried out with a FEI Technai12 (120 kV) on samples
that were dispersed into propanol with ultrasound and dropped
onto carbon grids. Bulk elemental CHN combustion analysis
was obtained from Medac Ltd, and the values are reported in
weight percentages. The XRD patterns of the pristine electrodes
show some small, unidentied impurity peaks, which are
formed during the homogenizing process in electrode prepa-
ration, but additional diffraction studies with electrodes xNa + (1 x)Sn / NaxSn1x
(1)
yNa þ 1 y
2
N2 / NayN1y
(2) (1) (2) where NaxSn1x and NayN1y are compounds containing Na and
Sn, and Na and N, respectively. The associated energy of the This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16439 16439 Fig. 1
Powder XRD patterns for the products of solvothermal
synthesis at various temperatures. The black pattern denotes the
literature Sn3N4 reflection positions and intensities.75
Paper
View Article Online Journal of Materials Chemistry A 3SnCl4 + 12LiNH2 / Sn3N4 + 12LiCl + 8NH3
(6 XRD and TEM were employed to characterise the product of
the solvothermal reaction. Sn3N4 crystallises with the cubic
spinel structure (Fd3m) with a reported lattice parameter of
9.037(3) ˚A.75 Powder X-ray diffraction (XRD) patterns of the
brown products produced in solvothermal reactions at 300, 350
and 430 C are displayed in Fig. 1, all showing the peak posi-
tions of the Sn3N4 reference. The good match of the XRD peak
positions of the Sn3N4 reference and the samples here
produced, demonstrates the success in the synthesis of phase
pure Sn3N4 for all the reaction conditions here explored (the
absence of other peaks demonstrate that no other crystalline
impurities are present). In addition, for the sample produced at This journal is © The Royal Society of Chemistry 2020 16440 | J. Mater. Chem. A, 2020, 8, 16437–16450 16440 Journal of Materials Chemistry A
View Article Online View Article Online Paper Journal of Materials Chemistry A Journal of Materials Chemistry A Journal of Materials Chemistry A Fig. 2
Magnitude and real part of the Fourier transforms of K3-weighted Sn K-edge EXAFS and TEM images of microcrystalline (a) and nan
crystalline (b) Sn3N4. The scale bar in (a) is 200 nm and in (b) it is 100 nm. Paper
Journal of Materials Chemistry
Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 2
Magnitude and real part of the Fourier transforms of K3-weighted Sn K-edge EXAFS and TEM imag
crystalline (b) Sn3N4. The scale bar in (a) is 200 nm and in (b) it is 100 nm. Fig. 2
Magnitude and real part of the Fourier transforms of K3-weighted Sn K-edge EXAFS and TEM images of microcrystalline (a) and nano-
crystalline (b) Sn3N4. The scale bar in (a) is 200 nm and in (b) it is 100 nm. f the Fourier transforms of K3-weighted Sn K-edge EXAFS and TEM images of microcrystalline (a) and nano-
ar in (a) is 200 nm and in (b) it is 100 nm. respectively. TEM shows crystallites around both of these sizes,
with a greater number of nanocrystalline particles present
(Fig. 2b). the ESI, Table S2†), conrming structural similarities of Sn3N4
in both samples. This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16441 3SnCl4 + 12LiNH2 / Sn3N4 + 12LiCl + 8NH3
(6 The experi-
mental values of the nitrogen content are somewhat lower
(10.1% and 8.2% for the microcrystalline and nanocrystalline
samples). The process of washing the samples in an HCl solu-
tion aer synthesis can produce a hydrolysis reaction producing
a partial oxygen substitution of nitrogen sites at particle
surfaces, forming a tin oxy-nitride, and this effect will be more
severe for the nanocrystalline sample since it has a higher
surface area. The XRD and EXAFS results show that the spinel
structure is preserved aer the oxygen-nitrogen substitution. Incomplete combustion of the samples, as observed in other
metal nitride studies,76 could also contribute to the lower than
expected
nitrogen
content
obtained
from
the
elemental
analysis. (benzene) will take place at the lower temperature used for the
solvothermal synthesis method.68,69 Taking into account the
presence of carbon and hydrogen residues and the nitrogen
vacancies (calculated from the tin oxidation number), the ex-
pected values of the nitrogen content are 10.9% and 11.1% for
the microcrystalline and nanocrystalline samples. The experi-
mental values of the nitrogen content are somewhat lower
(10.1% and 8.2% for the microcrystalline and nanocrystalline
samples). The process of washing the samples in an HCl solu-
tion aer synthesis can produce a hydrolysis reaction producing
a partial oxygen substitution of nitrogen sites at particle
surfaces, forming a tin oxy-nitride, and this effect will be more
severe for the nanocrystalline sample since it has a higher
surface area. The XRD and EXAFS results show that the spinel
structure is preserved aer the oxygen-nitrogen substitution. Incomplete combustion of the samples, as observed in other
metal nitride studies,76 could also contribute to the lower than
expected
nitrogen
content
obtained
from
the
elemental
analysis. we continued using sodium alginate for this work.36 The binder
is comparatively more rigid than the commonly used PVDF,
a property that increases the electrode's ability to withstand
large volume changes during cycling.77–79 Na half-cells were
constructed with 1 mol dm3 NaPF6 in EC/DEC with 5 wt% FEC
electrolyte, again following previous work.36 FEC was used as an
additive that improves the electrochemical performance of tin-
based electrodes.80–83 Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Galvanostatic cycling of microcrystalline Sn3N4 in Na half-
cells was investigated at 50 and 200 mA g1 (Fig. 3). 3SnCl4 + 12LiNH2 / Sn3N4 + 12LiCl + 8NH3
(6 At
200 mA g1, 671 mA h g1 of capacity was passed on rst
reduction (discharge, negative current) to 10 mV, of which
214 mA h g1 was recovered on the rst oxidation (charge,
positive current) to 2.5 V. This large initial capacity loss (32%) is
tentatively attributed to irreversible processes such as the
decomposition
of
the
electrolyte
and
formation
of
an
SEI.20,36,84,85 Subsequent cycles demonstrated good cycling
stability with a capacity fade of 7% between the 10th
(268 mA h g1) and 50th (250 mA h g1) oxidations. The
coulombic efficiency was 98% at the 50th cycle, indicating
a stable, reversible electrochemical process. Greater capacities
were achieved at a more modest current of 50 mA g1, with
520 mA h g1 of capacity passed aer the 50th oxidation, with
a coulombic efficiency of 97%. Capacity fade between the 10th
(546 mA h g1) and 50th (521 mA h g1) oxidation was just 4%. 3SnCl4 + 12LiNH2 / Sn3N4 + 12LiCl + 8NH3
(6 In addition, the analysis of the Sn K-edge
XANES data enables the evaluation of the Sn oxidation state
(see more details below), which were found to be 3.7 and 3.3 for
the Sn3N4 micro and nanocrystalline samples, respectively. The microcrystalline and nanocrystalline Sn3N4 samples
were also characterised by XANES and EXAFS collected at the Sn
K-edge. Fig. 2 shows the magnitudes of the Fourier transforms
of the K3-weighted EXAFS data. A peak doublet at 1.5 ˚A radial
distance is present in both samples and corresponds to the
distances between N sites and tetrahedral tin site (Sntet–N) and
octahedral tin site (Snoct–N) at 2.05 and 2.20 ˚A, as expected for
the spinel Sn3N4 structure and in agreement with previous
studies.59 Peaks between 2.5 and 4 ˚A are attributed to other Sn–
Sn interactions within the structure.59 While XRD is suitable to
characterise the composition of the microcrystalline sample,
the nanocrystalline sample gives broad diffraction peaks. However, EXAFS shows that both samples have a very similar set
of correlations with similar intensities (see results of the t in The estimation of the nitrogen content of the Sn3N4 samples
by combustion analysis gives values (10.1% and 8.2% for the
microcrystalline and nanocrystalline samples) that are lower
than the expected for pure, stoichiometric Sn3N4 (13.6%). This
can be ascribed, in part, to the presence of nitrogen vacancies,
which is supported by the fact that the Sn K-edge XANES anal-
ysis provides values of the oxidation state of tin lower than 4. The elemental analysis also shows that the samples also contain
carbon and hydrogen (12.4% C and 2.0% H for the microcrys-
talline sample and 1.0% C and 2.0% H for the nanocrystalline
sample). The lower content of carbon in the nanocrystalline
sample is expected, since less decomposition of the solvent J. Mater. Chem. A, 2020, 8, 16437–16450 | 16441 This journal is © The Royal Society of Chemistry 2020 16441 View Article Online View Article Online Paper
ew Article Online Journal of Materials Chemistry A Paper (benzene) will take place at the lower temperature used for the
solvothermal synthesis method.68,69 Taking into account the
presence of carbon and hydrogen residues and the nitrogen
vacancies (calculated from the tin oxidation number), the ex-
pected values of the nitrogen content are 10.9% and 11.1% for
the microcrystalline and nanocrystalline samples. Electrochemistry of Sn3N4 in sodium half cells The coulombic
efficiency at the 50th cycle was 94%. Similar to other conversion anode materials,26–31 the rst
cycle coulombic efficiency of the Sn3N4 samples studied here
(30–45%) is not suitable for commercial applications, but
further improvements could be achieved by material develop-
ment. For example, the use of a yolk–shell design, where the
active material nanoparticles are sealed inside a carbon shell,
has produced major performance improvements for other
conversion materials, which has been attributed to the fact that
the yolk–shell design enables the volumetric expansion associ-
ated with the electrochemical reactions while avoiding the
direct contact of the active material with the electrolyte.20,90 The
investigation of alternative electrolytes is another highly
promising route for improving performance and coulombic
efficiency.91 The capacity of these Sn3N4 electrodes is remarkable
considering that other high capacity tin-based materials all
incorporate a carbon architecture material such as graphene
sheets, hollow spheres or nanotubes (see Table 1). In other Sn-
based conversion systems without a secondary support, capacity
fading over multiple cycles is a problem. Wang et al. cycled SnO2
at 50 mA g1 with a capacity of 200 mA h g1 achieved aer 50
cycles.86
Ma
et
al. compared
Sn4P3/hollow
C
core–shell
composites (Table 1) with unsupported Sn4P3, and cycling the
unsupported material delivered a capacity of just 104 mA h g1
aer the 20th cycle at 100 mA g1.31 The cycling of unsupported
SnS electrodes was reported by Yu et al. with 200 mA h g1
achieved aer 50 cycles at 100 mA g1.87 In addition, further
improvements could be achieved in full cell studies, since the
reactivity of the sodium metal counter electrode has been
shown to compromise cycling stability in studies in Na half-
cells.88,89 Electrochemistry of Sn3N4 in sodium half cells Sn3N4 exhibits good stability in deionised water, hence water
processable binders can be employed in electrode preparation,
avoiding toxic organic solvents. In our previous study, Sn3N4
electrodes prepared with sodium alginate as a binder demon-
strated the best electrochemical stability during cycling and so Galvanostatic cycling of nanocrystalline Sn3N4 in Na half-
cells (Fig. 4) shows greater capacities compared to the Fig. 3
Galvanostatic cycling (a and c) and plot of specific capacity vs. cycle number (b and d) of microcrystalline Sn3N4 in Na half-cells at
200 mA g1 (a and b) and 50 mA g1 (c and d). Fig. 3
Galvanostatic cycling (a and c) and plot of specific capacity vs. cycle number (b and d) of microcrystalline Sn3N4 in Na half-cells at
200 mA g1 (a and b) and 50 mA g1 (c and d). Fig. 3
Galvanostatic cycling (a and c) and plot of specific capacity vs. cycle number (b and d) of microcrystalline Sn3N4 in Na half-cells at
200 mA g1 (a and b) and 50 mA g1 (c and d). This journal is © The Royal Society of Chemistry 2020 16442 | J. Mater. Chem. A, 2020, 8, 16437–16450 View Article Online Paper Journal of Materials Chemistry A Fig. 4
Galvanostatic cycling (a and c) and plot of specific capacity vs. cycle number (b and d) of nanocrystalline Sn3N4 in Na half-cells at
200 mA g1 (a and b) and 50 mA g1 (c and d). Paper
Journal of Materials Chemistry A
p Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 4
Galvanostatic cycling (a and c) and plot of specific capacity vs. cycle number (b and d) of nanocrystalline Sn3N4 in Na half-cells at
200 mA g1 (a and b) and 50 mA g1 (c and d). microcrystalline sample. At 200 mA g1, aer the initial irre-
versible capacity loss, a reversible (oxidation) capacity of
420 mA h g1 was achieved. Capacity fade from the 10th
(421 mA h g1) to the 50th (416 mA h g1) oxidation was only
1%. In addition, the coulombic efficiency rose to 98%,
demonstrating the favourable reversibility of the charge/
discharge reactions on cycling. As expected, more capacity was
achieved at the lower current of 50 mA g1. Reversible capacities
of 850 mA h g1 were obtained during cycling. This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16443 DFT study of the charge storage mechanism Previously, it was suggested that Sn3N4 electrodes could
undergo complete conversion to Sn metal and Na3N with
subsequent alloying of Sn with Na to Na15Sn4.36 Here, we exploit
ab initio calculations to identify the candidate compounds
involved in the reaction mechanism of sodiation of Sn3N4; this
is later analysed in view of the XRD, XANES and EXAFS results. In order to construct the possible reaction pathways, we rst
investigated the stability of the various phases of NaxSny and
NaxNy compounds. We applied a similar approach to AIRRS,45
except that for any stoichiometry where a known experimental Previously, it was suggested that Sn3N4 electrodes could
undergo complete conversion to Sn metal and Na3N with
subsequent alloying of Sn with Na to Na15Sn4.36 Here, we exploit
ab initio calculations to identify the candidate compounds
involved in the reaction mechanism of sodiation of Sn3N4; this
is later analysed in view of the XRD, XANES and EXAFS results. In order to construct the possible reaction pathways, we rst
investigated the stability of the various phases of NaxSny and
NaxNy compounds. We applied a similar approach to AIRRS,45
except that for any stoichiometry where a known experimental This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16443 16443 View Article Online Journal of Materials Chemistry A Paper structure exists, we only consider that structure. The PBE
functional was used for an initial search, and we then studied
the most stable candidates with the HSE06 functional. The
HSE06 functional is necessary for considering nitrogen-based
structures due to the difference in the N2 molecule's binding
energy in PBE and HSE06 (the binding energy of N2 in HSE06 is
9.54 eV, whereas in PBE it is 8.44 eV and the experimental value
is 9.79 eV).92 Aer calculation of the formation energies of the
different compounds, using eqn (3) and (4), the lines connect-
ing the compounds of lower formation energy (known as convex
hull) were calculated. When a candidate compound lies above
the convex hull, it is concluded that the compound is not
thermodynamically stable. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. For the elucidation of the energy storage mechanism of
Sn3N4 in sodium-ion cells, we studied the reaction of formation
of Na interstitials and substitutional sites in bulk and surface
Sn3N4 (see ESI, Tables S3 and S4†). For the study of surface
reactions, slabs of material with [001] surface terminations were
generated. The plane of cleavage was chosen based on the
consideration that both surfaces must be (a) symmetric, (b)
charge neutral and (c) stoichiometric. From these criteria four
surfaces were created and relaxed. The most stable of these (see
ESI, Fig. S3†) was then considered for the surface reaction
calculations. We considered slab systems with various thick-
nesses ranging from 0.3 to 2 nm to converge the energy
calculations. The results of the calculations of the formation energies of
Sn–Na compounds are shown in Fig. 5a. The calculations made
with the PBE functional agree with the results reported by
Stratford et al.45 To ensure chemical accuracy, additional
calculations were made with the HSE06 functional. Whilst the
formation energies are generally slightly smaller, the general
trend in the convex hull is in good agreement with the previous
PBE results. Our HSE06 calculations also show that all phases
are metallic as expected. Our rst principles simulations
combined Bader charge analysis which shows that Sn atoms are
charge neutral (0.0|e|) in the b phase due to charge being evenly
distributed. As the fraction of Na increases, the Sn atoms
become increasingly negatively charged with the Na15Sn4 phase
Sn atoms possessing Bader charges of 3.7|e|. Three different mechanisms for the bulk sodiation of Sn3N4
were considered: (a) the addition of interstitial Na ions into
Sn3N4 (with an associated reduction of the Sn oxidation state,
reaction (7)), (b) the substitution of Na onto Sn sites (with an
associated formation of Sn metal, reaction (8)), (c) or the
substitution of Na onto N sites (with an associated formation of
N2, reaction (9)). The calculation of formation energies of Na–N compounds is
shown in Fig. 5b. Due to the signicant error in binding ener-
gies of the N2 molecule in PBE, only HSE06 results are dis-
cussed. Fig. 5b shows that NaN3 is the only candidate
compound that lies on the convex hull, which means that the
other candidate compounds are not thermodynamically stable. DFT study of the charge storage mechanism the fact that Na3N is metastable does not mean that it cannot be
formed and remain stable: Na3N has been successfully syn-
thesised by atomic co-deposition and the reaction of sodium
with active nitrogen,47–49 and it was stated that Na3N remained
stable for weeks unless it was heated to 100 C.48 At high
pressures Na3N was also found to remain stable.93 Our results of
the metastability of Na3N are also in agreement with previous
theoretical calculations.46,50,53,94 This journal is © The Royal Society of Chemistry 2020 Journal of Materials Chemistry A
View Article Online 6 and
ESI, Table S3†) were found to have a positive formation energy,
meaning that they were not thermodynamically stable with
respect to bulk Sn3N4 and Na. The energy of formation of Na
interstitials ranged between 1.68 and 3.8 eV using PBE, and the
values obtained with HSE06 were 0.3 eV lower. However, it is
worth noting that the formation energy for inserting two Na
interstitials into the structure was 1.28 eV (per Na atom)
(compared to 1.68–3.8 eV for the rst interstitial considered
here), indicating that the expansion of the structure to accom-
modate the rst Na atom results in a lower formation energy for
subsequent Na intercalations. The third reaction pathway
considered was Na substituting onto the Sn site (reaction (8)),
which was also found to be energetically unfavourable. Substituting the Sn tetrahedra (Sntet) had a formation energy of
4.33 eV in PBE, and substitution at the Sn octahedral site (Snoct)
was slightly less favourable at 4.47 eV in PBE (see sites in Fig. 6). In summary, ab initio calculations were applied to evaluate
the energy of formation of bulk NaxSnyNz compounds, of which
only Na0.0625Sn3N4 was found to be stable. Therefore, it can be
proposed that the electrochemical sodiation of Sn3N4 will
produce the bulk formation Na0.0625Sn3N4. However, the
capacity associated with such a process is very small: the theo-
retical capacity is only 4 mA h g1. Previous studies have also
identied NaSnN as a stable compound, this phase contains Na
ions
intercalated
in
between
two-dimensional
layers
of
[SnN].54,55 The sodiation of Sn3N4 to form bulk NaSnN has an associated theoretical capacity of 65 mA h g1. However, the
bulk conversion of the Sn3N4 material into NaSnN is not sup-
ported by our experimental data: XRD data of the electrodes
discharged to different potentials in Na half-cells (see discus-
sion below, Fig. 9b) show that the diffraction pattern of the
Sn3N4 spinel structure is still clearly visible even aer polari-
zation to 10 mV vs. Na+/Na, thus demonstrating that the core of
Sn3N4 particles undergoes little structural change. The absence
of transformation of bulk Sn3N4 into bulk NaSnN could be
attributed to kinetic limitations. On the other hand, the sodia-
tion of Sn3N4 to form Na0.0625Sn3N4 involves little structural
rearrangement, so it is expected to be facile and the observed
XRD patterns of the sodiated (i.e. reduced) electrodes are also
consistent with Na0.0625Sn3N4. Journal of Materials Chemistry A
View Article Online View Article Online Paper interstitial forming a pseudo-octahedral Na site face linking to
two SnN4 tetrahedra and edge linking to four SnN6 octahedra)
was then considered in a larger supercell, corresponding to
Na0.0625Sn3N4. This structure was found to be energetically
favourable with a formation energy of 0.426 eV per Na atom. Apart from the formation of this energetically favourable Na
interstitial, other Na interstitial sites considered (see Fig. 6 and
ESI, Table S3†) were found to have a positive formation energy,
meaning that they were not thermodynamically stable with
respect to bulk Sn3N4 and Na. The energy of formation of Na
interstitials ranged between 1.68 and 3.8 eV using PBE, and the
values obtained with HSE06 were 0.3 eV lower. However, it is
worth noting that the formation energy for inserting two Na
interstitials into the structure was 1.28 eV (per Na atom)
(compared to 1.68–3.8 eV for the rst interstitial considered
here), indicating that the expansion of the structure to accom-
modate the rst Na atom results in a lower formation energy for
subsequent Na intercalations. The third reaction pathway
considered was Na substituting onto the Sn site (reaction (8)),
which was also found to be energetically unfavourable. Substituting the Sn tetrahedra (Sntet) had a formation energy of
4.33 eV in PBE, and substitution at the Sn octahedral site (Snoct)
was slightly less favourable at 4.47 eV in PBE (see sites in Fig. 6). In summary, ab initio calculations were applied to evaluate
the energy of formation of bulk NaxSnyNz compounds, of which
only Na0.0625Sn3N4 was found to be stable. Therefore, it can be
proposed that the electrochemical sodiation of Sn3N4 will
produce the bulk formation Na0.0625Sn3N4. However, the
capacity associated with such a process is very small: the theo-
retical capacity is only 4 mA h g1. Previous studies have also
identied NaSnN as a stable compound, this phase contains Na
ions
intercalated
in
between
two-dimensional
layers
of
[SnN].54,55 The sodiation of Sn3N4 to form bulk NaSnN has an interstitial forming a pseudo-octahedral Na site face linking to
two SnN4 tetrahedra and edge linking to four SnN6 octahedra)
was then considered in a larger supercell, corresponding to
Na0.0625Sn3N4. This structure was found to be energetically
favourable with a formation energy of 0.426 eV per Na atom. Apart from the formation of this energetically favourable Na
interstitial, other Na interstitial sites considered (see Fig. J. Mater. Chem. A, 2020, 8, 16437–16450 | 16445 Journal of Materials Chemistry A
View Article Online Thus, we conclude that sodiation
of Sn3N4 starts with the facile insertion of a small of amount of
sodium in the Sn3N4 structure, forming the identied stable
compound Na0.0625Sn3N4. On the other hand, the surface of
Sn3N4 particles undergoes signicant reactions during cycling
in Na half cells. To study the surface reactions, additional
calculations were performed to evaluate the energy of formation
of surface compounds. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. By performing ab initio calculations with the PBE functional,
we found that the insertion of Na into the Sn3N4 surface (reac-
tion (7)) was generally energetically favourable, resulting in
a signicant energy gain (at the surface the formation energy is
3.5 eV for the adsorption of 1 Na atom). Further below the
surface, this energy decreases but remains favourable for all the
slabs we have considered (up to 2 nm thick). This indicates that,
near the surface, the energetic cost of expansion and strain on
Sn3N4 associated with sodiation reactions is less than the
energy gained from adsorbing Na. Furthermore, on the top
surface layers of Sn3N4, the substitution of a Na into a Sn site,
forming NaySn3yN4 + ySn (reaction (8)) becomes favourable,
with formation energies of 1.9 eV for surface substitutions and
0.6 eV for subsurface (1 monolayer below) substitutions (both
tin tetrahedral sites). As these represent the rst steps of
conversion of the Sn3N4 structure, this suggests a potential
1.9 V vs. Na+/Na for the surface process. However, we treat this
with caution as it is heavily dependent on surface reconstruc-
tions and terminations. These ndings suggest that the elec-
trochemical reaction of sodiation of Sn3N4 is likely initiated by
the insertion of Na on the surface followed by the substitution
of Sn by Na at the Sn3N4 surface, resulting in the formation of
a Sn metal coating on top of the Sn3N4 nanoparticle. Then, Sn
metal could react further with Na forming different NaxSny
alloys, with Na15Sn4 as the nal product, as shown in previous
studies of the sodiation of Sn in Na-ion cells.39–42,45 It is
reasonable to assume that the products of these surface reac-
tions will grow as a shell around a core with NaySn3N4 structure
(possibly made of Na0.0625Sn3N4, according to our calculations). These ndings can explain the increase in the capacity values
observed with the nanocrystalline tin nitride electrode, as the
material will have a larger surface area compared with the
microcrystalline material. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. For example, Na3N produces a positive energy of formation per
atom (Ef ¼ 0.29 eV in HSE06), which means that formation of
Na3N from bulk Na and N2 gas is not thermodynamically
favourable. These
ndings
agree
with
the
experimental
enthalpy of formation of Na3N obtained by differential thermal
analysis: 64 kJ mol1 (or 0.66 eV),48 which would correspond to
a formation energy per atom of 0.66 eV/4 ¼ 0.17 eV. However, Na interstitial formation: Sn3N4 + xNa / NaxSn3N4
(7)
Substitution of Sn sites: Sn3N4 + yNa / NaySn3yN4 + ySn (8)
Substitution of N sites: Sn3N4 + zNa / NazSn3N4z + z/2N2(9) (7) The associated reaction energies, per Na atom, are given in
Table S3, ESI.† We found that, unsurprisingly, the least ener-
getically favourable of these was Na substituting into the N site
(reaction (9)). For the addition of Na interstitial sites (reaction
(7)), we considered various sites for interstitial Na as shown in
Fig. 6. The lowest energy conguration (shown in yellow: 16c Fig. 5
(a) Formation energy per atom vs. sodium concentration in Na–Sn compounds calculated with the PBE (black) and HSE06 (red) func-
tionals. (b) Formation energy per atom vs. sodium concentration in Na–N compounds calculated with the HSE06 functional. In both panels, the
convex hull (black and red lines) are constructed by joining the lowest energy point structures obtained by the searches. Fig. 5
(a) Formation energy per atom vs. sodium concentration in Na–Sn compounds calculated with the PBE (black) and HSE06 (red) func-
tionals. (b) Formation energy per atom vs. sodium concentration in Na–N compounds calculated with the HSE06 functional. In both panels, the
convex hull (black and red lines) are constructed by joining the lowest energy point structures obtained by the searches. 16444 | J. Mater. Chem. A, 2020, 8, 16437–16450 This journal is © The Royal Society of Chemistry 2020 Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Unfortunately, the larger surface also
increases the electrolyte breakdown occurring in the rst charge
cycle, which can explain the larger irreversible capacity loss
witnessed on the initial cycle of the nanocrystalline material.95 In summary, ab initio calculations were applied to evaluate
the energy of formation of bulk NaxSnyNz compounds, of which
only Na0.0625Sn3N4 was found to be stable. Therefore, it can be
proposed that the electrochemical sodiation of Sn3N4 will
produce the bulk formation Na0.0625Sn3N4. However, the
capacity associated with such a process is very small: the theo-
retical capacity is only 4 mA h g1. Previous studies have also
identied NaSnN as a stable compound, this phase contains Na
ions
intercalated
in
between
two-dimensional
layers
of
[SnN].54,55 The sodiation of Sn3N4 to form bulk NaSnN has an Fig. 6
A ball and stick representation of the Sn3N4 structure. The large
purple spheres are Sn; the smaller purple spheres are nitrogen. The Na
interstitial in its lowest energy configuration is shown as a yellow
sphere. Other sites considered are shown with green dots. The two
substitutional sites for the substitution of Sn by Na are highlighted with
orange dots (upper: octahedral, lower: tetrahedral). The unit cell is
highlighted in red. Fig. 6
A ball and stick representation of the Sn3N4 structure. The large
purple spheres are Sn; the smaller purple spheres are nitrogen. The Na
interstitial in its lowest energy configuration is shown as a yellow
sphere. Other sites considered are shown with green dots. The two
substitutional sites for the substitution of Sn by Na are highlighted with
orange dots (upper: octahedral, lower: tetrahedral). The unit cell is
highlighted in red. J. Mater. Chem. A, 2020, 8, 16437–16450 | 16445 This journal is © The Royal Society of Chemistry 2020 16445 View Article Online View Article Online Journal of Materials Chemistry A Paper Fig. 7
Initial galvanostatic cycle of microcrystalline Sn3N4 depicting
where samples were taken for the ex situ XRD, XANES and EXAFS
studies. Fig 7
Initial galvanostatic cycle of microcrystalline Sn N
depicting some Sn to have already formed. A large, sloping plateau is
observed at 0.5 V, that could be ascribed to the alloying reaction
(Sn / NaxSn). This alloying process continues to 10 mV, as
described in SnO2 and Sn4P3 systems.96–98 Since the sodiation of
Sn produces a series of NaxSny compounds at potentials in
between 0.5 V and 0 V vs. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Na+/Na, these last processes have been
assigned to the Sn alloying reactions (Sn / NaxSny).39–42,45 Sn K-edge XANES analysis was performed to probe changes
in the oxidation state of Sn in the cycled electrodes. For that
purpose, prior to the measurements, Sn–K edges were cali-
brated against Sn standards with dened oxidation states (Sn,
SnO2, SnO and Na4Sn with oxidation states of 0, +4, +2 and 4,
respectively, see ESI, Fig. S5†). The XANES spectra (Fig. 8) show
the edge energy shiing to lower energy values during the rst
reduction and a decrease in the intensity of the white line
position at the fully reduced state (10 mV vs. Na+/Na), corre-
sponding to an average oxidation state of 0.1 (ESI, Table S5†). Whilst a negative oxidation state implies that Na–Sn alloying
has taken place, it also suggests incomplete conversion of Sn3N4
to Na–Sn alloys, as we would expect a much lower oxidation
state (1.25) for the fully sodiated Na15Sn4 phase. Fig. 8 also
shows an increase in the edge energy shiand intensity of the
white line position in the XANES spectra during the rst
oxidation of the Sn3N4 electrode. The average oxidation state of
Sn was 3.5 in the fully charged state (2.5 V vs. Na+/Na), very close
to the average oxidation state of the pristine sample (3.7). This
provides strong evidence that reformation of Sn3N4 occurs. Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:33 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 7
Initial galvanostatic cycle of microcrystalline Sn3N4 depicting
where samples were taken for the ex situ XRD, XANES and EXAFS
studies. Structural and chemical change during cycling In order to elucidate the reactions undergone by Sn3N4 mate-
rials in Na half-cells, electrodes were extracted from the cell at
potentials chosen from features observed in the potential
prole (Fig. 7, also see differential capacity plots in the ESI,
Fig. S4†). These were 1.6, 1.2, 1.0, 0.5 and 0.01 V vs. Na/Na+
during reduction and 0.1, 0.75, 1.5 and 2.5 V vs. Na/Na+ during
oxidation. Samples were then characterised by XRD, XANES and
EXAFS. These experiments utilised the microcrystalline Sn3N4
in order to obtain more useful diffraction data, although it is
recognised that the nanocrystalline material has the larger
capacity. On rst reduction, there is a sloping plateau over 1.6 V
(Fig. 7) followed by a small plateau at 1 V. We attribute this
process to the insertion of Na ions into the Sn3N4 structure via
surface reactions such as the substitution of Na to Sn sites
which produces Sn metal coatings. These reactions were found
to be energetically favourable (negative formation energies) at
the Sn3N4 surface by DFT calculations. At lower potentials the
formation of NaxSny phases is expected, which likely requires Fig. 9b shows the ex situ XRD data of Sn3N4 electrodes cycled
to the same set of potentials as in the XANES measurements in
Fig. 8. It is observed that the reections corresponding to Sn3N4
become sharper on reduction of the electrode, this suggests that
the smaller crystallites are reacting more readily and hence the
average crystallite size increases. At 0.5 V, clear reections for Sn
metal appear in the pattern. This is in agreement with the
ndings from the DFT calculations, which predict that sodia-
tion would induce the insertion of Na into the surfaces of the
Sn3N4 particles, thus ejecting Sn metal, followed by the growth
of a Na–Sn alloy shell around the Sn3N4 particles. Formation of
Na–Sn alloys is not clearly visible in the XRD data, indicating
poor crystallinity or small particle size of the Na–Sn alloys. Fig. 8
Sn K-edge XANES spectra during: (a) first reduction and (b) first oxidation of microcrystalline Sn3N4 as a function of cell potential. The
insets show the central part of the absorption edge, magnified for clarity. Fig. 8
Sn K-edge XANES spectra during: (a) first reduction and (b) first oxidation of microcrystalline Sn3N4 as a function of cell potential. The
insets show the central part of the absorption edge, magnified for clarity. Structural and chemical change during cycling This journal is © The Royal Society of Chemistry 2020 16446 | J. Mater. Chem. A, 2020, 8, 16437–16450 View Article Online Paper Paper Journal of Materials Chemistry A Fig. 9
(a) Magnitude of the Fourier transforms of K3-weighted Sn K-edge EXAFS during initial reduction and oxidation of microcrystalline Sn3N4. The data of Na15Sn4, Na4Sn and Sn from the ICSD database is also included for comparison. (b) Corresponding ex situ XRD patterns, with peaks
due to the Cu current collector omitted from the pattern. ve Commons Attribution 3.0 Unported Licence. Fig. 9
(a) Magnitude of the Fourier transforms of K3-weighted Sn K-edge EXAFS during initial reduction and oxidation of microcrystalline Sn3N4. The data of Na15Sn4, Na4Sn and Sn from the ICSD database is also included for comparison. (b) Corresponding ex situ XRD patterns, with peaks
due to the Cu current collector omitted from the pattern. During the initial stages of the re-oxidation, the intensity of the
Sn metal reections diminishes but small Sn diffraction peaks
are still visible at the end of charge (2.5 V), suggesting incom-
plete reversibility of the conversion process. At the end of
oxidation, the Sn3N4 peaks become broader, similar to the
pristine samples, indicating that the electrochemical reactions
are reversible and the small crystallites reoxidise recovering the
spinel Sn3N4 structure. The pristine electrode exhibits a reec-
tion at 37.5 that disappears upon reduction and it is not
recovered aer oxidation. This peak appears due to the use of
a homogeniser for the electrode preparation: Fig. S1 in the ESI†
shows that electrodes prepared without homogenization do not
have this peak and exhibit the same changes in the XRD pattern
induced by the electrochemical reactions. Unfortunately, the
assignment of this peak is unclear: NiO and CrO2 show reec-
tions close to that position, but at higher angles, and they show
other reections that are not observed in the experimental
patterns (see ESI, Fig. S6†). The pattern of the electrode at the
end of oxidation (2.5 V) shows a very small peak at 26.2, which
could be ascribed to the formation of small amounts of SnO2,
but again, the position of the peak is not exactly as expected for
SnO2 and other reections of SnO2 are not observed (ESI,
Fig. S7†). Structural and chemical change during cycling decrease in the intensity of the peak related to the tetrahedral
Sntet–N bond distance starts at very high potentials (1.6 V),
supporting our interpretation of the electrochemical data that
the rst sloping plateau centred at 1.6 V is due to sodiation
surface reactions of substitution of a Sn tetrahedral site by Na. Then, as the potential is further reduced, a new environment
starts to emerge from 1 V to 10 mV which could be assigned to
the formation of Na–Sn alloys. The intensity of the tetrahedral
Sntet–N peak increases in the EXAFS spectra during the subse-
quent reoxidation of the electrode suggesting that the spinel
Sn3N4 is reforming. This is in agreement with the increased
oxidation state calculated from the XANES analysis (ESI, Table
S5†). This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16447 Conclusions Microcrystalline and nanocrystalline Sn3N4 were prepared using
solvothermal conditions at 430 C, or at 300 C followed by
ultrasound treatment in aqueous HCl. Sn3N4 electrodes of both
materials were cycled in Na half-cells, with the nanocrystalline
electrode providing a higher capacity and good cycling stability
over 50 cycles. Indeed, the capacity exceeds those reported for
other tin-based materials, and good cycling stability with other
tin-based materials has only been achieved with carbon
supports or composite structures. The results presented here
bring a deeper understanding of the Sn3N4 reaction mechanism
in Na-ion cells. They provide evidence for the formation of Na–
Sn alloys at the end of discharge and of reformation of Sn3N4 at
the end of charge. DFT calculations combined with ex situ X-ray
diffraction and X-ray absorption spectroscopy indicate that
the N from Sn3N4 remains in the electrode in the form of some
sort of Na–N compound. Na insertion into the Sn3N4 nano-
particles, ejecting some Sn which forms SnxNay phases on the
surface, has been shown to be energetically feasible from DFT
calculations and is also consistent with the observed changes in
the Sn–N and Na–Sn bond distances obtained from EXAFS
spectra and with the change in the oxidation state obtained
from XANES. The new solvothermal synthesis here developed is
a simple and low cost synthesis route that enables an unprec-
edented control of the Sn3N4 particle size, which is critical to
achieve full utilization of Sn3N4 and thus high capacity. However, reaction (10) involves the formation of Na3N which
is metastable and decomposes at around 100 C. We then
considered the possibility that reaction (10) was not reversible
due to decomposition of Na3N and the associated loss of N2, if
that was the case, the electrochemical reactions would only
involve the Sn–Na alloying reaction (reaction (11)), except for
the rst discharge (reduction) of the cell which would also
include reaction (10). However, reaction (11) of Na alloying of Sn
to Na15Sn4 has a theoretical capacity of 732 mA h g1 when
referred to the mass of the initial Sn3N4 material. This capacity
value is lower than the observed values of the reversible
capacities and it is also inconsistent with the high Sn oxidation
state obtained by XANES at the end of oxidation (ca. 3.5) and the
recovery of Sn3N4 observed in XRD measurements. Conflicts of interest There are no conicts of interest to declare. Conclusions All these
measurements suggest that the electrochemical reactions on
oxidation largely recover the original compound, Sn3N4. That
would not be possible if N2 was lost in the form of gas. Insertion
of additional Na beyond Na15Sn4 has been suggested from the
analysis of operando NMR measurements of Sn reactions in Na-
ion cells,45 but such additional Na insertion on the Na–Sn alloy
is insufficient to explain the experimental capacities observed in
this work. The discharge prole of Sn3N4 in Na-half cells is also
distinct from that observed for Sn, which again supports the
hypothesis that the electrochemical reactions are not simply
Na–Sn alloying (reaction (11)).14 The results of DFT calculations concur that Na3N is not
stable against decomposition to Na and N2, in agreement with
experimental observations. On the other hand, NaN3 and Na2N2
are stable or potentially stable. Considering the formation of
NaN3 or Na2N2 in the rst conversion reaction, the following
possible reaction mechanisms can be proposed: Discussion of reaction mechanism Previously we proposed that the electrochemical reactions of
Sn3N4 in Na-ion cells could proceed via a conversion and
alloying mechanism:36 Conversion: Sn3N4 + 12Na+ + 12e / 4Na3N + 3Sn
(10)
Alloying of Sn: 4Sn + 15Na+ + 15e / Na15Sn4
(11) (10) (11) The EXAFS spectra during the rst cycle (Fig. 9a) show a peak
doublet at 1.5 ˚A radial distance corresponding to Sn–N bonds. The intensity of the lower radial distance peak within the
doublet,
corresponding
to
the
tetrahedral
Sntet–N
bond
distance, decreases greatly during reduction compared to the
octahedral Snoct–N site (Fig. 9a and expanded in ESI, Fig. S8†)
suggesting that Na substitution has taken place preferentially
on the tetrahedral Sn sites. This is in agreement with the rst
principle calculations that showed substitution of Na onto
tetrahedral Sn sites to be slightly more favourable than on
octahedral sites (ESI, Table S3†). It is worth mentioning that the Combination of reactions (10) and (11) has an associated
theoretical capacity of 1512 mA h g1. This reaction mechanism
is, thus, consistent with the observed reversible capacities of up
to 850 mA h g1. The fact that the experimental capacity is lower
than the theoretical capacity could be ascribed to incomplete
conversion of Sn3N4 and alloying to produce Na15Sn4. Indeed,
many battery materials undergoing conversion reactions do not
reach the full theoretical capacity. Nanostructuring of the
material (that is, decreasing the particle size) oen results in
signicant improvements in the practical capacity, due to
a better utilisation of the whole material. This is also observed This journal is © The Royal Society of Chemistry 2020 J. Mater. Chem. A, 2020, 8, 16437–16450 | 16447 16447 View Article Online View Article Online Journal of Materials Chemistry A Journal of Materials Chemistry A Conversion with Na2N2 formation:
Sn3N4 + 4Na+ + 4e / 2Na2N2 + 3Sn
(14) Conversion with Na2N2 formation:
Sn3N4 + 4Na+ + 4e / 2Na2N2 + 3Sn
(14) in the present work by comparing the reversible capacities of
the microcrystalline and nanocrystalline samples. Furthermore,
the XRD characterisation evidences the presence of unreacted
Sn3N4 throughout the whole discharge and charge process for
the lower capacity microcrystalline sample. (14) Overall with Na2N2 formation:
4Sn3N4 + 61Na+ + 61e / 8Na2N2 + 3Na15Sn4
(15) (15) The analysis of XANES to quantify the variation of the Sn
oxidation state following reduction and oxidation is also
consistent with reactions (10) and (11). The Sn oxidation state in
microcrystalline Sn3N4 is found to become negative (ca. 0.1)
aer reduction, which demonstrates the formation of Sn–Na
alloys. While the expected Sn oxidation state in Na15Sn4 is more
negative, the XANES data provides an average measurement for
the whole sample, and some unreacted or partially reacted
Sn3N4 at the end of discharge is demonstrated by XRD. On
charge, the Sn oxidation state increases to +3.5, which suggests
that the original Sn3N4 material is recovered aer charge, and
further support is obtained from the XRD characterisation,
which shows the re-growth of broad Sn3N4 reections upon
oxidation. The theoretical capacity of conversion and alloying is
818 mA h g1 with azide formation (reaction (13)) and
992 mA h g1 with azenide (reaction (15)). Of the phases
considered the highest reversible capacity of 850 mA h g1
aer 50 cycles can only be explained by the azenide (Na2N2,
reaction (15)). The Raman spectrum of fully sodiated Sn3N4
electrodes does not show evidence of formation of NaN3 or
Na2N2, although this could be ascribed to the poor sensitivity of
Raman measurements to detect small amounts of these
compounds (ESI, Fig. S9†). Open Access Article. Published on 21 July 2020. Downloaded on 10/24/2024 5:48:3
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3Sn3N4 + 4Na+ + 4e / 4NaN3 + 9Sn (12) Conversion with NaN3 formation:
3Sn3N4 + 4Na+ + 4e / 4NaN3 + 9Sn (12) The authors thank EPSRC for funding an early career fellowship
to NGA (EP/N024303/1) and the Smartlab diffractometer (EP/
K00509X/1 and EP/K009877/1). Thanks also to Diamond for
beam time at B18 under the Energy Materials block allocation
grant administered by Prof. Alan Chadwick (SP14239), and to
Prof. Andrea Russell for access to the Raman spectrometer. We Overall with NaN3 formation:
12Sn3N4 + 151Na+ + 151e / 16NaN3 + 9Na15Sn4
(13) Overall with NaN3 formation:
12Sn3N4 + 151Na+ + 151e / 16NaN3 + 9Na15Sn4
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Histidine modulates amyloid-like assembly of peptide nanomaterials and confers enzyme-like activity
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Nature communications
| 2,023
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cc-by
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Histidine modulates amyloid-like assembly
of peptide nanomaterials and confers
enzyme-like activity Ye Yuan1,2,3, Lei Chen2, Lingfei Kong4, Lingling Qiu5, Zhendong Fu1, Minmin Sun2,
Yuan Liu3, Miaomiao Cheng3, Saiyu Ma3, Xiaonan Wang2, Changhui Zhao1,
Jing Jiang2, Xinzheng Zhang
4, Liping Wang1
& Lizeng Gao
2,3 Received: 12 July 2022
Accepted: 8 September 2023
Check for updates Amyloid-like assembly is not only associated with pathological events, but also
leads to the development of novel nanomaterials with unique properties. Herein, using Fmoc diphenylalanine peptide (Fmoc–F–F) as a minimalistic
model, we found that histidine can modulate the assembly behavior of
Fmoc–F–F and induce enzyme-like catalysis. Specifically, the presence of his-
tidine rearranges the β structure of Fmoc–F–F to assemble nanofilaments,
resulting in the formation of active site to mimic peroxidase-like activity that
catalyzes ROS generation. A similar catalytic property is also observed in Aβ
assembled filaments, which is correlated with the spatial proximity between
intermolecular histidine and F-F. Notably, the assembled Aβ filaments are able
to induce cellular ROS elevation and damage neuron cells, providing an insight
into the pathological relationship between Aβ aggregation and Alzheimer’s
disease. These findings highlight the potential of histidine as a modulator in
amyloid-like assembly of peptide nanomaterials exerting enzyme-like
catalysis. The ability of proteins and peptides to assemble into amyloid fibrils
has been recognized as having a strong association with severe neu-
rodegenerative diseases1,2. The amyloid-like assembly shares a com-
mon cross-β structure, in which the β-strand segments align
perpendicular to the long fibril3,4. Such type of assembly is driven by
backbone hydrogen bonding and side-chain interactions (e.g., π–π
stacking, hydrophobic interaction, and van der Waals)5. The Aβ is one
of the typical proteins that can assemble into amyloid aggregates with
a cross β pattern and frequently appear in many neurodegenerative
diseases such as AD and Parkinson’s disease (PD)6–8. Studies on Aβ
assembly facilitate our understanding of the pathogenesis of AD,
possibly providing potential targets for diagnosis and intervention9. Aβ1–42, which is more hydrophobic and more prone to aggregation, is recognized as a more important contributor to AD development than
Aβ1–40, which shows less toxic effect. However, the fundamental role
and implication of amyloid assembly of Aβ fragments have not yet
been fully elucidated in AD pathogenesis. The study on amyloid-like assembly in living systems has also
promoted the exploration of engineering short peptide assemblies as
emerging nanomaterials with exceptional properties10,11. Many small
amyloid-forming peptides have been identified from parent proteins/
polypeptides. Article https://doi.org/10.1038/s41467-023-41591-1 1Key Laboratory for Molecular Enzymology and Engineering, School of Life Sciences, Jilin University, Changchun 130012, China. 2CAS Engineering Laboratory
for Nanozyme, Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China. 3Nanozyme Medical
Center, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou 450001, China. 4National Laboratory of Biomacromolecules, CAS Center for
Excellence in Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China. 5Key Laboratory of Animal Genetics and
Breeding and Molecular Design of Jiangsu Province, Yangzhou University, Yangzhou, China.
e-mail: wanglp@jlu.edu.cn; gaolizeng@ibp.ac.cn Histidine modulates amyloid-like assembly
of peptide nanomaterials and confers
enzyme-like activity The assembly has been
mostly conducted in organic solvents, such as dimethyl sulfoxide
(DMSO), or in a mixed system of water and strong polar solvents, such
as hexafluoroisopropanol (HFIP). In contrast, the strategy is currently
limited to modulating the assembly behavior of these short peptides in
aqueous conditions, which enables the assembly to more closely
resemble those occurring in physiological environments. In our study, we report that amino acids have the potential to
modulate the assembly behavior of Fmoc–F–F under aqueous condi-
tions through a sonication-standing process. Specifically, His was
found to promote the aggregation of Fmoc–F–F dipeptides from
nanorods into nanofilaments through electrostatic interactions and
hydrogen bonding, leading to the β structure rearrangement in the
Fmoc–F–F
amyloid-like
assembly. Furthermore,
the
resulting
Fmoc–F–F (His) filaments exhibited peroxidase (POD)-like activity that
catalyzes ROS generation, with the imidazole group of His serving as
the active site. Building upon the understanding of the interaction
mode between His and F–F dipeptide, we found that Aβ1–42 peptide-
assembled nanofilaments exhibited POD-like activity which increased
as the aggregation time prolonged. Importantly, Alphafold2-assisted
structure analysis demonstrated that the intermolecular interaction
between His and F–F contributed to the formation of active sites,
which may enable Aβ1–42 filaments as a nanozyme to work in a phy-
siological environment. Cellular and in vivo experiments demon-
strated that Aβ1–42 filaments induced ROS toxicity to damage neuron
cells, which provides an insight into the causal link between Aβ
aggregation and AD pathogenesis. To obtain the optimal co-assembly conditions for Fmoc–F–F (His),
we investigated sonication time, dipeptide concentration, amino acid
concentration, and dipeptide to amino acid molar ratio. Only a few
filaments were produced from aggregated nanorods with a short
sonication time (10 min). The degree of depolymerization was inten-
sified under longer sonication time (20 min), but too long sonication
time (45 min) resulted in filament entanglement (Supplementary
Fig. 3). Thus, the Fmoc–F–F (His) filaments showed the highest degree
of expansion and uniform dispersion after sonication treatment for
30 min. When the concentration of Fmoc–F–F was fixed to 2 mg mL−1,
low concentrations of His (2 mg mL−1) had little impact on the
Fmoc–F–F structure, with only a few filaments peeling from nanorods. At high concentrations (30 mg mL−1), His intensified the entanglement
of filaments. The His concentration in the range of 18–20 mg mL−1 was
suitable for the formation of filaments (Supplementary Fig. 4). Histidine modulates amyloid-like assembly
of peptide nanomaterials and confers
enzyme-like activity For example, the diphenylalanine (F–F) as the shortest
peptide able to self-assemble is identified by dissecting the structural
information of Aβ1–42 polypeptide12,13. Due to its chemical simplicity
and excellent self-assembly capacity, the F–F peptide has been
employed in a wide range of nanostructures, such as nanotubes, 1Key Laboratory for Molecular Enzymology and Engineering, School of Life Sciences, Jilin University, Changchun 130012, China. 2CAS Engineering Laboratory
for Nanozyme, Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China. 3Nanozyme Medical
Center, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou 450001, China. 4National Laboratory of Biomacromolecules, CAS Center for
Excellence in Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China. 5Key Laboratory of Animal Genetics and
Breeding and Molecular Design of Jiangsu Province, Yangzhou University, Yangzhou, China. e-mail: wanglp@jlu.edu.cn; gaolizeng@ibp.ac.cn Nature Communications| (2023) 14:5808 Nature Communications| (2023) 14:5808 Nature Communications| (2023) 14:5808 1 https://doi.org/10.1038/s41467-023-41591-1 Article Fmoc–F–F into filaments. However, the filaments were not as extensive
as those produced by His, and some nanorods were still present in the
co-assembly systems. Furthermore, the addition of Pro appeared to
change the structure and shape (block-shape) of the Fmoc–F–F
nanorods. In contrast, Threonine (Thr), Tyrosine (Tyr), and Cysteine
(Cys) could not regulate Fmoc–F–F into filaments, although the
nanorods showed orderly aggregation into spheres, as observed in the
TEM images of Fmoc–F–F (Tyr) (Supplementary Fig. 2h), Fmoc–F–F
(Thr) (Supplementary Fig. 2i), and Fmoc–F–F (Cys) (Supplementary
Fig. 2j). Fmoc–F–F (Cys) showed the greatest degree of sphere for-
mation. The morphologies of the other Fmoc–F–F-amino acid co-
assemblies were very similar to Fmoc–F–F (Supplementary Fig. 2k–s). Taken together, in the Fmoc–F–F-amino acid co-assembly systems,
positively charged amino acids regulated nanorods into filaments due
to electrostatic interactions, whereas the polar uncharged amino acids
retained the nanorods to varying degrees. The co-assembly conditions
are summarized in Supplementary Table 1. As Fmoc–F–F (His) showed
the greatest degree of fibrillogenesis, it was used for the following
research. nanowires, nanoarrays, nanospheres, and microtubes14. Given their
unique mechanical and physical properties, these materials have pro-
mising application potential, including as templates, piezoelectrical
and optical biosensors, and nanomedicines15–20. In addition, modifica-
tion of chemicals or addition of co-assembly molecules regulates F–F
assembly. For example, modification at the amino terminus of F–F with
hydrophobic fluorenylmethoxycarbonyl (Fmoc)21 facilitates the for-
mation of β-sheet-based fibrous-hydrogel22. His regulates Fmoc–F–F (His) assembly from nanorods to
nanofilaments To understand the general effects of amino acids on Fmoc–F–F
assembly, natural amino acids were mixed with Fmoc–F–F under
aqueous condition (Fig. 1a). When amino acids absent, the Fmoc–F–F
dipeptides self-assembled into stacked nanorods in aqueous solution
and existed as milky white turbid liquid without DMSO or HFIP (Fig. 1b,
c, f). The short thick nanorods shown in Fig. 1b (scanning electron
microscopy, SEM) and Fig. 1c (transmission electron microscopy, TEM)
were 3–6 μm long and 200–400 nm wide. In contrast, a clear hydrogel
consisting of nanofilaments was formed with the addition of His to the
Fmoc–F–F co-assembly (Fig. 1d–f). Nanorods were converted into
slender filaments (~20 nm wide) (Fig. 1d SEM, Fig. 1e TEM). The high-
angle annular dark field (HAADF)-TEM further confirmed the mor-
phology of nanofilaments (Supplementary Fig. 1a). Negative-staining
TEM showed that a single filament was composed of many finer bun-
dles (Supplementary Fig. 1b). The smooth surface of the filaments (Rq
of 6.05 nm) was observed via atomic force microscopy (AFM) (Sup-
plementary Fig. 1c, d). Rheological measurements of dynamic strain
sweeps indicated the occurrence of a phase change from turbid liquid
to hydrogel (G” > G’ →G’ > G”), which was invariant with increasing
frequency, demonstrating typical hydrogel properties (Fig. 1g). Encouraged by this phenomenon, we systematically studied the co-
assembly of Fmoc–F–F with amino acids. pp
y
g
To understand the chemical group by which His affects the
Fmoc–F–F structure, different side-chain modifications of His were
used for co-assembly with dipeptides. Fmoc–F–F (Boc-His (Trt)-OH)
(Supplementary Fig. 7a) and Fmoc–F–F (N-Acetyl-L-His) (Supplemen-
tary Fig. 7b) showed similar structures to Fmoc–F–F. The difference
was that Fmoc–F–F (Boc-His (Trt)-OH) formed thicker nanorods than
Fmoc–F–F (N-Acetyl-L-His), which may be related to the asymmetric
N-ring structure (like Fmoc–F–F (Pro)). Acetyl-modified His was unable
to form filaments with Fmoc–F–F due to missing amino groups. Nanorod leaves were obtained from Fmoc–F–F (Fmoc–His) (Supple-
mentary Fig. 7c, d). These results demonstrated that both imidazole
and amino groups played important roles in the formation of fila-
ments. Moreover, Fmoc–F–F (His–OMe) (Supplementary Fig. 6e, f)
showed reduced formation of filaments, indicating that the carboxyl
group promoted the dissociation of nanorods and formation of
filaments. Histidine modulates amyloid-like assembly
of peptide nanomaterials and confers
enzyme-like activity When
the concentration of His was fixed to 20 mg mL−1, too low (0.5 mg mL−1)
or too high (>3 mg mL−1) concentrations of Fmoc–F–F caused the for-
mation of denser filaments (Supplementary Fig. 5). The resistance
value of water was also considered (Supplementary Fig. 6). Nature Communications| (2023) 14:5808 Cryo-EM characterization reveals Fmoc–F–F (His) filaments
composed of spindle structure In particular, thick bundles seemed to be
bifurcated into thin bundles, resulting in the bundle winding pitch at
about 132 Å. These features indicated that the two ends of the spindle
unit might be transitional junctions to connect short spindles into a
long nanofilament. The spindle structure of Fmoc–F–F (His) nanofila-
ments was confirmed by the negatively stained TEM images (Fig. 2c). Fig. 1 | Phase change of Fmoc–F–F in His aqueous solution. a Schematic of phase
change of co-assembly Fmoc–F–F by His. b, c SEM and TEM of self-assembled
Fmoc–F–F in pure water. Stubby nanorods were obtained. d, e SEM and TEM of co-
assembled Fmoc–F–F (His). Thin and long filaments transformed from nanorods
were obtained due to the presence of His. f milky white turbid liquid formed by
Fmoc–F–F and clear hydrogel formed by Fmoc–F–F (His). g Occurrence of phase
transition based on rheological measurements of dynamic frequency sweeps of
Fmoc–F–F (His). Three times each experiment was repeated independently with
similar results. Representative images are shown. Source data are provided as a
Source Data file. Nature Communications| (2023) 14:5808
3 Fmoc–F–F and clear hydrogel formed by Fmoc–F–F (His). g Occurrence of phase
transition based on rheological measurements of dynamic frequency sweeps of
Fmoc–F–F (His). Three times each experiment was repeated independently with
similar results. Representative images are shown. Source data are provided as a
Source Data file. Fig. 1 | Phase change of Fmoc–F–F in His aqueous solution. a Schematic of phase
change of co-assembly Fmoc–F–F by His. b, c SEM and TEM of self-assembled
Fmoc–F–F in pure water. Stubby nanorods were obtained. d, e SEM and TEM of co-
assembled Fmoc–F–F (His). Thin and long filaments transformed from nanorods
were obtained due to the presence of His. f milky white turbid liquid formed by were at 13.2 nm and the middle part was around 18.5 nm in the spindle
unit (with the length ~100 nm) in the corresponding circles in Fig. 2a
(Fig. 2b). In the red circle of Fig. 2b, 20 bundles which with the dia-
meter around 0.58–0.75 nm were displayed, indicating that the nano-
filaments were parallel aligned by tiny bundles in the middle part. In
contrast, in the yellow and blue circles of Fig. 2b, the entangled bundles were observed. In particular, thick bundles seemed to be
bifurcated into thin bundles, resulting in the bundle winding pitch at
about 132 Å. Cryo-EM characterization reveals Fmoc–F–F (His) filaments
composed of spindle structure To further understand the structure of Fmoc–F–F (His) formed nano-
filaments, Cryo-EM was conducted to characterize local features
(Fig. 2). As shown in Fig. 2a, the diameter of Fmoc–F–F nanofilaments
was around 20 nm. However, when the image was amplified, the fila-
ment showed heterogeneous diameters with a shape-like spindle
structure which is narrow at two ends (yellow and blue circles) and
wide in the middle part (red circle). Furthermore, two-dimensional
structure analysis performed and demonstrated that the two ends In addition to His, Asparagine (Asn) (Supplementary Fig. 2a),
Asparticacid (Asp) (Supplementary Fig. 2b), Serine (Ser) (Supplemen-
tary Fig. 2c), Lysine (Lys) (Supplementary Fig. 2d), Arginine (Arg)
(Supplementary Fig. 2e), Proline (Pro) (Supplementary Fig. 2f), and
Leucine (Leu) (Supplementary Fig. 2g) could regulate the assembly of Nature Communications| (2023) 14:5808 2 Article https://doi.org/10.1038/s41467-023-41591-1 were at 13.2 nm and the middle part was around 18.5 nm in the spindle
nit (with the length ~100 nm) in the corresponding circles in Fig. 2a
Fig. 2b). In the red circle of Fig. 2b, 20 bundles which with the dia-
bundles were observed. In particular, thick bun
bifurcated into thin bundles, resulting in the bund
about 132 Å. These features indicated that the two
ig. 1 | Phase change of Fmoc–F–F in His aqueous solution. a Schematic of phase
hange of co-assembly Fmoc–F–F by His. b, c SEM and TEM of self-assembled
moc–F–F in pure water. Stubby nanorods were obtained. d, e SEM and TEM of co-
ssembled Fmoc–F–F (His). Thin and long filaments transformed from nanorods
ere obtained due to the presence of His. f milky white turbid liquid formed by
Fmoc–F–F and clear hydrogel formed by Fmoc–F–F (His). g
transition based on rheological measurements of dynamic
Fmoc–F–F (His). Three times each experiment was repeate
similar results. Representative images are shown. Source d
Source Data file. were at 13.2 nm and the middle part was around 18.5 nm in the spindle
unit (with the length ~100 nm) in the corresponding circles in Fig. 2a
(Fig. 2b). In the red circle of Fig. 2b, 20 bundles which with the dia-
meter around 0.58–0.75 nm were displayed, indicating that the nano-
filaments were parallel aligned by tiny bundles in the middle part. In
contrast, in the yellow and blue circles of Fig. 2b, the entangled
bundles were observed. Cryo-EM characterization reveals Fmoc–F–F (His) filaments
composed of spindle structure The fluorescence
intensity of Fmoc–F–F in the presence of His showed an upward trend
with longer co-assembly period, indicating that His could regulate the
formation of fibril (Supplementary Fig. 15). In addition, zeta potential
assay showed that Fmoc–F–F was ~−25 mV, while Fmoc–F–F (His)
increased to ~+30 mV, proving the strong electrostatic interactions
between His and Fmoc–F–F (Supplementary Fig. 16). Lastly, based on
the small-angle X-ray scattering (SAXS) characterization of Fmoc–F–F
(His) nanofilaments (Supplementary Fig. 17), the average radius (R)
value at 8.18 nm was estimated by fitting the data using the cylinder
model with SasView, which is consistent with the observation by
Cryo-EM. Based on the above characterizations; we speculated that the whole
nanofilament is assembled by forming connective spindle units, which
consist of the main structure with parallel bundles and entangled
bundles at the ends. Overall, Cryo-EM further confirmed that His
changed the aggregation of Fmoc–F–F and formed co-existing tangled
nanofilaments from stacked nanorods. Cryo-EM characterization reveals Fmoc–F–F (His) filaments
composed of spindle structure These features indicated that the two ends of the spindle
unit might be transitional junctions to connect short spindles into a
long nanofilament. The spindle structure of Fmoc–F–F (His) nanofila-
ments was confirmed by the negatively stained TEM images (Fig. 2c). Nature Communications| (2023) 14:5808 3 Article https://doi.org/10.1038/s41467-023-41591-1 Fig. 2 | Cryo-EM characterizations for Fmoc–F–F (His). a Cryo-EM image of
Fmoc–F–F (His) showing primitive spindle filament with heterogeneous diameter. b Two-dimensional classification analysis of Fmoc–F–F (His) showing parallel
alignment and entangled bundles in spindle structure. The images correspond to
three morphologies (dashed yellow circle, dashed red circle, and dashed blue
circle) of boundles in a, respectively. c Negatively stained Cryo-EM image of
Fmoc–F–F (His) using uranium acetate confirming the spindle structure of nano-
filaments. Three times each experiment was repeated independently with similar
results. Representative images are shown. circle) of boundles in a, respectively. c Negatively stained Cryo-EM image of
Fmoc–F–F (His) using uranium acetate confirming the spindle structure of nano-
filaments. Three times each experiment was repeated independently with similar
results. Representative images are shown. Fig. 2 | Cryo-EM characterizations for Fmoc–F–F (His). a Cryo-EM image of
Fmoc–F–F (His) showing primitive spindle filament with heterogeneous diameter. b Two-dimensional classification analysis of Fmoc–F–F (His) showing parallel
alignment and entangled bundles in spindle structure. The images correspond to
three morphologies (dashed yellow circle, dashed red circle, and dashed blue (Supplementary Fig. 11). Fourth, the chemical environment of Fmoc
was tracked by fluorescence spectroscopy. Neither F–F (H2O) nor F–F
(His) showed emission absorption (Supplementary Fig. 12). However,
under 280-nm excitation, Fmoc–F–F (His) showed a strong emission
peak at ~312 nm, with a slight blue shift compared to Fmoc–F–F
(320 nm) (Supplementary Fig. 13). This may be due to His weakening
the interaction of π–π stacked Fmoc but enhancing the local effect of
dipeptide. To show its fluorescence characteristics more intuitively,
three-dimensional (3D) fluorescence analysis was performed (Supple-
mentary Fig. 14). Furthermore, the thioflavin-T (ThT)-binding assay
illustrated the formation of amyloid-like filaments under the combined
action of Fmoc–F–F and His24. When 20 μM ThT was added to different
sample solutions and excited at 438 nm, Fmoc–F–F (His) showed
strong fluorescence absorption at 485 nm. The time course of ThT
intensity during fibril formations was further tested. His remodels intermolecular interactions for Fmoc–F–F
assembly into nanofilament To understand the interactions between Fmoc–F–F and His, spectral
characterizations were conducted. First, based on ultraviolet-visible
spectroscopy (UV–VIS) (Supplementary Fig. 8), Fmoc–F–F (His)
showed strong absorption peaks at 260 nm and 300 nm, corre-
sponding to the absorption of benzene ring and Fmoc, respectively. The formation of these peaks in aqueous solution was due to the
combination of Fmoc–F–F and His. Consistently, Fourier-transform
infrared spectroscopy (FTIR) (Supplementary Figs. 9 and 10) identified
that the benzene band at 1450 cm−1, representing the C = C vibration of
the benzene ring, significantly decreased in the presence of His. In
addition, Fmoc–F–F exhibited stronger C–N stretching (1030 cm−1)
and N-H (739 cm−1, 3300 cm−1) bending compared with Fmoc–F–F (His)
and His23. Weakening of the Fmoc–F–F (His) amines indicated the
formation of non-covalent interactions. The red shift of C = O
(1630 cm−1) implicated the involvement of –COOH in hydrogen
bonding. Furthermore, the redshift of –OH (3400 cm−1) under different
amounts of Fmoc–F–F (His), indicated the formation of intermolecular
hydrogen bonds. Third, X-ray diffraction (XRD) of Fmoc–F–F (His) was
performed to investigate the interaction between His and Fmoc–F–F. The crystal peak diffraction intensity was high, sharp, and scattered,
indicating a good crystal state. In addition, the fewer peaks of
Fmoc–F–F (His) accompanied by a shift in the diffraction peaks sug-
gested that His may enter the original crystal lattice and cause dis-
tortion. Strong diffraction peaks at 21° and 24° were formed Nature Communications| (2023) 14:5808 Co-assembly mechanism of Fmoc–F–F (His) To understand the co-assembly mechanism, experimental validation,
and theoretical calculations were conducted. Firstly, the dynamic co-
assembly process was demonstrated, as shown in Supplementary
Fig. 18. Switching between filaments and nanorods was reversible,
achieved by controlling the concentrations of Fmoc–F–F and His and Nature Communications| (2023) 14:5808 4 Article https://doi.org/10.1038/s41467-023-41591-1 Fig. 3 | Hydrogen bonding interactions of His and Fmoc–F–F destroy π–π
stacking of F–F peptides and secondary structure. a XPS of Fmoc–F–F (His) and
Fmoc–F–F. b C 1s peak of Fmoc–F–F (His) from XPS. c 1H solid nuclear magnetic
resonance (NMR) spectra of Fmoc–F–F (His) and Fmoc–F–F. d Percentage of
secondary structure (Fmoc–F–F (His)) of amide I region (1600 cm−1 to 1700 cm−1)
characterized by FTIR. e Possible interactions in the process of co-assembly
between Fmoc–F–F and His. Representative images are shown. Source data are
provided as a Source Data file. roy π–π
F–F (His) and
ar magnetic
ntage of
secondary structure (Fmoc–F–F (His)) of amide I region (1600 cm−1 to 1700 cm−1)
characterized by FTIR. e Possible interactions in the process of co-assembly
between Fmoc–F–F and His. Representative images are shown. Source data are
provided as a Source Data file. secondary structure (Fmoc–F–F (His)) of amide I region (1600 cm−1 to 1700 cm−1)
characterized by FTIR. e Possible interactions in the process of co-assembly
between Fmoc–F–F and His. Representative images are shown. Source data are
provided as a Source Data file. Fig. 3 | Hydrogen bonding interactions of His and Fmoc–F–F destroy π–π
stacking of F–F peptides and secondary structure. a XPS of Fmoc–F–F (His) and
Fmoc–F–F. b C 1s peak of Fmoc–F–F (His) from XPS. c 1H solid nuclear magnetic
resonance (NMR) spectra of Fmoc–F–F (His) and Fmoc–F–F. d Percentage of in the presence of His (Fig. 3c). Lastly, FTIR of the stretching of the
C = O groups in the amide I region was used to characterize secondary
structures of the peptide assembly. Peak separation calculation was
conducted through peak fitting of the amide I region, ranging from
1600 to 1700 cm−1. The self-assembled Fmoc–F–F structure had a large
number of antiparallel β-sheets (π–π stacking interaction) and a small
number of α-helices (in the presence of –COO−) (The 1H of –COOH of
Fmoc–F–F at ~14 ppm was disappeared, shown in Fig. 3c) (Supple-
mentary Figs. 19b and 20, Supplementary Table 3), which is consistent
with the previous research25. Co-assembly mechanism of Fmoc–F–F (His) Thus, the molecular arrangements of Fmoc–F–F and
His could be greatly influenced by the strong hydrogen bonding
interactions between Fmoc–F–F and His, respectively, leading to fur-
ther structural transitions. The experimental results indicated that an
entangled network of Fmoc–F–F and His was observed in the presence
of His, which may be attributed to the driving force in intermolecular
interactions of hydrogen bonds, as shown in Fig. 2b. Furthermore,
compared to those in self-assemblies with Fmoc–F–F alone, the clas-
sical β-sheet hydrogen bonds were prevented while the random
hydrogen bonds were formed between Fmoc–F–F molecules in the co- Co-assembly mechanism of Fmoc–F–F (His) However, these assembly modes were
destroyed by His due to electrostatic interactions and hydrogen
bonding and converted to β-sheets (Fig. 3d, Supplementary Table 2). According to the above characterizations, we provided a possible
schematic of Fmoc–F–F (His) co-assembly to demonstrate the role of
His in driving amyloid-like assembly of the nanofilaments of Fmoc–F–F
by hydrogen bonding and electrostatic interactions (Fig. 3e). disrupting the steady states of the co-assembly system. Secondly,
X-ray photoelectron spectroscopy (XPS) showed that π–π accumula-
tion in Fmoc–F–F was destroyed during co-assembly through C 1s
analysis of Fmoc–F–F and Fmoc–F–F (His) (Fig. 3a, b, Supplementary
Fig. 19a and Table 1). 1H NMR demonstrated that the chemical shift of
C = C–H in Fmoc–F–F (His) was at 6 ppm, while the corresponding shit
in Fmoc–F–F was at ~7 ppm, indicating a decrease of π–π accumulation Table 1 | Fmoc–F–F (His) and Fmoc–F–F XPS C 1s peak splitting
results statistics
Functional groups types
Fmoc–F–F (His) (%)
Fmoc–F–F (%)
C=C
62.15
75.98
C–N
26.94
13.9
C=O
2.66
4.56
π–π
1.11
3.22
C–O
7.14
2.34 Table 1 | Fmoc–F–F (His) and Fmoc–F–F XPS C 1s peak splitting
results statistics To further understand the inhibitory mechanism of the Fmoc–F–F
β-sheet-rich conformation through co-assembly with His, quantum Nature Communications| (2023) 14:5808 5 Article https://doi.org/10.1038/s41467-023-41591-1 ig. 4 | Theoretical analyses of Fmoc–F–F and His co-assembly. a Fmoc–F–F and
His molecules. b Frontier orbitals of π-π stacking interaction of Fmoc–F–F dimer. Multiple dimers of Fmoc–F–F and His are connected by different hydrogen
onding interaction modes. d Different trimers of 2Fmoc–F–F and His. Fmoc–F–F
and 2His are connected by hydrogen bonding interaction modes. The atomic
coordinates of the optimized computational models were provided in Supple-
mentary Data 1. and 2His are connected by hydrogen bonding interaction modes. The atomic
coordinates of the optimized computational models were provided in Supple-
mentary Data 1. and 2His are connected by hydrogen bonding interaction modes. The atomic
coordinates of the optimized computational models were provided in Supple-
mentary Data 1. and 2His are connected by hydrogen bonding interaction modes. The atomic
coordinates of the optimized computational models were provided in Supple-
mentary Data 1. Fig. 4 | Theoretical analyses of Fmoc–F–F and His co-assembly. a Fmoc–F–F and
His molecules. b Frontier orbitals of π-π stacking interaction of Fmoc–F–F dimer. c Multiple dimers of Fmoc–F–F and His are connected by different hydrogen
bonding interaction modes. Co-assembly mechanism of Fmoc–F–F (His) d Different trimers of 2Fmoc–F–F and His. Fmoc–F–F Fig. 4 | Theoretical analyses of Fmoc–F–F and His co-assembly. a Fmoc–F–F and
His molecules. b Frontier orbitals of π-π stacking interaction of Fmoc–F–F dimer. c Multiple dimers of Fmoc–F–F and His are connected by different hydrogen
bonding interaction modes. d Different trimers of 2Fmoc–F–F and His. Fmoc–F–F assemblies in the presence of His, leading to secondary structure
transformation to form nanofilaments. calculations were conducted to assess the binding interactions
between
Fmoc–F–F
and
His
molecules
(Fig. 4a). The
various Fmoc–F–F-His dimers were constructed and optimized using
the density functional theory (DFT) calculations (Fig. 4c), and the
results showed that these dimers were dominated by strong hydrogen
bonding interactions, while the Fmoc–F–F-Fmoc–F–F dimers were
dominated by π-π stacking interactions (Fig. 4b). The Fmoc–F–F-His
dimers connected through double O−H···O−H hydrogen bonds
between carboxyl groups in Fmoc–F–F and His showed the strongest
binding energy. Of note, Fmoc–F–F molecules can connect two His
molecules to form Fmoc–F–F-His-His trimers, and His molecules can
connect two Fmoc–F–F molecules to form Fmoc–F–F-His-Fmoc–F–F
trimers via different hydrogen bonding interactions (Fig. 4d, Supple-
mentary Data 1). Thus, the molecular arrangements of Fmoc–F–F and
His could be greatly influenced by the strong hydrogen bonding
interactions between Fmoc–F–F and His, respectively, leading to fur-
ther structural transitions. The experimental results indicated that an
entangled network of Fmoc–F–F and His was observed in the presence
of His, which may be attributed to the driving force in intermolecular
interactions of hydrogen bonds, as shown in Fig. 2b. Furthermore,
compared to those in self-assemblies with Fmoc–F–F alone, the clas-
sical β-sheet hydrogen bonds were prevented while the random
hydrogen bonds were formed between Fmoc–F–F molecules in the co- calculations were conducted to assess the binding interactions
between
Fmoc–F–F
and
His
molecules
(Fig. 4a). The
various Fmoc–F–F-His dimers were constructed and optimized using
the density functional theory (DFT) calculations (Fig. 4c), and the
results showed that these dimers were dominated by strong hydrogen
bonding interactions, while the Fmoc–F–F-Fmoc–F–F dimers were
dominated by π-π stacking interactions (Fig. 4b). The Fmoc–F–F-His
dimers connected through double O−H···O−H hydrogen bonds
between carboxyl groups in Fmoc–F–F and His showed the strongest
binding energy. Of note, Fmoc–F–F molecules can connect two His
molecules to form Fmoc–F–F-His-His trimers, and His molecules can
connect two Fmoc–F–F molecules to form Fmoc–F–F-His-Fmoc–F–F
trimers via different hydrogen bonding interactions (Fig. 4d, Supple-
mentary Data 1). Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS Source data are provided asa Sour
Data file. Article
https://doi.org/10.1038/s41467-023-41591 The significant difference was evaluated by a two-tailed unpaired t-test. **p < 0.01. Representative images are shown. g Cytosolic ROS (cROS) levels of HT-22 cells
treated by different concentrations of Aβ1-42 filaments. h Lipid ROS levels of HT-22
cells treated by Aβ1-42 filaments. i Schematic diagram of injecting Aβ1–42 filaments
into the hippocampus of SD rats. j Percentage of hippocampal histiocytes with high
cROS level in SD rats after treatment of Aβ1–42 filaments. n = 6 biologically inde-
pendent animals. Mean ± SD is shown. The significant difference was evaluated by a
two-tailed unpaired t-test. **p < 0.01, *p < 0.05. Source data are provided asa Source
Data file. Fig. 5 | Enzyme-like activity of Fmoc–F–F (His) and Aβ assembly. a Peroxidase
(POD)-like of Fmoc–F–F (His), Fmoc–F–F, and His, respectively. b Catalase (CAT)-
like of Fmoc–F–F (His), Fmoc–F–F, and His, respectively. c POD-like activity of
Aβ1–40 and Aβ1–42 filaments. The significant difference was evaluated by a two-
tailed unpaired t-test. n = 3 independent samples, bars represent means ± SD, ns
means no significance, ****p < 0.0001, **p < 0.01, *p < 0.05). d ESR characterization
for •OH generation by POD-like activity of Aβ1–42 aggregates (half a year). e Predicted structures of Aβ1–42 and Aβ1–42 (6His→Ala) by alphafold2. f POD-like
of Aβ1–42 and Aβ1–42 (6His→Ala). n = 3 independent samples. Mean ± SD is shown. nanoscale assembly. The kinetics assays showed that. Fmoc–F–F (His)
nanofilaments followed the typical Michaelis–Menten kinetics, in
which the KM values (the Michaelis constant, representing the affinity
of an enzyme to the substrate) of Fmoc–F–F (His) nanofilaments were
5.61 mM for H2O2 and 0.919 mM for TMB, respectively (Supplementary
Fig. 23). Importantly, incubating Fmoc–F–F (His) nanofilaments with
neuron cells significantly increased cellular ROS level (Supplemen-
tary Fig. 24). the Aβ monomer and oligomers. When incubated for a longer time
(half a year) at 37 °C, Aβ 1–42 formed filaments similar to Fmoc–F–F
(His), and its catalytic activity was further enhanced. Similar to
Fmoc–F–F (His) nanofilaments, the kinetics assays showed that Aβ
1–42 filaments also followed the Michaelis–Menten kinetics, in which
the KM values were calculated to be 0.40 mM for H2O2 and 0.32 mM for
TMB, respectively (Supplementary Fig. 28). To further confirm free
radical generation, electron spin resonance (ESR) characterization was
used to monitor the spectrum in the mixture of Aβ1–42 aggregates and
H2O2. Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS Analysis showed that His conferred Fmoc–F–F with catalytic activity. The oxidoreductase and hydrolase activities of Fmoc–F–F (His) were
monitored. Figure 5a demonstrated that Fmoc–F–F (His) exhibited
high POD-like activity which catalyzes 3,3’,5,5’-tetramethylbenzidine
(TMB) colorimetric reaction (the oxidized TMB with absorbance at
652 nm) in the presence of hydrogen peroxide (H2O2), but His exhib-
ited low peroxidase (POD)-like activity and Fmoc–F–F exhibited almost
no POD-like activity (Fig. 5a). In particular, the nanofilaments of
Fmoc–F–F (His) remained intact structure with high catalytic activity
after storage at room temperature for 60 days, showing a high stability
(Supplementary Fig. 21). Importantly, the POD-like activity increased in
Fmoc–F–F (His) assembly with longer term, indicating a positive cor-
relation between catalysis and the assembly time (Supplementary
Fig. 22). In contrast, neither Fmoc–F–F (His) nor Fmoc–F–F showed
catalase (CAT)-like activity which catalyzes the decomposition of H2O2
into oxygen and H2O, despite His showed high CAT-like activity
(Fig. 5b). These results indicate that Fmoc–F–F (His) nanofilaments
might be a nanozyme with POD-like activity which can be ascribed to Nature Communications| (2023) 14:5808 6 Article https://doi.org/10.1038/s41467-023-41591-1 Fig. 5 | Enzyme-like activity of Fmoc–F–F (His) and Aβ assembly. a Peroxidase
(POD)-like of Fmoc–F–F (His), Fmoc–F–F, and His, respectively. b Catalase (CAT)-
like of Fmoc–F–F (His), Fmoc–F–F, and His, respectively. c POD-like activity of
Aβ1–40 and Aβ1–42 filaments. The significant difference was evaluated by a two-
tailed unpaired t-test. n = 3 independent samples, bars represent means ± SD, ns
means no significance, ****p < 0.0001, **p < 0.01, *p < 0.05). d ESR characterization
for •OH generation by POD-like activity of Aβ1–42 aggregates (half a year). e Predicted structures of Aβ1–42 and Aβ1–42 (6His→Ala) by alphafold2. f POD-like
of Aβ1–42 and Aβ1–42 (6His→Ala). n = 3 independent samples. Mean ± SD is shown. The significant difference was evaluated by a two-tailed unpaired t-test. **p < 0.0
Representative images are shown. g Cytosolic ROS (cROS) levels of HT-22 cells
treated by different concentrations of Aβ1-42 filaments. h Lipid ROS levels of HT-
cells treated by Aβ1-42 filaments. i Schematic diagram of injecting Aβ1–42 filamen
into the hippocampus of SD rats. j Percentage of hippocampal histiocytes with hig
cROS level in SD rats after treatment of Aβ1–42 filaments. n = 6 biologically inde
pendent animals. Mean ± SD is shown. The significant difference was evaluated by
two-tailed unpaired t-test. **p < 0.01, *p < 0.05. Nature Communications| (2023) 14:5808 Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS However, if all
three His were mutated (6, 13, 14His→Ala), Aβ1-42 would form a sec-
ondary structure mainly in random coils without β conformations,
indicating that His is important to maintain β conformations. The
cytotoxicity of Aβ 1-42 monomers, oligomers, and filaments were
tested, and the result was shown in Supplementary Fig. 30. Their
cytotoxicity (HT-22) may be related to their POD-like activity. Fur-
thermore, Aβ1–42 filaments showed the ability to increase reactive
oxygen species (ROS) levels (including lipid ROS, cytosolic ROS
(cROS), and ROS of mitochondria) in HT-22 cells (hippocampus
neuron26) (Fig. 5g, h and Supplementary Figs. 31 and 32). Consistently,
the increased cROS level was observed when injecting Aβ 1–42 fila-
ments into the bilateral hippocampus of Sprague Dawley rats (SD rats)
(Fig. 5i), in which the percentage of cells with detectable cROS in
hippocampal neurons significantly increased (Fig. 5j). These results
indicate that Aβ1–42 filaments might be a ROS generator due to its
POD activity. H2O2 + 2H + + 2TMB ! 2H2O + 2oxTMB H2O2 + H + + TMB
+ Fmoc F F ðHisÞ ! H2O*
2 + ðH + + TMBÞ*
ð1Þ H2O*
2 + ðH + + TMBÞ
* ! HO* + H2O* + oxTMB* ð2Þ HO* + ðH + + TMBÞ
* ! H2O* + oxTMB* ð3Þ Asterisk (*) marks species adsorbed on Fmoc–F–F (His). We then
studied the POD-like activities of the oxidation reactions of the two
TMB molecules oxidized by H2O2 under acidic conditions. The pro-
posed reaction pathway is presented in Fig. 6, as well as the structural
parameters for key intermediates in the POD-like catalytic cycle. The
relative energies of the key intermediates are shown in Supplementary
Fig. 33. As seen in Fig. 6; there were seven steps from the adsorption of
H2O2 to the oxidation of the second TMB molecule, including six stable
states and a transition state in the proposed reaction pathway. The
dominant elementary reactions are presented in Eqs. 1–3, corre-
sponding to the three steps in Supplementary Fig. 33, respectively: (1)
adsorption of H2O2 and (H+ + TMB) molecules on Fmoc–F–F (His); (2)
oxidation reaction of the first TMB molecule oxidized by H2O2* under
acidic conditions, producing HO*, H2O*, and oxTMB*; and (3) oxidation
of second TMB molecule by second HO* under acidic conditions,
producing H2O* and oxTMB*. Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS 1–3) serve as a plausible mechanism for the POD-
like activities: intermolecular distance between 6His and 19Phe–20Phe was 10.28 Å in
tetramer model, which was much shorter than that of 13His and 14His
(15.58 Å), indicating that 6His is more important for the construction of
catalytic center of peroxidase-like activity (Supplementary Fig. 29). Such mutant Aβ1–42 assembly showed no POD-like activity compared
to wild Aβ1–42 (Fig. 5f), indicating that POD activity of Aβ has strong
relationship with His. In contrast, the predicted structure of the
mutants of 13His→Ala and 14His→Ala showed no much influence on the
distance between 6His and 19Phe–20Phe, indicating that both His may
have less contribution on catalysis of Aβ1–42 assembly. However, if all
three His were mutated (6, 13, 14His→Ala), Aβ1-42 would form a sec-
ondary structure mainly in random coils without β conformations,
indicating that His is important to maintain β conformations. The
cytotoxicity of Aβ 1-42 monomers, oligomers, and filaments were
tested, and the result was shown in Supplementary Fig. 30. Their
cytotoxicity (HT-22) may be related to their POD-like activity. Fur-
thermore, Aβ1–42 filaments showed the ability to increase reactive
oxygen species (ROS) levels (including lipid ROS, cytosolic ROS
(cROS), and ROS of mitochondria) in HT-22 cells (hippocampus
neuron26) (Fig. 5g, h and Supplementary Figs. 31 and 32). Consistently,
the increased cROS level was observed when injecting Aβ 1–42 fila-
ments into the bilateral hippocampus of Sprague Dawley rats (SD rats)
(Fig. 5i), in which the percentage of cells with detectable cROS in
hippocampal neurons significantly increased (Fig. 5j). These results
indicate that Aβ1–42 filaments might be a ROS generator due to its
POD activity. intermolecular distance between 6His and 19Phe–20Phe was 10.28 Å in
tetramer model, which was much shorter than that of 13His and 14His
(15.58 Å), indicating that 6His is more important for the construction of
catalytic center of peroxidase-like activity (Supplementary Fig. 29). Such mutant Aβ1–42 assembly showed no POD-like activity compared
to wild Aβ1–42 (Fig. 5f), indicating that POD activity of Aβ has strong
relationship with His. In contrast, the predicted structure of the
mutants of 13His→Ala and 14His→Ala showed no much influence on the
distance between 6His and 19Phe–20Phe, indicating that both His may
have less contribution on catalysis of Aβ1–42 assembly. Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS As shown in Fig. 5d, the featured peaks for hydroxyl radical (•OH)
demonstrated that Aβ1–42 aggregates performed POD-like activity to
generate ROS in the presence of H2O2). Since Aβ polypeptide also contains F–F (19, 20) dipeptide and rich
in His (6, 13, 14), it is hypothesized that its aggregates may perform
similar catalytic properties due to the formation of nanofilaments. To
prove our hypothesis, we prepared Aβ series aggregates (forms of Aβ
shown in Supplementary Figs. 25–27) and checked their catalytic
activity. We found that both Aβ1–40 and Aβ1–42 aggregates exhibited
POD-like activities, in which Aβ1–42 aggregates showed higher activity
than Aβ1–40 (Fig. 5c). In addition, Aβ incubated for 14 days (similar
TEM to Fmoc–F–F) possessed higher POD-like activity compared with To confirm the contribution of His to catalysis, the mutant with
6His replaced by Ala was prepared(Aβ1–42 (6His→Ala)), and the
structure was predicted with Alphafold2 (Fig. 5e). In a tetramer
assembly model, the secondary structure in wild-type Aβ1–42 is mainly
β
conformations
(β
sheet,
β
turn)
and
random
coils. The Nature Communications| (2023) 14:5808 7 https://doi.org/10.1038/s41467-023-41591-1 Article Fig. 6 | Proposed mechanism of POD-like catalysis of Fmoc–F–F (His) and key
structural parameters. Seven reaction states mediated by POD-like catalysis of
Fmoc–F–F (His) was proposed. The whole process can be divided into three major
steps: The adsorption of H2O2 and (H+ + TMB) molecules on Fmoc–F–F (His) (states
1–3); Oxidation reaction of the first TMB molecule oxidized by H2O2* under acidic
conditions, producing HO*, H2O*, and oxTMB* (states 4–5); Oxidation of second
TMB molecule by second HO* under acidic conditions, producing H2O* and
oxTMB* (states 6–7). The corresponding binding energy of each step can be seen in
Supplementary Fig. 33. conditions, producing HO*, H2O*, and oxTMB* (states 4–5); Oxidation of second
TMB molecule by second HO* under acidic conditions, producing H2O* and
oxTMB* (states 6–7). The corresponding binding energy of each step can be seen in
Supplementary Fig. 33. Fig. 6 | Proposed mechanism of POD-like catalysis of Fmoc–F–F (His) and key
structural parameters. Seven reaction states mediated by POD-like catalysis of
Fmoc–F–F (His) was proposed. The whole process can be divided into three major
steps: The adsorption of H2O2 and (H+ + TMB) molecules on Fmoc–F–F (His) (states
1–3); Oxidation reaction of the first TMB molecule oxidized by H2O2* under acidic three reactions (Eqs. Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS To elucidate the POD-like mechanism of Fmoc–F–F (His), the
Fmoc–F–F and two His molecule trimer was selected as the peroxidase
catalytic reaction site (Fig. 6). We used DFT to calculate the reactants,
products, intermediates, and transition states of the possible reaction
pathway of the POD-like activities. As shown in Fig. 6, the imidazole
rings of the two His molecules formed a catalytic center. The following Our calculations indicated that the H2O2 molecule binds to the
imidazole rings via hydrogen bonding with a binding energy of 0.63 eV Nature Communications| (2023) 14:5808 8 https://doi.org/10.1038/s41467-023-41591-1 Article most widely espoused theories of AD etiology, as Aβ aggregation and
deposition
exhibit
strong
associations
with
neurotoxicity
and
neurodegeneration31. In such a hypothesis, oxidative stress is con-
sidered a potential key pathway for Aβ to generate toxicity, which is
usually ascribed to the aggregated form of Aβ coordinating with metal
ions such as copper, iron, or zinc or enzyme cofactors such as heme. For example, positions 6, 13, and 14 of His can chelate copper ions,
thereby generating ROS and causing neurotoxicity32. In addition, Aβ
may bind to heme to form Aβ-heme complexes with POD activity,
further generating ROS and neuronal damage33. However, we dis-
covered that Aβ-aggregated filaments themselves exhibited POD-like
activity and acted as an ROS initiator. In addition, the POD-like activity
of Aβ1–42 filaments may be correlated with its aggregated form and
deposition period. This phenomenon is consistent with the observa-
tion that when Aβ1–42 oligomers are converted to fibrils in plaques,
the damage is increased and causes chronic neurodegeneration with
subsequent cognitive impairment and dementia34,35. Thus, the dis-
covery of intrinsic catalytic activity of Aβ aggregates may provide a
new aspect of understanding the Aβ cascade hypothesis in AD etiol-
ogy, i.e., assembled Aβ serves as a nanozyme to catalyze ROS gen-
eration and cause long-acting oxidative stress. In particular, it has been
recently reported that Aβ can be easily aggregated in lysosomes36, in
which the acidic environment may profit them to perform POD-like
activity, thus presenting a feasible way to generate ROS. in the catalytic center, as shown in state (2) in Fig. 6. The hydrogen
bonding interactions between H2O2* and imidazole rings facilitate the
rapture of the O–O bond in H2O2*. Co-assembled Fmoc–F–F (His) nanofilaments exert enzyme-like
activity to regulate ROS The adsorbed H2O2 molecule in the
catalytic center first breaks the O–O bond and one of the dissociated
OH radicals binds to the H atom from TMB to form an H2O* molecule
and oxTMB* molecule. After the escape of H2O* and oxTMB*, the
remaining OH* radical in the catalytic center oxides the next TMB
molecule. As shown in Supplementary Fig. 33, under acidic conditions,
the first TMB molecule is easily oxidized by H2O2* with an energy
barrier of 1.41 eV in step 2, while the second TMB molecule is easily
oxidized by the OH* radical, as shown in step 3. From DFT analysis, the
POD-like catalytic center of the co-assembly of Fmoc–F–F (His) effec-
tively catalyzes the oxidation of TMB by H2O2 under acidic conditions
due to the arrangement of His molecules in Fmoc–F–F (His) facilitating
POD-like activity. Ethical regulations All research complied with all relevant ethical regulations. All animal
studies were performed following the protocols approved by the
Institutional Animal Care and Use Committee of the Institute of Bio-
physics, Chinese Academy of Sciences. In addition, Aβ1–42 filaments also exhibited POD-like activity, in
which His may play an important role in the catalysis, as POD-like
activity disappeared when 6His was mutated in Aβ1–42. These features
demonstrated that Aβ1–42 filaments might also be a nanozyme. Importantly, Alphafold2 predication demonstrated that the active site
of His/F–F may derive from intermolecular assembly, indicating that
Aβ1–42 filaments are a catalytic unit with multiple active sites in the
assembled format, which is distinct from traditional enzymes that
often have single active center inside the protein framework. Accord-
ing to enzymatic kinetics assays, a single active site of His/F–F in
Aβ1–42 may not be as efficient as that in natural peroxidase, which is
composed of hemin coordinated with His residues29. However, one
Aβ1–42 nanofilament contains multiple active sites in the assembled
format, thus, the whole catalytic effect can not be negligible. In addi-
tion, the assembled Aβ1–42 nanofilaments are quite stable, hard to
degrade, and can exist steadily for a long time, thus readily achieving
durable catalytic activity. Therefore,
different
from
traditional
enzymes, Aβ1–42 filaments might act in the catalytic mode of nano-
zymes under a physiological environment. Discussion In this study, we demonstrated that His plays a critical role in mod-
ulating amyloid-like assembly and building active sites for Fmoc–F–F
and Aβ aggregates. Distinct from the studies that most F–F assemblies
have been conducted in organic solvents (e.g. DMSO, HFIP)27,28, we
demonstrated that the presence of an amino acid, particularly His,
allowed Fmoc–F–F assembly from nanorods to nanofilaments under
aqueous condition. In addition, the Fmoc–F–F (His)-assembled nano-
filaments exhibit POD-like activity, demonstrating that His makes a
major contribution to catalysis, which is similar to His residue in the
active center of natural peroxidase29. These features demonstrate that
F–F (His)-assembled nanofilaments are a type of POD-like nanozyme. Nanozymes refer, in particular, to the nanomaterials that can catalyze
biochemical substrates of enzymes under physiological conditions,
following similar enzymatic kinetics and thus performing enzyme-like
catalysis, which has been recognized as next-generation artificial
enzymes30. One of the major features is that nanozymes have multiple
active sites on the surface, and thus the catalysis is determined by their
nanostructures. Distinct from inorganic nanozymes, the Fmoc–F–F
(His) nanofilaments performed POD-like activity depending on His
mediated peptide assembled filament nanostructure, which contained
a large number of active sites of His/F–F counterparts along the
nanofilament. Therefore, Fmoc–F–F (His) nanofilaments are a nano-
zyme ascribed to their assembled nanostructure and catalysis, which is
different from the structure–activity relationship of natural enzymes,
although both of them are composed of amino acids. Overall, His modulation of Fmoc–F–F amyloid-like assembly and
enhancement of catalytic activity demonstrated that introducing an
amino acid into a peptide assembly is an effective strategy to program
nanostructures and design peptide-based nanozymes. Aβ1–42 fila-
ments were found to perform POD-like activity to enhance oxidative
stress, which might also be ascribed to the interaction mode of His and
F–F. Future work will focus on deciphering the precise structure of the
assembled Fmoc–F–F (His) filaments and the role of His in Aβ assembly
and catalysis, experimentally verifying whether His residues may be
the
targets
for
controlling
Aβ
aggregation
and
reducing
neurotoxicity in AD. Reagents The dipeptides and thioflavin-T (ThT) were purchased from Shanghai
Yuanye Bio-Technology Co., Ltd. (China). Amino acids were purchased
from Shanghai Macklin Biochemical Co., Ltd. (China). 3,3’,5,5’-Tetra-
methylbenzidine (TMB), 5,5-dimethyl-1-pyrroline N-oxide (DMPO),
BODIPY 581/591 C11 probe and p-nitrophenyl acetate (pNPA) were
purchased from Sigma-Aldrich Co., Ltd. (USA). M5 HiPure MitoSOX
Red Mitochondrial Superoxide Indicator (MitoSOX probe) was pur-
chased from Mei5 Biotechnology Co., Ltd. (China). DCFH-DA ROS
detection kit was purchased from Beijing Fluorescence Biotechnology
Co. Ltd. (China). The Acetylcholinesterase (AchE) Assay Kit was pur-
chased from Beijing Solarbio Science & Technology Co., Ltd. (China). The Aβ peptides (purity > 95%) were purchased from GL Biochem
(Shanghai, China). Nature Communications| (2023) 14:5808 Cellular and in vivo ROS assessment Cellular and in vivo ROS assessment
HT-22 cells (SCC129, Sigma Aldrich/Merck) were maintained in RPMI
1640 medium supplemented with 10% fetal bovine serum (FBS) and 1%
penicillin and streptomycin (PS). 1 × 105 cells per well were plated in 12-
well plates and cultured with 5% CO2 at 37 °C for 24 h. HT-22 was
treated with different concentrations of Aβ1–42 filaments for 24 h. For
oxidative stress assessment, cells were incubated with 200 µL of 2 µM
BODIPY 581/591 C11 probe, 4 µM MitoSOX probe, or 10 µM DCFH-DA
working solution for 30 min at 37 °C (except MitoSOX probe for
10 min). To measure intracellular lipid peroxidation, ROS of Mito-
chondria, and cytosolic ROS (cROS), respectively. After digestion with
trypsin, 1 × 104 cells were collected and analyzed using flow cytometry
(BD FACSCalibur) to measure the fluorescence intensity of these ROS
levels. For cytotoxicity assay, HT-22 cells were planted in 96-well plates
(6 × 103 cells per well) and cultured with 5% CO2 at 37 °C overnight. Then the culture medium was replaced by fresh DMEM medium with
10% FBS and 1% PS, 100 μg mL−1 of Aβ 1–42 monomer, oligomer, and
filament were added to incubate for another 24 h. Then the medium
containing materials was removed, and cell viability was measured
using a CCK8 Kit. The cROS detection in PC-12 cells (CRL-1721, ATCC)
(They were maintained in RPMI 1640 medium supplemented with 10%
horse serum (HS), FBS 5% FBS, 1% PS, and pre-induced with 50 ng mL−1
nerve growth factor (NGF) for neuronal differentiation for 10 d) was
detected in adding 10 µM DCFH-DA working solution for 30 min at
37 °C. After digestion with trypsin, 1 × 104 cells were collected and
analyzed using flow cytometry (BD FACSCalibur) (following the gating
strategy in Supplementary Fig. 31) for measuring the fluorescence
intensity of these cROS levels. SAXS measurements were performed on the solution samples of a
concentration of 3.75 mM loaded in a low noiseflowcellusing a Xenocs
Xeuss 2.0 instrument equipped with a Dectris Pilatus 300k detector
(pixel size 172 μm) and a Cu-Kα radiation source (wavelength
λ = 1.54189 Å). 2D SAXS data were collected at an exposure time of
1200 s (room temperature). The SAXS data of the Silver Behenate
standard were also collected and used to calibrate the sample-to-
detector distance (2480 mm). Electron microscopy for peptide samples Samples were dropped on a silicon wafer at room temperature
(~23 °C). The SEM images were recorded using a Hitachi SU8010
(Japan), and TEM images were recorded using a Tecnai Spirit (FEI)
(USA) operating at 100 kV dropped on a double copper net. For AFM,
liquid Fmoc–F–F (His) (1 mL) was dropped on a mica sheet and
observed by Bruker Dension Icon (Germany). For negative staining
TEM, the co-assembled Fmoc–F–F (His) was stained with uranyl acet-
ate. Cryo-EM and two-dimensional classification data were collected by
Talos Arctica 200 kV FEG (USA), and the sample was pre-frozen
at −184 °C. Computational methods All quantum chemical calculations were performed using DFT meth-
ods with an empirical dispersion correction (D3) implemented using
the Gaussian09 package. Typical Fmoc–F–F/His dimers and trimers
predominantly stabilized by the intermolecular hydrogen bonds were
constructed and optimized at the level of B3LYP/6-31 g (d) theory. Harmonic vibrational frequency calculations of the optimized geo-
metries were also performed to ensure the structures at local minima. The Fmoc–F–F/His binding energies (ΔE) were calculated as the energy
difference between their molecular clusters and the sum of the ener-
gies of Fmoc–F–F and His (Eq. 4). Cellular and in vivo ROS assessment The 2D SAXS data of the samples were
reduced to obtain 1D scattering intensity profile I(q), where q is the
scattering vector (q = 4πsinθ/λ (4), 2θ is the scattering angle). The raw
data were corrected for the sample background (flow cell containing
water) in the data reduction process using the SasView5.0.6 software
package37,38 (the instructions could be obtained from https://www. sasview.org/). For ThT-binding analysis, 20 µL of assembled solution was added
to 160 µL of DDH2O in a 96-well blackboard. Then, 20 µL of 200 µM ThT
was immediately added. Excitation was set to 438 nm, and fluores-
cence intensity was recorded at an emission wavelength of 485 nm. Zeta potentials of samples were determined using a Zetasizer
Nano ZS90 (England) via three tests in a 1-mL sample cell. The UV
spectrum at 200–800 nm was collected using a Tanon-3500R Gel
Imaging System (Shanghai, China). The fluorescence emission spec-
trum at 300–550 nm and 280 nm excitation was collected using a
F-7000 FL spectrophotometer (Japan) with a scan speed of 1200 nm/
min. The PMT voltage and response were set to 500 V and 0.1 s,
respectively. Both EX Slit and EM Slit were set to 2.5 nm. To evaluate the ability of Aβ 1–42 filaments to generate cROS
in vivo, 10 µl Aβ filaments (1 mg mL−1) and PBS were injected into the
bilateral hippocampus of the male SD rats39 (6–8 weeks, all animals
were housed in a temperature controlled (25 °C) condition, and were
given free access to water and diet.), respectively. After the SD rats
were observed for 5 days, the right hippocampus tissue was taken and
prepared into a cell suspension following the below procedures. Firstly, the rats were dislocated and sacrificed after anesthesia, and the
brain was collected (about 3–5 min). Next, after washing with normal
saline, the right hippocampus was peeled off on the ice bag and quickly Preparation of dipeptide and amino acid assemblies Using liquid chromatography-mass spectrometry (LC-MS), peptides
with purities >97% were verified. The F–F was stored at −20 °C, and
Fmoc–F–F was stored at −20 °C. For assembly, amino acids (con-
centration 20 mg mL−1) were weighed and dissolved in deionized water
after
8 min
treatment
of
sonication. Peptides
(concentration
2 mg mL−1) were weighed and dispersed in amino acid aqueous Consequently, we speculated that Aβ1–42 filaments as a natural
nanozyme with peroxidase-like activity may help understand the role
of Aβ deposition in AD pathogenesis, as their detailed pathogenesis in
AD is not yet fully elucidated. The Aβ cascade hypothesis is one of the Nature Communications| (2023) 14:5808 9 https://doi.org/10.1038/s41467-023-41591-1 Article of buffer, 20 µL of TMB, 20 µL of Aβ, and 20 µL of H2O2 (625 mM) were
added in order and reacted for 2 h at 37 °C. Absorbance at 652 nm was
monitored using a microplate reader. For CAT activity, 500 mM H2O2
solution was prepared, with 3.6 mL of H2O2 and 0.4 mL of Fmoc–F–F
(His) added. Immediately, the COD analyzer probe was inserted into
the reaction solution to record the number of different reaction times. Evaluation of •OH was performed by the interaction between Aβ and
H2O2. Briefly, DMPO (50 mM) and H2O2 (62.5 mM) were dissolved in
sodium acetate buffer (0.1 M, pH 3.5) containing Aβ (100 μg mL−1). The
product DMPO-OH was detected using an A300-10/12 ESR instrument
(Germany). solution. After sonication treatment and standing a while (30 min),
clarified Fmoc–F–F (His) instead of cloudy Fmoc–F–F solution was
prepared. Characterizations based on spectroscopy, XRD, NMR, SAXS, ThT
binding, and zeta potential The samples were characterized using FTIR spectroscopy. For FTIR,
3 mg of powdered sample and 50 mg of potassium bromide (KBr) were
mixed
for
tablet
compression
analysis
with
transmittance
at
400–4000 cm−1, collected using an iS10 FTIR spectrometer (USA). Measurements were performed by averaging 32 scans at 4-cm−1 reso-
lution (signal-to-noise ratio (S/N) = 50000). The samples were char-
acterized by XRD using a D8 ADVANCE (Germany). Measurements
were performed at 1.5406 angstroms of the copper target wavelength,
40-kV tube voltage, and 40-mA tube current. As for NMR, solid sam-
ples were characterized by JNM-ECZ600R at a frequency of 600 MHz
at room temperature. The tube diameter, mass frequency, and
relaxation delay were set as 3.2 mm, 15 kHz, and 5 s by averaging
16 scans. ΔE = EðFmocFFÞmðHisÞnmEFmocFFnEHis
ð4Þ ΔE = EðFmocFFÞmðHisÞnmEFmocFFnEHis
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Portfolio Reporting Summary linked to this article. Assays for enzyme-like activity For POD activity, the reaction system contained 700 µL of sodium
acetate buffer (0.1 M, pH 3.5), 100 µL of TMB (2.4 mg mL−1 in DMSO),
100 µL of Fmoc–F–F (His), and 100 µL of 30% H2O2 (10 M) in a 4-mL
optical path 1-cm glass cuvette. After quickly mixing the components,
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of rats. Neurol. Res. 41, 77–86 (2019). Peer review information Nature Communications thanks Amirtham
Milton Franklin Benial, Tommy Nylander, Mustafa Naziroglu, and the
other anonymous reviewers for their contribution to the peer review of
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sorting. Nat. Commun. 12, 4634 (2021). Reprints and permissions information is available at
http://www.nature.com/reprints Publisher’s note Springer Nature remains neutral with regard to jur-
isdictional claims in published maps and institutional affiliations. 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/. (2021M702947), National Natural Science Foundation of China Founda-
tion of Innovative Research Group grant (22121003), and National Nat-
ural Science Foundation of China (81930050). References E., Sabater, L., Baskin, M., Hureau, C. & Maayan, G. A water-
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Abeta-heme peroxidase activity and the peptide aggregation state? Nature Communications| (2023) 14:5808 11 Article https://doi.org/10.1038/s41467-023-41591-1 Nature Communications| (2023) 14:5808 Competing interests
The authors declare no competing interests. 37. McDowall, D., Adams, D. J. & Seddon, A. M. Using small angle
scattering to understand low molecular weight gels. Soft Matter 8,
1577–1590 (2022). Acknowledgements We thank Dr. Jianping Jia from the Clinical Center for Neurodegenerative
Disease and Memory Impairment, Capital Medical University, for the
discussion of the relationship between Aβ filament catalysis and AD
pathogenesis. We thank the Testing and Analysis Center at the Institute
of Biophysics, Chinese Academy of Sciences (CAS), for the character-
ization of nanomaterials. We thank Can Peng for help with SEM samples. We thank Shuoguo Li and Yun Feng from the Center for Biological
Imaging (CBI), Institute of Biophysics, CAS, for help with taking and
analyzing TEM, Prof. Ningdong Huang from the University of Science and
Technology of China for help with SAXS analysis. This work was sup-
ported by the National Key R&D Program of China (2019YFA0709200),
the National Natural Science Foundation of China (32201162), the 70th
general grant of China Postdoctoral Science Foundation
(2021M702947) N ti
l N t
l S i
F
d ti
f Chi
F
d Author contributions L.G. conceived and organized the project. Y.Y. participated in all
experiments. L.C. performed theoretical calculations and participated in
structural and logical analyses. L.K. performed and collected cryo-EM,
negative staining TEM, and two-dimensional classification data. L.Q.,
M.C., Z.F., S.M., M.S., C.Z., and X.W. performed the cell tests and data
analysis. J.J. guided the experiments. Y.L. performed TEM. L.G., X.Z., and © The Author(s) 2023 Nature Communications| (2023) 14:5808 Nature Communications| (2023) 14:5808 Nature Communications| (2023) 14:5808 12
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https://openalex.org/W4205293802
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https://www.frontiersin.org/articles/10.3389/fchem.2021.785848/pdf
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English
| null |
MALDI-TOF MS Based Bacterial Antibiotics Resistance Finger Print for Diabetic Pedopathy
|
Frontiers in chemistry
| 2,022
|
cc-by
| 5,889
|
ORIGINAL RESEARCH
published: 14 January 2022
doi: 10.3389/fchem.2021.785848 MALDI-TOF MS Based Bacterial
Antibiotics Resistance Finger Print for
Diabetic Pedopathy
Haojie Sun 1,2, Peng Lai 2, Wei Wu 3, Hao Heng 2, Shanwen Si 2, Yan Ye 2, Jiayi Li 2, Hehe Lyu 2,
Caiyan Zou 2, Mengzhe Guo 4, Yu Wang 2*, Houfa Geng 2* and Jun Liang 1,2*
1Medical College, Soochow University, Suzhou, China, 2Xuzhou Central Hospital, Xuzhou Clinical School of Xuzhou Medical
University, Xuzhou, China, 3Affiliated Hospital of Xuzhou Medical University, Xuzhou, China, 4Jiangsu Key Laboratory of New Drug
Research and Clinical Pharmacy, Xuzhou Medical University, Xuzhou, China Diabetes mellitus has become a major global health issue. Currently, the use of antibiotics
remains the best foundational strategy in the control of diabetic foot infections. However,
the lack of accurate identification of pathogens and the empirical use of antibiotics at early
stages of infection represents a non-targeted treatment approach with a poor curative
effect that may increase the of bacterial drug resistance. Therefore, the timely identification
of drug resistant bacteria is the key to increasing the efficacy of treatments for diabetic foot
infections. The traditional identification method is based on bacterial morphology, cell
physiology, and biochemistry. Despite the simplicity and low costs associated with this
method, it is time-consuming and has limited clinical value, which delays early diagnosis
and treatment. In the recent years, MALDI-TOF MS has emerged as a promising new
technology in the field of clinical microbial identification. In this study, we developed a
strategy for the identification of drug resistance in the diagnosis of diabetic foot infections
using a combination of macro-proteomics and MALDI MS analysis. The macro-proteomics
result was utilized to determine the differential proteins in the resistance group and the
corresponding peptide fragments were used as the finger print in a MALDI MS analysis. This strategy was successfully used in the research of drug resistance in patients with
diabetic foot infections and achieved several biomarkers that could be used as a finger
print for 4 different drugs, including ceftazidime, piperacillin, levofloxacin, and tetracycline. This method can quickly confirm the drug resistance of clinical diabetic foot infections,
which can help aid in the early treatment of patients. Edited by:
Kezhi Jiang,
Hangzhou Normal University, China Edited by:
Kezhi Jiang,
Hangzhou Normal University, China Edited by:
Kezhi Jiang,
Hangzhou Normal University, China Reviewed by:
Haoyang Wang,
Shanghai Institute of Organic
Chemistry, China
Guodong Cao,
Anhui Medical University, China
*Correspondence:
Jun Liang
mwlj521@163.com
Houfa Geng
genghoufa@njmu.edu.cn
Yu Wang
wangyubh@163.com Reviewed by:
Haoyang Wang,
Shanghai Institute of Organic
Chemistry, China
Guodong Cao,
Anhui Medical University, China *Correspondence:
Jun Liang
mwlj521@163.com
Houfa Geng
genghoufa@njmu.edu.cn
Yu Wang
wangyubh@163.com Specialty section:
This article was submitted to
Analytical Chemistry,
a section of the journal
Frontiers in Chemistry
Received: 29 September 2021
Accepted: 27 December 2021
Published: 14 January 2022 Specialty section:
This article was submitted to
Analytical Chemistry,
a section of the journal
Frontiers in Chemistry Received: 29 September 2021
Accepted: 27 December 2021
Published: 14 January 2022 INTRODUCTION Diabetes mellitus has become a major global health issue affecting approximately 9.3% of the
population worldwide, and is expected to increase by 25% by 2030 (Sinclair et al., 2020). Approximately 30% of diabetic patients will develop diabetic pedopathy during their lifetime
(Armstrong et al., 2017). Of all the complications of diabetes mellitus, diabetic pedopathy poses
the most severe risks, and may result in a shortened life expectancy and a dramatic decline in the
quality of life (Lavery et al., 2016). In the past few decades, diabetic pedopathy has ranked 10th
among all diseases and is often a huge financial burden to the patients family as well as society as a
whole (Lazzarini et al., 2018). Keywords: MALDI TOF, macro-proteomics, drug resistance, diabetic foot, finger print Citation: Sun H, Lai P, Wu W, Heng H, Si S,
Ye Y, Li J, Lyu H, Zou C, Guo M,
Wang Y, Geng H and Liang J (2022)
MALDI-TOF MS Based Bacterial
Antibiotics Resistance Finger Print for
Diabetic Pedopathy. Front. Chem. 9:785848. doi: 10.3389/fchem.2021.785848 January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 1 Sun et al. MALDI Drug Resistance Analysis We have developed a MALDI mass spectrometry (MS) finger-
print analysis to be used in the diagnosis of antibiotic resistance in
patients with diabetic foot infections (Figure 1). First, the bacteria
from the affected tissue of patients were cultured and the species
were identified. The bacterial cultures were then tested for drug
resistance and divided into either a drug-resistant or drug-
sensitive group. Next, the bacterial macro-proteomics analysis
was introduced to identify the differential proteins between these
two groups. Finally, the fragments of the identified differential
proteins were compared using the MALDI analysis to identify the
drug-resistance finger print. This study could aid in the
establishment of a rapid drug resistance MALDI identification
method to be used for the clinical the determination of treatments
for diabetic foot infections. At present, antibiotics have been the foundational strategy
used to control diabetic foot infections. Due to the lack of accurate
identification of the pathogens, the empirical use of antibiotics at
the early stages of infection represents a non-targeted treatment
approach with a poor curative effect, and may result in bacterial
drug resistance (Munita and Arias, 2016). The World Health
Organization has recognized antibiotic resistance as one of the
most important public health threats in the 21st century (World
Health Organization, 2014). The ineffective use of antibiotics will
hinder wound healing in patients with diabetic foot infections,
and increase the length of stay in hospitals as well as hospital
costs. Therefore, timely identification of bacteria and drug
resistance is the key in the appropriate treatment of diabetic
foot infections (Caruso et al., 2021). Enterobacterales and Staphylococcus aureus are the most common
pathogens identified in diabetic pedopathy (Ramirez et al., 2018; Alexi
et al., 2021). They play a crucial role in MDR organisms, and their
broad antibiotics resistance has increasingly attracted more attention
from healthcare associated workers worldwide. Especially concerning
is the resistance to cephalosporin and penicillin antibiotics, which
may lead to life-threatening issues in the treatment of diabetes-related
infections (Weinstein et al., 2019). Specimen Collection After flushing the wound with sterile saline, a well-trained
diabetic podiatrist took the deep necrotic tissue of the wound
to avoid superficial tissue contamination, which could cause
inaccurate results. A total of 16 necrotic tissue specimens were
collected and divided into two parts under sterile conditions: one
part was used for conventional microbial culture and the other
was used for MALDI TOF MS analysis. In recent years, MALDI-TOF MS has emerged as a promising
new technology in the field of clinical microbial identification. It
is fast, stable, accurate, sensitive, and has a high resolution (Tan
et al., 2012; Scott et al., 2016). Its expanded research application in
clinical microorganisms has involved many fields, such as
bacterial identification, drug resistance analysis, virulence, and
epidemiology (Kostrzewa, 2018). Its potential for the rapid
detection of bacterial drug resistance has made it especially
attractive to many scholars. It falls within the mass range by
giving the protein that is resistant to bacteria, and then analyzes
the drug resistance of bacteria by looking for characteristic
spectral peaks. This study explores its use in detecting
bacterial
drug
resistance
in
diabetic
foot
infections
and
provides a basis for rapid clinical antibiotic selection. Patient Characteristics The subjects of the study included type 2 diabetic foot patients
hospitalized in the Department of Endocrine and Metabolic
Diseases of the Xuzhou Central Hospital from June 2021 to
August 2021. The main inclusion criteria were: age was within
the range of 18–80 years old, and Wagner 3–4. Exclusion criteria:
no standing debridement, immunosuppressants had been used
within 3 months prior to admission, and the use of antibiotics in
the 4 weeks prior to admission. The diagnosis of diabetes mellitus
is based on the 1999 WHO diabetes mellitus diagnostic criteria. The diagnosis of diabetic foot is based on the International
Diabetes Foot working group (IWGDF) guide (Lipsky et al.,
2020). This study was designed and implemented according to
the declaration of Helsinki. All patients and their families were
informed and agreed to participate in the study, which was
approved by the hospital ethics committee of Xuzhou central
hospital. Bacterial identification is a crucial component of clinical
practice. The traditional method is based on the assessment of
bacterial morphology, cell physiology, and biochemistry (Sun
et al., 2021). While the simplicity of this method and low costs
make it an attractive option, it is time-consuming and has limited
clinical value due to its low positive rate (Jasson et al., 2010;
Oberhettinger et al., 2020). This results in diagnostic and
treatment delays. Citation: Over the last decade, the resistance
of Enterobacterales to cephalosporin has dramatically increased
worldwide. The underlying resistance mechanisms are complex
and difficult to be identify. Additionally, carbapenem-hydrolyzing
enzymes produced by bacterium are also of great concern (Mao et al.,
2017). For
example,
Klebsiella
pneumonia,
which
has
the
characteristics
of
easy-spreading
and
extensive-contaminating,
could have a detrimental effect in its surroundings, such as
healthcare settings (Tascini et al., 2015). S aureus has primarily
exhibits penicillin-resistance. Due to the horizontal transfer and
natural selection of genes that encode for a mutant penicillin-
binding protein (Masters et al., 2020), this bacteria has a low
affinity to penicillin molecules, which underlies the penicillin-
resistance. Frontiers in Chemistry | www.frontiersin.org Label Free Macro-Proteomics Analysis y
100 µg of protein was reduced with 5 m Mdithiothreitol (DTT) for
1 h at 37°C and subsequently alkylated with 10 mM iodoacetamide
for 45 min at RT (room temperature) in the dark. Samples were
diluted 1:3 with 50 mM Tris-HCl (pH 8.0) and subjected to
proteolytic digestion with trypsin (Promega) at a 1:50 enzyme-to-
substrate ratio and incubated overnight at RT. The digested samples
were then acidified with 50% trifluoroacetic acid (TFA, Sigma) to a
pH value of approximately 2.0. Tryptic peptides were desalted on
reversed-phase C18 SPE columns and dried using a Speed-Vac. A total of 16 samples from patients with diabetic foot infections
were collected and used to create bacterial cultures. 5 Gram-
positive strains and 11 Gram-negative strains were successfully
cultivated. Under the authentication of MALDI MS, the Gram-
positive strains consisted of staphylococcus aureus and the Gram-
negative strains consisted of bacillus (Figure 2). The bacterial
cultures were then processed to determine drug-resistance. Both
the staphylococcus aureus and bacillus were tested using 2 types of
drug resistance experiments. In the case for bacillus, ceftazidime
and piperacillin were chosen as the test drugs, and levofloxacin
and tetracycline were chosen for staphylococcus aureus. The
proteins in these bacterial cultures were then extracted and
passed through the macro-proteomics and MALDI analysis. Peptides (0.8 μg) were separated on an Easy nLC 1200 UHPLC
system (Thermo Scientific) on an in-house packed 20 cm ×
75 mm diameter C18 column. The column the flow rate was
0.200 μL/min with 0.1% formic acid and 2% acetonitrilein water
(A) and 0.1% formic acid, 90% acetonitrile (B). The peptides were
separated with a 6–30% B gradient in 84 min and analyzed using
the Thermo Velos mass spectrometer (Thermo Scientific). Parameters were as follows: MS1: resolution—60,000, mass
range 350–1800 m/z, MS2: resolution −50,000, high-energy
collision dissociation activation energy (HCD) was 37 eV,
isolation width (m/z) was 0.7, AGC Target was 2.0 e5, Max IT
was 105 ms. For the bacillus, a total 1,500 proteins were detected by the
macro-proteomics analysis. Additionally, there were over 500
identical proteins among them. The samples were then divided
into two groups according to the drug resistance test results. As
shown in Supplementary Table S1, there are five bacillus samples
in the ceftazidime resistance group and six bacillus samples in the
other group. Moreover, PCA analyses were carried out for these
two groups according to the identical proteins. Data Statistics Experiments were repeated at least three times with consistent
results. Data are presented as the Mean ± SEM (standard error of
the mean) or Mean ± SD (standard deviation). Differences
between groups were determined using a two-tailed Mann-
Whitney
U
test
or
two-tailed
Student’s
t-test. Pearson
correlation
coefficients
(r)
were
calculated
to
evaluate
correlation and statistical significance was assessed by a two-
tailed t-test. The results of western blot analysis are the
representative
images
of
at
least
three
independent
experiments. For boxplots, the center line represents the
median, the box limits show the upper and lower quartiles,
and the outliers are represented as individual data points. MALDI TOF MS Method MALDI TOF MS analysis was performed by a Bruker ultrafle
Xtreme MALDI TOF/TOF mass spectrometry (Bruker Daltonics,
France). α-cyano-4- hydroxycinnamic acid (HCCA) was used as
the matrix and was dissolved into ACN. The extracted proteins
were dissolved into water and 1 µl of protein solution was mixed
with 1 µl of matrix. The mixture was dripped on a reusable
polished steel target and left to dry. The ion mode was positive ion
mode with delay: 150 ns; ion source 1 voltage: 20 kV; ion source 2
voltage: 18 kV; lens voltage: 6 kV. All spectra were shown
baseline-subtracted,
smoothed,
and
auto-scaled
in
the
Y-direction, covering a range of 300–3,000 Da. Bacterial Inactivation and Protein
Extraction Bacterial inactivation was performed before MS analysis. The
bacterial colonies after 72 h incubation were resuspended in
200 μl of pure water. The concentration of bacteria was chosen
to be 5 × 106 CFU/ml. Then 600 μl of methanol (MeOH) was
added to obtain a final 75% MeOH. This mixture was incubated
for 15 min and then centrifuged at 12,000 rom for 10 min to
obtain a bacterial pellet. The supernatant was removed and the
bacterial pellet was resuspended in 100% acetonitrile (ACN) with
0.1% formic acid. The mixture was passed through the secondary January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 2 Sun et al. MALDI Drug Resistance Analysis FIGURE 1 | The strategy of the drug resistance finger print research for diabetic foot. FIGURE 1 | The strategy of the drug resistance finger print research for diabetic foot. centrifugation (also 12,000 rpm for 10 min) and the bacterial
proteins were extracted. Label Free Macro-Proteomics Analysis As shown in January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 3 Sun et al. MALDI Drug Resistance Analysis FIGURE 2 | The identification of Klebsiella pneumonia (A) and Staphylococcus aureus (B) based on MALDI TOF analysis after bacterial cultured. RE 2 | The identification of Klebsiella pneumonia (A) and Staphylococcus aureus (B) based on MALDI TOF analysis after bacterial cultured. | The identification of Klebsiella pneumonia (A) and Staphylococcus aureus (B) based on MALDI TOF analysis after bacterial cultu Figure 3, these two groups can be well distinguished, with the Q2
over 0.8. A total of 10 differential proteins (p < 0.05 in t-test) were
obtained, including fumC, fmt, rpsT, proX, fisH, nuoC, proC,
tyrS, ribC, and bfr. Additionally, the digested peptides fragments
were found in the database, and were compared with the MALDI
TOF analysis. Finally, three peptides were consistently obtained
in both results (Figures 3C,D, Supplementary Figure S1),
including
the
peptides
from
nuoC
with
a
sequence
of
EALEWGTTGAGLR (m/z 1,360.7), from fisH with a sequence
of ESTAYHEAGHAIIGR (m/z 1,611.8), and from tyrS with a
sequence of LAEEIIYGPEHVSTGASNDIK (m/z 2243.1). These
three peaks of peptides can be considered the finger print for the
resistance of bacillus to ceftazidime. Figure 3, these two groups can be well distinguished, with the Q2
over 0.8. A total of 10 differential proteins (p < 0.05 in t-test) were
obtained, including fumC, fmt, rpsT, proX, fisH, nuoC, proC,
tyrS, ribC, and bfr. Additionally, the digested peptides fragments
were found in the database, and were compared with the MALDI
TOF analysis. Finally, three peptides were consistently obtained
in both results (Figures 3C,D, Supplementary Figure S1),
including
the
peptides
from
nuoC
with
a
sequence
of
EALEWGTTGAGLR (m/z 1,360.7), from fisH with a sequence
of ESTAYHEAGHAIIGR (m/z 1,611.8), and from tyrS with a
sequence of LAEEIIYGPEHVSTGASNDIK (m/z 2243.1). These
three peaks of peptides can be considered the finger print for the
resistance of bacillus to ceftazidime. including
the
peptides
from
acnA
with
a
sequence
of
SDTYGWQEDSTYIR
(m/z
1720.8),
from
ompA
with
a
sequence
of
ATLKPEGQAALDQLYSQLSNLDPK
(m/z
2600.4),
and
from
rpmI
with
a
sequence
of
GDLGLVIACLPYA
(m/z
1,361.7). These
three
peaks
of
peptides can be considered as the finger print for the
resistance of bacillus to piperacillin.. Label Free Macro-Proteomics Analysis including
the
peptides
from
acnA
with
a
sequence
of
SDTYGWQEDSTYIR
(m/z
1720.8),
from
ompA
with
a
sequence
of
ATLKPEGQAALDQLYSQLSNLDPK
(m/z
2600.4),
and
from
rpmI
with
a
sequence
of
GDLGLVIACLPYA
(m/z
1,361.7). These
three
peaks
of
peptides can be considered as the finger print for the
resistance of bacillus to piperacillin.. For the staphylococcus aureus, a total 1,000 proteins were
detected by macro-proteomics analysis. In addition, there are
over 200 identical proteins among them. The samples were
divided into two groups according to the two other drug
resistance test results. As shown in Supplementary Table S2,
there are two staphylococcus aureus samples in levofloxacin
resistance group and three staphylococcus aureus samples in
the sensitive group. Moreover, the PCA analysis were carried
out for these two groups according to the identical proteins. As
shown in Figure 5, these two groups can be well distinguished
with the Q2 over 0.8. But only 3 differential proteins (p < 0.05 in
t-test)
were
obtained,
including
rpsS,
rplV,
and
rpsQ. Additionally, the digested peptides fragments were found in
the database, which were compared with the MALDI TOF
analysis. Finally, three peptides were obtained consistently in
both
results
(Figures
5C,D,
Supplementary
Figure
S3),
including
the
peptides
from
rpsS
with
the
sequence
QHVPVFVTDRMVGHK (m/z 1722.9), from rplV with the
sequence VLESAIANARHNDGADIDDLKVTK (m/z 2538.3), The samples were also divided into two groups according to
piperacillin resistance. As shown in Supplementary Table S1,
there are six bacillus samples in the piperacillin resistance group
and five bacillus samples in the other group. The PCA analyses
were carried out for these two groups according to the identical
proteins. As shown in Figure 4, these two groups can be well
distinguished, with the Q2 over 0.8. A total of 14 differential
proteins (p < 0.05 in t-test) were obtained, including ybjP, rpmI,
rof, rim, acnA, lolA, engB, hisS, bglX, cpxR, phoP, trxA, ompA,
and bfr. Additionally, the digested peptides fragments were found
in the database, which were compared with the MALDI TOF
analysis. Finally, three peptides were obtained consistently in
both
results
(Figures
4C,D,
Supplementary
Figure
S2), January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 4 MALDI Drug Resistance Analysis Sun et al. Label Free Macro-Proteomics Analysis GURE 3 | (A) The PCA analysis of drug resistance of ceftazidime for Klebsiella pneumonia; (B) The differential proteins between drug resistance group and drug
ensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. FIGURE 3 | (A) The PCA analysis of drug resistance of ceftazidime for Klebsiella pneumonia; (B) The differential proteins between drug resistance group and drug
sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. Frontiers in Chemistry | www.frontiersin.org January 2022 | Volume 9 | Article 785848 GURE 4 | (A) The PCA analysis of drug resistance of piperacillin for Klebsiella pneumonia; (B) The differential proteins between drug resistance group and drug
nsitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. et al. MALDI Drug Resistance Analysi MALDI Drug Resistance Analysis Sun et al. FIGURE 4 | (A) The PCA analysis of drug resistance of piperacillin for Klebsiella pneumonia; (B) The differential proteins between drug resistance group and drug
sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. FIGURE 4 | (A) The PCA analysis of drug resistance of piperacillin for Klebsiella pneumonia; (B) The differential proteins between drug resistance group and drug
sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. Frontiers in Chemistry | www.frontiersin.org January 2022 | Volume 9 | Article 785848 6 MALDI Drug Resistance Analysis Sun et al. GURE 5 | (A) The PCA analysis of drug resistance of levofloxacin for Staphylococcus aureus; (B) The differential proteins between drug resistance group and
ug sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. FIGURE 5 | (A) The PCA analysis of drug resistance of levofloxacin for Staphylococcus aureus; (B) The differential proteins between drug resistance group and FIGURE 5 | (A) The PCA analysis of drug resistance of levofloxacin for Staphylococcus aureus; (B) The differential proteins between drug resistance group and
drug sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 7 MALDI Drug Resistance Analysis Sun et al. Label Free Macro-Proteomics Analysis GURE 6 | (A) The PCA analysis of drug resistance of tetracycline for Staphylococcus aureus; (B) The differential proteins between drug resistance group and
ug sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. FIGURE 6 | (A) The PCA analysis of drug resistance of tetracycline for Staphylococcus aureus; (B) The differential proteins between drug resistance group and
drug sensitive group; (C) The corresponding differential peptides and (D) the finger print in MALDI TOF. January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 8 MALDI Drug Resistance Analysis Sun et al. strains consisted of bacillus. Subsequently, a macro-proteomics
analysis was carried out to detect the proteins associated with
antibiotic resistance. As a result, a total of 1,500 proteins and
1,000 proteins were detected in the bacillus and staphylococcus
aureus by macro-proteomics analysis, respectively. Combined
with the results of bacterial culture, MALDI TOF, and
proteomics, we found a series of differentially expressed
proteins. According to the antibiotics resistance, subgroup
analyses have confirmed the presence of a finger print of the
different bacterium. The peaks of the nuoC, fisH, and tyrS
peptides can be considered as the finger print for the
resistance of bacillus to ceftazidime resistance. The peaks of
the acnA, ompA, and rpmI peptides can be considered as the
finger print for the resistance of bacillus to ceftazidime. The peaks
of the rpsS, rplV, and rpsQ peptides can be considered as the
finger print for the resistance of staphylococcus aureus to
levofloxacin resistance. The peaks of the rplE, guaA, and proS
peptides can be considered as the finger print for the resistance of
staphylococcus aureus to tetracycline. and from rpsQ with the sequence LHVHDENNECGIGDVVEIR
(m/z 2205.1). These three peaks of peptides can be considered as
the finger print for the levofloxacin resistance of staphylococcus
aureus. The staphylococcus aureus samples were also divided into two
groups according to the tetracycline resistance results. As shown
in Supplementary Table S2, there are three staphylococcus aureus
samples in levofloxacin resistance group and two staphylococcus
aureus samples in the sensitive group. As shown in Figure 6,
these two groups can be well distinguished with the Q2 over 0.8. And 10 differential proteins (p < 0.05 in t-test) were obtained,
including rpmA, rpsT, dnaN, guaA, proS, alaS, frr, adk, groS, and
rplE. DISCUSSION Recent studies have suggested that the microbiota in diabetic foot
infections are diverse, which is typically beyond the identification
capabilities
of
the
traditional
culture
method. Although
molecular-based methods, such as qPCR and mNGS, can
effectively identify the bacterial species, they are difficult to
routinely carry out in clinical practice and also have several
inherent biases (Malone et al., 2017; Sadeghpour Heravi et al.,
2019). Overall, there is still no simple and specific method to
identify the antibiotics resistance of bacteria. Using bacterial cultures made from diabetic pedopathy
patients, we further conducted the MALDI TOF analysis. Consistent with previous studies (Złoch et al., 2021), our study
found both Gram-positive and Gram-negative bacterium. A total
of 5 strains of Gram-positive bacteria and 11 strains of Gram-
negative bacteria were used for further MALDI detection and
analysis, which authenticated that the Gram-positive strains
consisted of staphylococcus aureus and the Gram-negative CONCLUSION In
this
work,
we
have
developed
a
strategy
for
the
identification of drug resistance in the diagnosis of diabetic
foot. Macro-proteomics and MALDI MS analysis were
combined in this strategy. From the macro-proteomics
result, the differential proteins which in the resistance
group
were
obtained
and
the
correspondence
peptide
fragments were used as the finger print in MALDI MS
analysis. Then this strategy was successfully used in the
drug resistance research in diabetic foot patients and
achieved several biomarkers as finger print for 4 drugs,
including
ceftazidime,
piperacillin,
levofloxacin,
and
tetracycline. This method can quickly confirm the drug
resistance of diabetic foot in clinical, which can help the
treatment of patients as early as possible. Label Free Macro-Proteomics Analysis Additionally, the digested peptides fragments were found in
the database, which were compared with the MALDI TOF
analysis. Finally, three peptides were obtained consistently in
both
results
(Figures
6C,D,
Supplementary
Figure
S4),
including
the
peptides
from
rplE
with
the
sequence
AKLHDYYKDEVVKK (m/z 1735.9), from guaA with the
sequence DFNPSGIILSGGPESTTEENSPR (m/z 2404.2), and
from
proS
with
the
sequence
DAYSFHTSQESLQETYDAMYAAYSK
(m/z
2906.3). These
three peaks of peptides can be considered as the finger print
for the tetracycline resistance of staphylococcus aureus. An appropriate antibiotic strategy is well known to be essential
in the management of diabetic foot infections. However, the
prompt identification of antibiotic resistance is the cornerstone of
anti-infection therapy. The bacterial resistance fingerprint
identified by this study can guide modifications to clinical
antibiotic regimens in the earliest period, which may enhance
infection control and wound healing of diabetic pedopathy,
shorten the length of hospital stays, and reduce overall costs. Based on the convenience and accuracy of the new method in the
identification of a bacteria finger print, as well as results from a
previous study (Asghari et al., 2021), has confirmed that MALDI
TOF could be widely used in clinic and guide decision-making
regarding the use of antibiotics. In addition, we added 12 bacterial samples from diabetic
podiatry to validate our method, including 7 samples of
ceftazidime
resistance
of
bacillus,
and
5
samples
of
levofloxacin resistance of staphylococcus aureus. We examined
whether there were characteristic peaks of resistance in these
samples. It is worth noting that these samples were all tested
blind, that is, the tester did not know whether the samples were
drug-resistant bacteria samples before the test. The detection
results showed that at least one characteristic peak of drug
resistance could be detected in these drug resistant bacteria
samples, indicating that the method developed by us has good
accuracy (Supplementary Table S3, and Supplementary Figure
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Bilker, W. B., et al. (2019). AUTHOR CONTRIBUTIONS HS, PL, and WW were contributed in sample collection,
experimental operations, and data analysis, which can be
considered as the co-first authors. HH, SS, YW, and CZ, YY,
JL, HL were contributed into data analysis and improving
paragraphs. MG,
HG,
and
JuL
were
contributed
in
experimental design. HS, PL, and WW were contributed in sample collection,
experimental operations, and data analysis, which can be
considered as the co-first authors. HH, SS, YW, and CZ, YY,
JL, HL were contributed into data analysis and improving
paragraphs. MG,
HG,
and
JuL
were
contributed
in
experimental design. 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. January 2022 | Volume 9 | Article 785848 9 MALDI Drug Resistance Analysis Sun et al. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fchem.2021.785848/
full#supplementary-material FUNDING The studies involving human participants were reviewed and
approved by Xuzhou Central Hospital. The patients/participants
provided their written informed consent to participate in this
study. This work was supported by National Natural Science Foundation of
China, 81870540; Jiangsu provincial primary talents program,
ZBRCC2016022; Postdoctoral study of Department of human
resources and social security, Jiangsu Province, China, (2017) No. 279; Science and Education Project for Young medical talents, Jiangsu
Province, China, No. QNRC2016388; Xuzhou Primary Research &
Development projects, KC21231; Xuzhou Primary Research &
Development projects, KC21274. World Health Organization (2014). Antimicrobial Resistance: Global Report on
Surveillance
2014.
Available
at:
https://apps.who.int/mediacentre/news/
releases/2014/amr-report/en/index.html (Accessed September 25, 2021). 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. Enterobacterales Urinary Tract Infection. Open Forum Infect. Dis. 6 (4),
ofz164. doi:10.1093/ofid/ofz164 Złoch, M., Maślak, E., Kupczyk, W., Jackowski, M., Pomastowski, P., and
Buszewski, B. (2021). Culturomics Approach to Identify Diabetic Foot
Infection
Bacteria.
Int.
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Mol.
Sci.
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ijms22179574 Frontiers in Chemistry | www.frontiersin.org January 2022 | Volume 9 | Article 785848 Enterobacterales Urinary Tract Infection. Open Forum Infect. Dis. 6 (4),
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Cephalosporin
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Community-Onset January 2022 | Volume 9 | Article 785848 Frontiers in Chemistry | www.frontiersin.org 10 Sun et al. MALDI Drug Resistance Analysis 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. Złoch, M., Maślak, E., Kupczyk, W., Jackowski, M., Pomastowski, P., and
Buszewski, B. (2021). Culturomics Approach to Identify Diabetic Foot
Infection
Bacteria. Int. J. Mol. Sci. 22
(17),
9574. doi:10.3390/
ijms22179574 Copyright © 2022 Sun, Lai, Wu, Heng, Si, Ye, Li, Lyu, Zou, Guo, Wang, Geng and
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English
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Heat Transfer Analysis of Viscous Incompressible Fluid by Combined Natural Convection and Radiation in an Open Cavity
|
Mathematical problems in engineering
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This may be the author’s version of a work that was submitted/accepted
for publication in the following source: (
)
Heat transfer analysis of viscous incompressible fluid by combined natural
convection and radiation in an open cavity. This file was downloaded from: https://eprints.qut.edu.au/72550/ © Copyright 2014 M. Seleem et al. This is an open access article distributed under the Creative Commons
Attribution License, which permits unrestricted use, distribution, and re-
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(i.e. published version) of the work. Author manuscript versions (as Sub-
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be identified by an absence of publisher branding and/or typeset appear-
ance. If there is any doubt, please refer to the published source. https://doi.org/10.1155/2014/412480 https://doi.org/10.1155/2014/412480 Hindawi Publishing Corporation
Mathematical Problems in Engineering
Volume 2014, Article ID 412480, 14 pages
http://dx.doi.org/10.1155/2014/412480 Hindawi Publishing Corporation
Mathematical Problems in Engineering
Volume 2014, Article ID 412480, 14 pages
http://dx.doi.org/10.1155/2014/412480 Correspondence should be addressed to Suvash C. Saha; s c saha@yahoo.com Correspondence should be addressed to Suvash C. Saha; s c saha@yahoo.com Received 10 March 2014; Revised 24 May 2014; Accepted 3 June 2014; Published 25 June 2014 Academic Editor: Hang Xu Copyright © 2014 M. Saleem 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. The effect of radiation on natural convection of Newtonian fluid contained in an open cavity is investigated in this study. The
governing partial differential equations are solved numerically using the Alternate Direct Implicit method together with the
Successive Overrelaxation method. The study is focused on studying the flow pattern and the convective and radiative heat transfer
rates are studied for different values of radiation parameters, namely, the optical thickness of the fluid, scattering albedo, and the
Planck number. It was found that, in the optically thin limit, an increase in the optical thickness of the fluid raises the temperature
and radiation heat transfer of the fluid. However, a further increase in the optical thickness decreases the radiative heat transfer rate
due to increase in the energy level of the fluid, which ultimately reduces the total heat transfer rate within the fluid. M. Saleem,1 M. A. Hossain,2 Suvash C. Saha,3 and Y. T. Gu3 M. Saleem, M. A. Hossain, Suvash C. Saha, and Y. T. Gu
1 Department of Electrical and Computer Engineering, Center for Advanced Studies in Engineering, 19 Atta Turk Avenue, G-5/1,
Islamabad 44000, Pakistan
2 University of Dhaka, Dhaka 1000, Bangladesh
3 School of Chemistry, Physics & Mechanical Engineering, Queensland University of Technology, G.P.O. Box 2434,
Brisbane, QLD 4001, Australia trical and Computer Engineering, Center for Advanced Studies in Engineering, 19 Atta Turk Avenue, G-5/1,
akistan 3 School of Chemistry, Physics & Mechanical Engineering, Queensland University of Technology, G.P.O. Box 2434,
Brisbane, QLD 4001, Australia 1. Introduction The density of fluid with temperature is considered to vary
under Boussinesq approximation. Boussinesq approximation
is a better choice for laminar case of such fluids. (See also
[26].) Further, it is also worth mentioning here that modeling
such flows requires that the temperature of the gas does not
rise enough to a level where it causes generation of large
number of ions in the gas. So high energy photons due to ionic
exchange do not come into account and the frequency/energy
level of radiation does not vary over a wide range (Modest
[2]), and gray approximation remains valid therein. Air (Pr =
0.71) can be chosen for modeling such phenomenon (see also
[3, 4, 6]) so that the ionic exchange does not take place even
at high temperatures. Thus we consider a Boussinesq type
fluid with gray radiant properties and consider the Rayleigh
number only in the range of 2 × 105 ≤Ra ≤7 × 105. Attention is focused on investigating the effect of radiation
parameters, namely, the optical thickness, scattering albedo,
and the Planck number. Most of the study of natural convection in enclosures
has been devoted to the study of streamlines and isotherms. However, the investigation of heat function is also useful in
studying the heat transfer characteristics of the phenomenon
of natural convection. Kimura and Bejan [16] introduced
heat function as the energy analog of stream function. Also, isotherms provide credible information about heat flow
only in conduction dominated regime, whereas heatlines
are locally parallel to the actual direction of energy flow in
a domain. Thus heatlines study helps to comprehend the
flow and temperature profile as the heat function formu-
lation is based on identically satisfying the thermal energy
equation (see also Bello-Ochende [17], Costa [18, 19], and
Deng and Tang [20]). The study of heat function profile
becomes more important when the natural convection flow is
combined with radiation, as the inclusion of radiation raises
the energy level of the fluid in domain considerably (see
Larson and Viskanta [3]). A very recent study of heatlines
formulation for surface radiation case in enclosures has been
made by Hossain et al. [21]. Further, the problem of natural
convection in open ended cavity is recently addressed by
Saleem et al. [22, 23]. As far as the study of the effect of
surface radiation in open cavity is concerned, the model
was considered by Hinojosa et al. [24]. 1. Introduction [7] studied the effects of optical thickness
and thermal gradients on the stability and structure of flows
in a cylindrical container heated from below. Modest [2, page
466] indicated that there is a general misconception about
lowest order differential approximation, that it may fail in
optically thin limit. Rather there is some loss of accuracy only
when small optically thin medium is sandwiched between hot
and cold surfaces in the presence of Collimated irradiation. Derby et al. [8] examined the performance of the approxima-
tions for modeling a representative problem of heat transfer
and buoyant flow in optically thick fluids. They remarked
that although Rosseland diffusion had an advantage of less
computational cost, an inaccuracy in the thermal boundary
layer appears in it. However despite the fact that differential
approximation is more costly in terms of computation due to
an additional elliptic type differential equation, it gives more
accurate results. Ridouane et al. [9] studied both transient
and steady conditions for the effects of surface radiation
on natural convection in a square enclosure heated from
below and cooled from above. They showed that heat transfer
across the cavity rises quickly due to active walls emissivity. Recent boundary layer study of combined mechanism of
convection and radiation under different conditions can be
seen in [10–14]. Liu et al. [15] used discrete ordinate method
to investigate the combined mechanism of natural convection
and radiation in a cavity and showed that radiative heat
transfer was significantly reduced as the optical thickness was
increased. angle on the Nusselt number distributions. Also the case of
conjugate natural convection with conduction and surface
radiation in open cavity was studied by Nouanegue et al. [25]. The present study aims to investigate the basic flow pat-
tern and heat transfer characteristics in open ended domain. Since, to author’s knowledge, the study of participating fluids
in open ended cavities is not found in literature, such kind
of models may have their applications in the situations where
heat is rejected via spaces between reflecting surfaces, energy
transfer in vacuum tubes, and flow of air and water as coolant
in power plants, where heat is mainly rejected via radiation. Thus here we consider the case of combined natural con-
vection and radiation of Newtonian fluid in an open ended
cavity, whose left wall is maintained at a higher temperature. 1. Introduction In general, the combined mechanism of radiant and
convective heat transfer in finite enclosures has received
considerable attention. Larson and Viskanta [3] investigated
the effects of free burning by taking a model of transient
natural convection and radiation for gray diffuse walls with
an arbitrary temperature in an enclosure. They showed that
the difference between the temperatures of the hot and the
cold walls reduces to about 1% of that of the hot wall, due to
radiation effect. More interestingly, the air in the core region
generally reached 33% of the hot wall temperature, whereas
it obtains 13% of the hot wall temperature in the absence of
radiation effect at the same time level. Lauriat [4] analyzed
the effect of combined radiation and radiation phenomena
for gray fluids. Bouallou and Sacadura [5] considered the
porous media case of participating medium. Draoui et al. [6] further made an investigation of natural convection of
participating fluids in a square enclosure. The study of flow
properties for such kind of flows showed that there is a
tendency of flow reduction and an increase in heat transfer
for the process of combined conduction-radiation of fluids in There are many physical phenomena in which energy
exchange due to radiation plays an important role, for
instance, heat transfer in furnaces and combustion chambers,
solar simulators and the utilization of solar energy, flow of
the earth’s mantle, the flow of oxide melts during crystal
growth, processing of molten glass, and the solar air receivers. Heat leakage in evacuated spaces, energy dissipation in
vacuum tubes, role of air and water as coolant in power
plants, and cooling of electronic and optoelectronic devices
also involve the energy exchange via radiation. One of the
important features of radiation heat transfer is the nature
of its dependency on temperature. Review of the radiation
models that exist in the literature is given by Siegel and Howell
[1]. It should also be noted that the study of heat transfer
in fluids which absorb and emit radiant energy becomes
a complicated task due to the coupled, non-linear physical
phenomena of internal radiation and natural convection. A
detailed review of this coupling phenomenon of radiative and
fluid transport can also be found in Modest [2]. Mathematical Problems in Engineering 2 2 enclosures. Moreover the centrosymmetric property of flow
is perturbed due to the effect of radiation (see also Lauriat
[4]). Salinger et al. 1. Introduction They investigated
the Nusselt number distribution for the natural convection
and surface thermal radiation in a square tilted open cavity. However, more emphasis was laid on the effect of tilt 2. Mathematical Formulation Consider two-dimensional flow of a viscous incompressible
absorbing/emitting and scattering Boussinesq type fluid con-
fined in an open rectangular cavity formed by the regions
between two horizontal planes at 𝑦= 0 and 𝑦= 𝑌, and the
two vertical planes at 𝑥= 0 and the open end along 𝑥= 𝑋,
where 𝑋is the length and 𝑌is the height of the cavity. The
left wall is assumed to be emissive, whereas its temperature
is isothermally maintained at 𝑇𝐻. The temperature of the
fluid that enters the cavity region is supposed to be at 𝑇𝐶
at 𝑡
=
0 (where 𝑇𝐻
>
𝑇𝐶). In order to represent the
temperature at the open end, we use the subscripts “in” for
incoming and “out” for outgoing fluid, respectively. Flow con-
figuration and dynamical boundary conditions are shown in
Figure 1. Here, 𝑢and V are the components of velocity along the
𝑥and 𝑦axes, respectively, 𝑇is the fluid temperature, and 𝑔
is the magnitude of acceleration due to gravity whereas 𝜖𝑖,
(𝑖= 𝑖, 2, 3) is the emissivity of left, top, and bottom walls,
respectively. The unsteady motion of incompressible fluid
and the equations for conservation of mass, momentum, and Mathematical Problems in Engineering 3 𝑡≥0. First we describe the boundary conditions at the solid
walls. The velocity components at the solid walls are given by
no slip condition y
𝜀2 = 𝜕T
𝜕y = u = = 0
𝜀3 = 𝜕T
𝜕y = u = = 0
T = TH
u = 0
= 0
𝜀1 = 1
u
g
Tin = TC
x
𝜕T
𝜕x out = 0
𝜕u
𝜕x =
𝜕
𝜕y
𝜕
𝜕x = 0
−
Figure 1: Flow configuration in coordinate system. 𝜀2 = 𝜕T
𝜕y = u = = 0 𝑢= V = 0. (5) (5) The temperature of the left wall is given by The temperature of the left wall is given by 𝑇= 𝑇𝐻,
𝑥= 0,
0 ≤𝑦≤𝑌,
(6) (6) whereas the temperature at the nonisothermal walls is given
by 𝑘𝜕𝑇
𝜕𝑦+
1
3𝛼𝑚
𝜕𝐺
𝜕𝑦= 0,
𝑦= 0, 𝑌,
0 ≤𝑥≤𝑋. (7) (7) Finally the boundary conditions at the solid walls for thermal
radiation are 𝜕𝐺
𝜕𝑛𝑖
= 3𝛼𝑚𝜖𝑖
4 −2𝜖𝑖
{𝐺−4𝜎(𝑇𝑖−𝑇𝐶)
4} . (8) (8) Figure 1: Flow configuration in coordinate system. 2. Mathematical Formulation Here, 𝑛is the direction normal to the wall and 𝑖= 1, 2, 3,
respectively, represent the left, top, and bottom wall as labeled
in Figure 1. (See [6].) energy in two-dimensional Cartesian coordinate system are
given by To set up the open end boundary conditions, notice that
the velocity component 𝑢, V should satisfy the continuity
equation at the open end. Moreover, 𝜕V/𝜕𝑥= 0 is a physically
more realistic condition for vertical velocity at the open end
as compared to V = 0, as the fluid may not necessarily leave
the domain horizontally. Further, (𝜕𝑇/𝜕𝑥)out = 0 is found
to be a suitable condition at the open end for temperature. Most recently, these conditions are also addressed by the same
authors (Saleem et al. [22, 23] and see the references therein). Further, since it is required to confine the effects of wall
radiation within the cavity, this suggests that the divergence
of radiation intensity at the open end for thermal radiation
should be zero. Thus the boundary conditions at the open end
of the cavity are summarized by the following equations 𝜕𝑢
𝜕𝑥+ 𝜕V
𝜕𝑦= 0,
𝜕𝑢
𝜕𝑡+ 𝑢𝜕𝑢
𝜕𝑥+ V𝜕𝑢
𝜕𝑦= −1
𝜌
𝜕𝑝
𝜕𝑥+ ] (𝜕2𝑢
𝜕𝑥2 + 𝜕2𝑢
𝜕𝑦2 ) ,
𝜕V
𝜕𝑡+ 𝑢𝜕V
𝜕𝑥+ V 𝜕V
𝜕𝑦= −1
𝜌
𝜕𝑝
𝜕𝑦+ ] (𝜕2V
𝜕𝑥2 + 𝜕2V
𝜕𝑦2) + 𝑔𝛽(𝑇−𝑇𝐶),
(1)
𝜌𝐶𝑝(𝜕𝑇
𝜕𝑡+ 𝑢𝜕𝑇
𝜕𝑥+ V𝜕𝑇
𝜕𝑦) = 𝑘(𝜕2𝑇
𝜕𝑥2 + 𝜕2𝑇
𝜕𝑦2 ) −∇⋅𝑞𝑟, (2) (1) where ] is the kinematic viscosity, 𝛽is the coefficient of
volume expansion, 𝜌is the density, 𝐶𝑝is the molar specific
heat at constant pressure, 𝑘is the coefficient of thermal
conductivity, 𝑡is the time, and 𝑞𝑟is the radiation flux vector
in two dimensions. We have considered semitransparent fluid
with gray radiant properties. The equation of radiant energy
for optically thick absorbing/emitting and scattering fluid is
thus given by (see [4–6]) 𝜕𝑢
𝜕𝑥= −𝜕V
𝜕𝑦,
𝜕V
𝜕𝑥= 𝜕𝐺
𝜕𝑥= 0,
(𝜕𝑇
𝜕𝑥)
out
= 0,
𝑇in = 𝑇𝐶,
𝑥= 𝑋,
0 ≤𝑦≤𝑌. (9) 𝜕𝑢
𝜕𝑥= −𝜕V
𝜕𝑦,
𝜕V
𝜕𝑥= 𝜕𝐺
𝜕𝑥= 0,
(𝜕𝑇
𝜕𝑥)
out
= 0,
𝑇in = 𝑇𝐶,
𝑥= 𝑋,
0 ≤𝑦≤𝑌. (9) (𝜕𝑇
𝜕𝑥)
ou (𝜕𝑇
𝜕𝑥)
out
= 0,
𝑇in = 𝑇𝐶,
𝑥= 𝑋,
0 ≤𝑦≤𝑌. 2. Mathematical Formulation (9) (9) 𝜕2𝐺
𝜕𝑥2 + 𝜕2𝐺
𝜕𝑦2 = 3𝛼2
𝑚(1 −Ω0) {𝐺−𝜎(𝑇−𝑇𝐶)
4} ,
(3) In order to transform the problem into stream vorticity form,
we define the stream function and vorticity by the following
relations: In order to transform the problem into stream vorticity form,
we define the stream function and vorticity by the following
relations: (3) where 𝛼𝑚is mean extinction coefficient, Ω0 is scattering
albedo, and 𝜎is Stefan-Boltzmann constant. The boundary
conditions are expressed as follows: 𝜎is Stefan-Boltzmann constant. The boundary
e expressed as follows:
= 𝐺= 0,
0 ≤𝑦≤𝑌,
0 ≤𝑥≤𝑋,
(4)
𝜔= 𝜕V
𝜕𝑥−𝜕𝑢
𝜕𝑦,
𝑢= 𝜕𝜓
𝜕𝑦,
V = −𝜕𝜓
𝜕𝑥. (10) 𝜔= 𝜕V
𝜕𝑥−𝜕𝑢
𝜕𝑦,
𝑢= 𝜕𝜓
𝜕𝑦,
V = −𝜕𝜓
𝜕𝑥. 2. Mathematical Formulation (10) (10) 𝑡< 0
𝑢= V = 𝑇= 𝐺= 0,
0 ≤𝑦≤𝑌,
0 ≤𝑥≤𝑋,
( 𝑡< 0
𝑢= V = 𝑇= 𝐺= 0,
0 ≤𝑦≤𝑌,
0 ≤𝑥≤𝑋,
(4) (4) 𝑢= V = 𝑇= 𝐺= 0,
0 ≤𝑦≤𝑌,
0 ≤𝑥≤𝑋,
(4) Mathematical Problems in Engineering Mathematical Problems in Engineering 4 𝑢= V = 𝜓= 0,
𝜔= 𝜕V
𝜕𝑥,
𝜃= 1,
𝑥= 0,
0 ≤𝑦≤1,
𝜕𝑢
𝜕𝑥= −𝜕V
𝜕𝑦,
𝜔in = 𝜃in = 𝐺in = 0,
𝑥= 1
𝐴,
0 ≤𝑦≤1,
𝜕V
𝜕𝑥= (𝜕𝜔
𝜕𝑥)
out
= (𝜕𝜃
𝜕𝑥)
out
= (𝜕𝐺
𝜕𝑥)
out
= 0,
𝑥= 1
𝐴,
0 ≤𝑦≤1,
(17) 𝑢= V = 𝜓= 0,
𝜔= 𝜕V
𝜕𝑥,
𝜃= 1,
𝑥= 0,
0 ≤𝑦≤1,
𝜕𝑢
𝜕𝑥= −𝜕V
𝜕𝑦,
𝜔in = 𝜃in = 𝐺in = 0,
𝑥= 1
𝐴,
0 ≤𝑦≤1, Further introduce the nondimensional variables by using the
following transformations: 𝑥= 𝑥
𝑌,
𝑦= 𝑦
𝑌,
𝑡= 𝑡𝛼
𝑌2 ,
𝑢= 𝑢𝑌
𝛼,
V = V𝑌
𝛼,
𝜓= 𝜓
𝛼,
𝜔= 𝜔𝑌2
𝛼,
Δ𝑇= 𝑇𝐻−𝑇𝐶,
𝑇0 = 𝑇𝐻+ 𝑇𝐶
2
,
𝜃= 𝑇−𝑇𝐶
Δ𝑇
,
𝐴= 𝑌
𝑋,
𝜃0 = 𝑇0
Δ𝑇
,
𝑞𝑟= 𝑞𝑟𝐴
𝜎𝑇
4
0
,
𝐺=
𝐺
𝜎𝑇
4
0
,
𝜏0 = 𝛼𝑚𝑋,
(11) 𝜕V
𝜕𝑥= (𝜕𝜔
𝜕𝑥)
out
= (𝜕𝜃
𝜕𝑥)
out
= (𝜕𝐺
𝜕𝑥)
out
= 0, 𝜕V
𝜕𝑥= (𝜕𝜔
𝜕𝑥)
out
= (𝜕𝜃
𝜕𝑥)
out
= (𝜕𝐺
𝜕𝑥)
out
= 0,
𝑥= 1
𝐴,
0 ≤𝑦≤1, 𝑥= 1
𝐴,
0 ≤𝑦≤1, (17) where Pr = ]
𝛼,
Ra = 𝑔𝛽Δ𝑇𝐻3
𝛼]
,
𝑁CR = 𝑘𝛼𝑚Δ𝑇
𝜎𝑇
4
0
(18) (11) (18) where 𝑥, 𝑦are the nondimensional coordinate axis, 𝑢, V are
the nondimensional velocity components, 𝜓and 𝜔are the
nondimensional stream and vorticity functions, 𝑡is the time,
𝑇0 is the reference temperature, 𝜃is the nondimensional
temperature, 𝜃0 is the mean temperature in nondimensional
form, 𝐺is the dimensionless radiant energy, and 𝜏0 is the opti-
cal thickness. The treatment of radiative flux divergence in (2)
is based on two-dimensional differential approximation. The
nondimensional form of radiative flux and its divergence are
given by the following relations (see also [1, 2, 4–6]): are, respectively, the Prandtl number, the Rayleigh number,
and the Planck number (also known as conduction-radiation
parameter). 2. Mathematical Formulation The temperature boundary conditions for hori-
zontal walls and radiation energy conditions at the three solid
walls in nondimensional form are now given by ([1, 2, 4–6]) are, respectively, the Prandtl number, the Rayleigh number,
and the Planck number (also known as conduction-radiation
parameter). The temperature boundary conditions for hori-
zontal walls and radiation energy conditions at the three solid
walls in nondimensional form are now given by ([1, 2, 4–6]) 𝜕𝜃
𝜕𝑦+
1
3𝑁CR
𝜕𝐺
𝜕𝑦= 0,
𝑦= 0, 1,
0 ≤𝑥≤1
𝐴,
𝜕𝐺
𝜕𝑛𝑖
= 3𝜏0𝐴𝜖𝑖
4 −2𝜖𝑖
(𝐺−4𝜃4
𝑖
𝜃4
0
) . (19) (19) 𝑞𝑟,𝑥= −1
3𝜏0
𝜕𝐺
𝜕𝑥,
𝑞𝑟,𝑦= −1
3𝜏0
𝜕𝐺
𝜕𝑦,
(12) (12) Heatlines are a measure of the path followed by the heat
function across the flow region. Following the formulation of
heat function defined by Kimura and Bejan [16], we construct
a Poisson-type heat function equation that identically satisfies
the energy transport equation (2) given by (see also [15–19]) where 𝑞𝑟,𝑥and 𝑞𝑟,𝑦are the radiative fluxes along the 𝑥and
𝑦components, respectively. Thus the governing equations in
nondimensional form finally become 𝜕2𝜓
𝜕𝑥2 + 𝜕2𝜓
𝜕𝑦2 = −𝜔,
(13)
𝜕𝜔
𝜕𝑡+ 𝑢𝜕𝜔
𝜕𝑥+ V𝜕𝜔
𝜕𝑦= Pr (𝜕2𝜔
𝜕𝑥2 + 𝜕2𝜔
𝜕𝑦2 ) + RaPr𝜕𝜃
𝜕𝑥,
(14)
𝜕𝜃
𝜕𝑡+ 𝑢𝜕𝜃
𝜕𝑥+ V𝜕𝜃
𝜕𝑦= (𝜕2𝜃
𝜕𝑥2 + 𝜕2𝜃
𝜕𝑦2 ) +
1
3𝑁CR
(𝜕2𝐺
𝜕𝑥2 + 𝜕2𝐺
𝜕𝑦2 ) ,
(15)
𝜕2𝐺
𝜕𝑥2 + 𝜕2𝐺
𝜕𝑦2 = 3𝜏2
0𝐴2 (1 −Ω0) (𝐺−4𝜃4
𝜃4
0
) ,
(16) 𝜕2𝜓
𝜕𝑥2 + 𝜕2𝜓
𝜕𝑦2 = −𝜔,
(13) (13) 𝜕𝐻
𝜕𝑦= 𝜌𝐶𝑝𝑢(𝑇−𝑇𝐶) −𝑘𝜕𝑇
𝜕𝑥+ 𝑞𝑟,𝑥,
−𝜕𝐻
𝜕𝑥= 𝜌𝐶𝑝V (𝑇−𝑇𝐶) −𝑘𝜕𝑇
𝜕𝑦+ 𝑞𝑟,𝑦. (20) 𝜕𝜔
𝜕𝑡+ 𝑢𝜕𝜔
𝜕𝑥+ V𝜕𝜔
𝜕𝑦= Pr (𝜕2𝜔
𝜕𝑥2 + 𝜕2𝜔
𝜕𝑦2 ) + RaPr𝜕𝜃
𝜕𝑥,
(14) (20) 𝜕𝜃
𝜕𝑡+ 𝑢𝜕𝜃
𝜕𝑥+ V𝜕𝜃
𝜕𝑦= (𝜕2𝜃
𝜕𝑥2 + 𝜕2𝜃
𝜕𝑦2 ) +
1
3𝑁CR
(𝜕2𝐺
𝜕𝑥2 + 𝜕2𝐺
𝜕𝑦2 ) ,
(15) Now defining 𝐻= 𝐻/𝑘Δ𝑇as the nondimensional heat
function and making use of (12), we get the following
definition of heat function: Now defining 𝐻= 𝐻/𝑘Δ𝑇as the nondimensional heat
function and making use of (12), we get the following
definition of heat function: 𝜕2𝐺
𝜕𝑥2 + 𝜕2𝐺
𝜕𝑦2 = 3𝜏2
0𝐴2 (1 −Ω0) (𝐺−4𝜃4
𝜃4
0
) ,
(16) (16) 𝜕2𝐻
𝜕𝑥2 + 𝜕2𝐻
𝜕𝑦2 = 𝑢𝜕𝜃
𝜕𝑦+ V𝜕𝜃
𝜕𝑥−𝜃𝜔. 2. Mathematical Formulation (21) (21) with the following boundary conditions: The wall boundary conditions for the heatlines are followed
by the definition of heat function given by (17) (see also [15–
19]): The wall boundary conditions for the heatlines are followed
by the definition of heat function given by (17) (see also [15–
19]): 𝑡< 0
𝑢= V = 𝜓= 𝜔= 𝜃= 𝐺= 0,
0 ≤𝑦≤1,
0 ≤𝑥≤1
𝐴
𝑡≥0 𝑡< 0 𝑢= V = 𝜓= 𝜔= 𝜃= 𝐺= 0,
0 ≤𝑦≤1,
0 ≤𝑥≤1
𝐴 𝜕𝐻
𝜕𝑦= −𝜕𝑇
𝜕𝑥,
𝑦= 0, 1,
0 ≤𝑥≤1
𝐴,
𝜕𝐻
𝜕𝑥= 𝜕𝑇
𝜕𝑦,
𝑥= 0,
0 ≤𝑦≤1,
𝜕𝐻
𝜕𝑥= 0,
𝑥= 1
𝐴,
0 ≤𝑦≤1. (22) 𝑡≥0 𝑢= V = 𝜓= 0,
𝜔= −𝜕𝑢
𝜕𝑦,
𝑦= 0,
0 ≤𝑥≤1
𝐴,
𝑢= V = 𝜓= 0,
𝜔= −𝜕𝑢
𝜕𝑦,
𝑦= 1,
0 ≤𝑥≤1
𝐴, (22) 5 Mathematical Problems in Engineering 5
t
0
0.01
0.02
0.03
0.04
15
20
25
30
35
40
45
Nu
Grids
31 × 31
41 × 41
51 × 51
61 × 61
71 × 71
Error (%)
5.41
3.66
1.98
0.86
Figure 2: Average heat transfer rate of the heated wall against time
for various grid choices at Ra = 5 × 105, Pr = 0.7, and 𝜏0 = Ω0 =
𝑁CR = 0.5. Finally we define the heat transfer from the left wall. When
energy transfer takes place in combined mode, the net heat
transfer rate is also defined as the combined mechanism of
these modes (Lauriat [4]). Thus for combined mechanism of
convection and radiation the net heat transfer for solid wall
boundaries can be defined by the following relations (see [4–
6, 21]): Nu𝐶= −(𝜕𝜃
𝜕𝑥)
𝑥=0
,
Nu𝑅= −
1
3𝑁CR
(𝜕𝐺
𝜕𝑥)
𝑥=0
,
Nu = Nu𝐶+ Nu𝑅. (23) (23) Nu = Nu𝐶+ Nu𝑅. From here it follows that the average Nusselt number is
defined as From here it follows that the average Nusselt number is
defined as Nu = Nu𝐶+ Nu𝑅= ∫
1
0
Nu 𝑑𝑦 Nu = Nu𝐶+ Nu𝑅= ∫
1
0
Nu 𝑑𝑦
= ∫
1
0
[(−𝜕𝜃
𝜕𝑥)
𝑥=0
+ (−
1
3𝑁CR
𝜕𝐺
𝜕𝑥)
𝑥=0
] 𝑑𝑦,
(24) (24) where 𝑑𝑦is the element of length 𝑌along the wall. Equations
(13) to (16) are solved with the boundary conditions given by
(17) and (19) to solve the system. 3. Method of Solution The flow is developed by coupling of buoyancy term in (14),
which is updated by (15) and (16), stream function is obtained
by coupling of (13) and (14), and finally velocity profile is
updated using the nondimensional form of (10). The solution
is complemented with the implementation of boundary con-
ditions given in (17) and (19). The stream function equation
(13) is solved using Successive Over Relaxation (SOR) method
with residual tolerance of order 10−5. With 𝑌as the reference
height of the cavity, we have considered a uniform grid of
size ℎ= 𝑌/(𝐽−1), where 𝐽is the maximum number of
grids along coordinate axes. Throughout the computation we
take 𝑌= 1. The time dependent vorticity transport equation
(14) and thermal conduction-convection equation (15) are
solved using the Alternate Direct Implicit method. The details
of the proposed method are also given in [21–23, 27]. A
simple discretization procedure given by Bello-Ochende [17]
is adopted for the solution of radiation equation (16) and
heat function equation given by (21). As a simple case, all
computations are performed for square cavity. That is, 𝐴= 1. Now in order to meet the criteria of convergence to reach the
steady state, we define the error bound in the computed value
of a variable 𝐹, by the relation Figure 2 shows the result of grid dependence study at Ra =
5 × 105, 𝜏0 = Ω0 = 𝑁CR = 0.5 for the choice of appropriate
mesh size ℎ. For any variable 𝐹, we define the relative error %
between the computed values taking different grid points as
given by Error% =
𝐹(𝜅+10,𝜅+10) −𝐹𝜅,𝜅
𝐹𝜅,𝜅
,
(26) (26) where 𝐹𝜅,𝜅is previously calculated value of a variable for
(𝜅× 𝜅) grid points. As a demonstration, Figure 2 shows the
percentage error in the values obtained from the difference
between the computed values of the Average Nusselt number,
for different choices of mesh points. It can be seen that the
maximum error between mesh sizes 61 × 61 and 71 × 71,
in terms of Nu, drops to less than 1%. Thus a mesh of 61 ×
61 is considered sufficient for the entire computation. The
reduction in relative error justifies the grid independence
of the solution. In order to further check the validity for
the solution method of the proposed model, we have also
revisited the work of Draoui et al. 2. Mathematical Formulation The heat lines are given by
(21) whereas the average heat transfer is calculated from (24). Figure 2: Average heat transfer rate of the heated wall against time
for various grid choices at Ra = 5 × 105, Pr = 0.7, and 𝜏0 = Ω0 =
𝑁CR = 0.5. 3. Method of Solution [6] using the solid wall
conditions and the temperature and radiation condition
given by [6] for the right wall. The comparison of streamlines,
isotherms, and heatlines, for Ra = 105, Pr = 0.7, 𝜏0 = 1, Ω0 =
0.2, and 𝑁CR = 0.1, is shown in Figure 3. From this figure
we assert that the numerical solution we obtained agrees where 𝐹𝜅,𝜅is previously calculated value of a variable for
(𝜅× 𝜅) grid points. As a demonstration, Figure 2 shows the
percentage error in the values obtained from the difference
between the computed values of the Average Nusselt number,
for different choices of mesh points. It can be seen that the
maximum error between mesh sizes 61 × 61 and 71 × 71,
in terms of Nu, drops to less than 1%. Thus a mesh of 61 ×
61 is considered sufficient for the entire computation. The
reduction in relative error justifies the grid independence
of the solution. In order to further check the validity for
the solution method of the proposed model, we have also
revisited the work of Draoui et al. [6] using the solid wall
conditions and the temperature and radiation condition
given by [6] for the right wall. The comparison of streamlines,
isotherms, and heatlines, for Ra = 105, Pr = 0.7, 𝜏0 = 1, Ω0 =
0.2, and 𝑁CR = 0.1, is shown in Figure 3. From this figure
we assert that the numerical solution we obtained agrees
𝐹𝑚+1
(𝑖,𝑗) −𝐹𝑚
(𝑖,𝑗)
𝐹𝑚
(𝑖,𝑗)
< 10−8,
(25) (25) where the superscript 𝑚refers to the number of time steps
and (𝑖, 𝑗) is a grid location on coordinate axes. A grid
dependence study has been carried out for the choice of
suitable number of grid points whose results are shown in
Figure 2. Mathematical Problems in Engineering 6 6 Mathematical Problems in Engineering
0
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
0.2
1
−12.3
−10.0
−2.9
(a)
0
0.2
0.4
0.6
0.8
1
0.4
0.6
0.8
0
0.2
1
0.5
0.7
0.4
0
0.2
0.4
0.6
0.8
1
0.4
0.6
0.8
0
0.2
1
0.5
0.7
0.4
(b)
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
3.8
0.8
0
1
0
1
−0.7
−0.2
(c)
gure 3: Comparison of (a) streamlines and (b) isotherms. (c) Heat lines with the results of Draoui et al. 3. Method of Solution By further increasing the optical
thickness, the flow develops into a multicell pattern due to the
dominance of radiation effects into the core region. It may be
due to the reason that the fluid in the core region experiences 3. Method of Solution [6] for Ra = 105, Pr = 0.7, 𝜏0 = 1,
= 0.2, and 𝑁CR = 0.1 with the conditions given by [6]. 0
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
0.2
1
−12.3
−10.0
−2.9
(a)
0
0.2
0.4
0.6
0.8
1
0.4
0.6
0.8
0
0.2
1
0.5
0.7
0.4
0
0.2
0.4
0.6
0.8
1
0.4
0.6
0.8
0
0.2
1
0.5
0.7
0.4
(b) (b) (a)
(b)
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
3.8
0.8
0
1
0
1
−0.7
−0.2
(c) 0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
3.8
0.8
0
1
0
1
−0.7
−0.2
(c) (c) Figure 3: Comparison of (a) streamlines and (b) isotherms. (c) Heat lines with the results of Draoui et al. [6] for Ra = 105, Pr = 0.7, 𝜏0 = 1,
Ω0 = 0.2, and 𝑁CR = 0.1 with the conditions given by [6]. well with the existing literature of heatlines. Intel 1.83 GHz
processing machine is used for the entire computation. streamlines, isotherms, heatlines, and heat transfer rate for
different values of these governing physical parameters. 4.1. Effect of Optical Thickness. Figure 4 represents the
selected results of steady state pattern of streamlines while
Ra = 7×105, Ω0 = 0.2, and 𝑁CR = 0.1 for (a) 𝜏0 = 0.0, (b) 𝜏0 =
0.5, and (c) 𝜏0 = 1.0, respectively. The result of Figure 4(a)
shows the streamlines in the absence of radiation effects. However, with the increase in optical thickness, the flow in
the core region decreases as shown in Figure 4(b); rather it is
minimum at this value of 𝜏0. By further increasing the optical
thickness, the flow develops into a multicell pattern due to the
dominance of radiation effects into the core region. It may be
due to the reason that the fluid in the core region experiences 4.1. Effect of Optical Thickness. Figure 4 represents the
selected results of steady state pattern of streamlines while
Ra = 7×105, Ω0 = 0.2, and 𝑁CR = 0.1 for (a) 𝜏0 = 0.0, (b) 𝜏0 =
0.5, and (c) 𝜏0 = 1.0, respectively. The result of Figure 4(a)
shows the streamlines in the absence of radiation effects. However, with the increase in optical thickness, the flow in
the core region decreases as shown in Figure 4(b); rather it is
minimum at this value of 𝜏0. 4. Results and Discussion We have considered combined natural convection and radia-
tion phenomena for participating fluid confined in an open
square cavity. The left wall is considered at a temperature
higher than that of the fluid entering from the ambient
region. The effect of relevant radiation parameters, namely,
the optical thickness, scattering albedo, and Planck number,
on the flow profile and heat transfer rate has been numerically
studied. The result is presented graphically in terms of Mathematical Problems in Engineering 7 hematical Problems in Engineering
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−32.0
−8.8
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−0.1
−152.4
(b)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
9.6
−143.7
−1.0
(c)
Figure 4: Steady state pattern of streamlines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−32.0
−8.8
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−0.1
−152.4
(b) (b) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
9.6
−143.7
−1.0
(c) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
9.6
−143.7
−1.0
(c) Figure 4: Steady state pattern of streamlines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. Figure 4: Steady state pattern of streamlines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0 ate pattern of streamlines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0 Figure 6 shows the heatlines while Ra = 7 × 105, Ω0 =
0.2, and 𝑁CR = 0.1 for (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and
(c) 𝜏0 = 1.0, respectively. Obviously, at 𝜏0 = 0.0, there is
no contribution of radiation in heat transfer and fluid flow. 4. Results and Discussion All fluid entering the flow domain absorbs heat from the
solid wall and heatlines are negative throughout the flow
region with higher values close to the solid wall as shown
in Figure 6(a). The flow region, in which the recirculation
is weaker (as in Figure 4(b)), is the region which absorbs
heat at 𝜏0 = 0.5, given in Figure 6(b). The positive part
of the heatlines pattern is the region of fluid with higher
energy level. Figure 6(c) shows the heatlines pattern at 𝜏0 =
1.0. This clearly indicates the high energy level of fluid due
to dominance of radiation effect. The heatlines are positive
throughout the region, which indicates that the fluid in the
region is at high energy level and emitting heat. The effect of a force from the incoming fluid, whereas the recirculation
is higher in the half open vortex close to the opening. This
counteracting mechanism develops a multicellular pattern as
shown in Figure 4(c). Figure 5 shows the isotherms at these
values of optical thickness. Figure 5(a) shows that, at 𝜏0 =
0.0, the isotherms are clustered close to the heated wall. It is
due to the dominance of convection in the boundary layer
region. However with the increase in optical thickness, the
boundary layer thickness increases. This effect is qualitatively
in agreement with the case of completely confined enclosures. The radiation energy adds to the total energy of isotherms and
thus the high energy isotherms shift towards the core region
as shown in Figure 5(b). At 𝜏0 = 1.0, the whole flow domain
has the isotherms nearly equal to unity due to the dominance
of radiant energy, shown in Figure 5(c). This might well be
understood also from the heatlines pattern of Figure 6. a force from the incoming fluid, whereas the recirculation
is higher in the half open vortex close to the opening. This
counteracting mechanism develops a multicellular pattern as
shown in Figure 4(c). Figure 5 shows the isotherms at these
values of optical thickness. Figure 5(a) shows that, at 𝜏0 =
0.0, the isotherms are clustered close to the heated wall. It is
due to the dominance of convection in the boundary layer
region. However with the increase in optical thickness, the
boundary layer thickness increases. This effect is qualitatively
in agreement with the case of completely confined enclosures. 4. Results and Discussion The radiation energy adds to the total energy of isotherms and
thus the high energy isotherms shift towards the core region
as shown in Figure 5(b). At 𝜏0 = 1.0, the whole flow domain
has the isotherms nearly equal to unity due to the dominance
of radiant energy, shown in Figure 5(c). This might well be
understood also from the heatlines pattern of Figure 6. 8 Mathematical Problems in Engineering 8 Mathematical Problems in Engineeri
0.11
0.60
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
1
0
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
1
0
0.70
0.79
0.95
(b)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
1
0
0.9938
0.9917
0.9886
0.9519
(c)
Figure 5: Isotherms for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 0.11
0.60
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
1
0
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
1
0
0.70
0.79
0.95
(b) (a) (b) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
1
0
0.9938
0.9917
0.9886
0.9519
(c)
Figure 5: Isotherms for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
1
0
0.9938
0.9917
0.9886
0.9519
(c) (c) Figure 5: Isotherms for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 4.2. Effect of Scattering Albedo. Scattering albedo is a measure
of radiative participation of the fluid. 0 ≤Ω0 ≤1 shifts the
fluid regime from perfectly participating to nonparticipating. Figure 8 shows the average total heat transfer against time
at Ra
=
2 × 105, 𝜏0
=
0.5, and 𝑁CR
=
0.2 for
different values of scattering albedo Ω0. The right hand side
of (16) signifies that the fluid is perfectly transmitting at
Ω0 = 0. 4. Results and Discussion This justifies that with the increase in the value
of Ω0, the scattering increases, which enhances the effect of
convective heat transfer; ultimately Nu𝐶increases whereas
the radiative heat transfer decreases and the decrease seems
more prominent because Ω0 = 1 decouples the radiation
equation from the thermal energy. Thus, at Ω0 = 1, the
radiative heat transfer is zero. Figure 8 signifies that Ω0 has no
significant effect on the overall heat transfer 0 ≤Ω0 ≤0.75; optical thickness on heat transfer is described in Figure 7. It
can be discerned that the overall heat transfer Nu pattern is
dominated by the radiation heat transfer Nu𝑅. In particular,
overall heat transfer is almost the same as radiative heat
transfer beyond 𝜏0
>
0.5. Heat transfer is maximum at
𝜏0 = 0.5, when the flow in the core region is very weak. The contribution of convective heat transfer asymptotically
vanishes with the increase in the contribution of optical
thickness. At 𝜏0 = 1.25, both the radiative and convective heat
transfer rates coincide with “0,” beyond which the negative
heat transfer signifies the energy level of fluid due to the fact
that contribution of radiant energy is so high that it serves to
reject heat to the solid wall. However, the smooth curve, for
𝜏0 > 1.75, shows that the flow pattern and transfer rates are
not much affected beyond 𝜏0 = 1.75. Mathematical Problems in Engineering 9 0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−2.1
−12.7
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
22.0
−7.3
(b)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
12.9
63.9
(c)
Figure 6: Heat lines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−2.1
−12.7
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
22.0
−7.3
(b) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
12.9
63.9
(c) Figure 6: Heat lines for Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1 at (a) 𝜏0 = 0.0, (b) 𝜏0 = 0.5, and (c) 𝜏0 = 1.0. 4. Results and Discussion rather, there is a considerable decrease only between Ω0 =
0.75 and Ω0 = 1 due to the reason that at Ω0 = 1 the fluid
surface is perfectly scattering, and the contribution of Nu𝑅
vanishes at this value of Ω0. are comparable, and the flow in the core region develops into
a unicellular pattern with maximum value of the flow at the
opening. At 𝑁CR = 4.0, the conduction effect is dominant and
the flow further decreases. The flow in Figure 9(c) is weaker
than the one noticed in Figure 9(b), because of the gradual
exclusion of radiant energy from the flow. Figure 10 shows
the heatlines at Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0 for (a)
𝑁CR = 0.2, (b) 𝑁CR = 2.0, and (c) 𝑁CR = 4.0. Obviously at
𝑁CR = 0.2, the radiant energy is a dominant factor in the
flow, because the fluid in most of the domain is at higher
energy level, shown by positive values of heatlines. However,
the heatline labeled −6 at the opening signifies that there is a
small portion of the incoming fluid that absorbs heat from
the flow domain. Figures 10(b) and 10(c) show that as the
value of Planck number increases, more and more fluid in the 4.3. Effect of Planck Number. Planck number represents the
ratio of conduction to radiation effects on the fluid. The
greater the value of 𝑁CR is, the lesser the effect of radiation on
the fluid will be. Figure 9 shows the streamlines at Ra = 5 ×
105, Ω0 = 0.2, and 𝜏0 = 1.0 for (a) 𝑁CR = 0.2, (b) 𝑁CR = 2.0,
and (c) 𝑁CR = 4.0, respectively. At 𝑁CR = 0.2, the radiation
effect is dominant and the flow in the core region is weaker. Rather, a multicellular pattern appears due to the reason that
the lower energy fluid is trapped by the recirculating fluid
close to the opening. However, at 𝑁CR = 2.0, the two effects Mathematical Problems in Engineering 10 0
0.5
1
1.5
2
2.5
3
0
10
20
30
𝜏0
Nuc
NuR
Nu
Figure 7: Average heat transfer rates against various values of optical
thickness 𝜏0 at Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1. Nomenclature English Letters
𝐴:
Aspect ratio
𝐶𝑝: Molar specific heat at constant pressure (JK−1)
𝑔:
Acceleration due to gravity (ms−2)
𝐺:
Radiant energy Wm−2 English Letters
𝐴:
Aspect ratio
𝐶𝑝: Molar specific heat at constant pressure (JK−1)
𝑔:
Acceleration due to gravity (ms−2)
𝐺:
Radiant energy Wm−2 4. Results and Discussion t
0
0.05
0.1
0
20
40
60
0.00
0.25
0 50
0.75
1.00
Ω0
Nu 0
0.5
1
1.5
2
2.5
3
0
10
20
30
𝜏0
Nuc
NuR
Nu
Figure 7: Average heat transfer rates against various values of optical
thickness 𝜏0 at Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1. 0
0.5
1
1.5
2
2.5
3
0
10
20
30
𝜏0
Nuc
NuR
Nu
Figure 7: Average heat transfer rates against various values of optical
thickness 𝜏0 at Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1. t
0
0.05
0.1
0
20
40
60
0.00
0.25
0.50
0.75
1.00
Ω0
Nu t
0
0.05
0.1
0
20
40
60
0.00
0.25
0.50
0.75
1.00
Ω0
Nu
Figure 8: Average heat transfer rate against time while Ra = 2×105,
𝜏0 = 0.5, and 𝑁CR = 0.2 for different values of scattering albedo Ω0. Figure 7: Average heat transfer rates against various values of optical
thickness 𝜏0 at Ra = 7 × 105, Ω0 = 0.2, and 𝑁CR = 0.1. core region absorbs heat by conduction due to decrease in the
energy level of the fluid in the core region. Figure 8: Average heat transfer rate against time while Ra = 2×105,
𝜏0 = 0.5, and 𝑁CR = 0.2 for different values of scattering albedo Ω0. gyl
g
Finally Figure 11 shows the convective, radiative, and total
heat transfer as a function of 𝑁CR while 𝜏0 = 1, Ω0 = 0.2,
and Ra = 5 × 105. It can be observed that, for sufficiently
low value of Planck number (𝑁CR ≤0.5), both the radiation
and convective heat transfer increase. The reason might be
that, for low value of Planck number, radiation is assisted by
natural convection. Looking up at (15) and (24), it becomes
obvious that the contribution of radiation in total energy and
total heat transfer should fade away in the limit 𝑁CR
→
∞, and for sufficiently large 𝑁CR, the energy equation (15)
gets decoupled from the radiant energy, whereas natural
convection becomes the main mechanism to drive the flow. 4. Results and Discussion This is also physically evident from the definition of
Planck number that, for 𝑁CR ≫1, the conduction effects
would become dominant. However, the convective and total
heat transfer attain almost a steady value beyond 𝑁CR > 15,
due to the fact that the contribution of radiation in the total
thermal energy becomes less and less as we increase the value
of 𝑁CR. 4. Results and Discussion This is now evident from Figure 11 that, beyond 𝑁CR0.5,
there is a decrease in the radiation heat transfer with the
increasing values of 𝑁CR, and it asymptotically reaches to zero
in the limit 𝑁CR > 20 in this case, whereas the convective
heat transfer rate increases and approaches total heat transfer
curve for 𝑁CR > 20. Thus in this case for 𝑁CR > 20, the overall
heat transfer rate is represented by convective heat transfer
rate and the contribution of radiative heat transfer vanishes. Therefore we can say that there is a smooth transition of flow
from radiation dominated regime to convection dominated
regime. This is also physically evident from the definition of
Planck number that, for 𝑁CR ≫1, the conduction effects
would become dominant. However, the convective and total
heat transfer attain almost a steady value beyond 𝑁CR > 15,
due to the fact that the contribution of radiation in the total
thermal energy becomes less and less as we increase the value
of 𝑁CR. has been carried out. The main focus was the study of flow
pattern and heat transfer rates for different values of radiation
parameters 0 ≤𝜏0 ≤2.5, 0 ≤Ω0 ≤1, and 0.05 ≤𝑁CR ≤20. The following conclusions are obtained. (1) It was seen that with the increase in the optical thick-
ness the strength of flow and energy level of the fluid
increases, which ultimately results in the negation
of heat transfer rate. Convective heat transfer Nu𝐶
decreases asymptotically to zero, whereas radiative
heat transfer Nu𝑅first increases in the range 0 ≤𝜏0 ≤
0.5 and then decreases due to rapid attenuation along
propagation in the optically thick media. (2) The total heat transfer is not significantly affected
in the range 0
≤
Ω0
≤
0.75, whereas due to
rapid decrease in radiative heat transfer, overall heat
transfer decreases near Ω0 = 1. (3) Both the strength of flow and energy level of the fluid
decrease with the increase in Planck number 𝑁CR. The
contribution of radiative heat transfer asymptotically
fades to zero with the increase in the value of 𝑁CR,
whereas convective heat transfer remains the main
mechanism of heat transfer for large values of 𝑁CR. Therefore we can say that there is a smooth transition of flow
from radiation dominated regime to convection dominated
regime. 5. Conclusion An investigation of the effect of radiation and natural convec-
tion of viscous incompressible fluid in a square open cavity Mathematical Problems in Engineering 11 2
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−2
−173
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−78
−27
−10
(b)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−6
−69
(c)
Figure 9: Streamlines for Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0 at (a) 𝑁CR = 0.2, (b) 𝑁CR = 2.0, and (c) 𝑁CR = 4.0. 2
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−2
−173
(a)
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−78
−27
−10
(b) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−78
−27
−10
(b) 2
0
0.2
0.2
0.4
0.4
0.6
0.6
0.8
0.8
1
0
1
−2
−173
(a) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−6
−69
( ) 0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−6
−69
(c) Figure 9: Streamlines for Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0 at (a) 𝑁CR = 0.2, (b) 𝑁CR = 2.0, and (c) 𝑁CR = 4.0. 𝐺:
Dimensionless radiant energy
𝐻:
Heat function Wm−1
𝐻:
Dimensionless heat function
ℎ:
Mesh spacing
(𝑖, 𝑗): Nodal locations of (𝑥, 𝑦) on grid
𝐼, 𝐽:
The number of grid points in each direction
𝑘:
Coefficient
of
thermal
conductivity
(Wm−1K−1)
𝑁CR: Planck number
Nu𝐶: Convective Nusselt number
Nu𝐶: Average convection Nusselt number
Nu𝑅: Radiation heat transfer
Nu𝑅: Average radiation heat transfer
Nu:
Total Nusselt number
Nu:
Average Nusselt numbers
𝑝:
Fluid pressure (Pa)
𝑞𝑟:
Radiant flux Wm−2
𝑞𝑟:
Dimensionless radiant flux
Pr:
Prandtl number
Ra:
Raleigh number
𝑇:
Dimensional temperature (K)
𝑇𝐻, 𝑇𝐶: Maximum and minimum temperature (K)
𝑇0:
Average/reference temperature (K)
𝑡:
Dimensional time (s)
𝑡:
Nondimensional time
𝑢,V:
Velocity components (ms−1)
𝑢, V:
Nondimensional velocity components
𝑋, 𝑌:
Length and height of the cavity (m)
𝑥, 𝑦:
Dimensional coordinate axis (m)
𝑥, 𝑦:
Nondimensional coordinate axis. References [17] F. L. Bello-Ochende, “A heat function formulation for thermal
convection in a square cavity,” International Communications in
Heat and Mass Transfer, vol. 15, no. 2, pp. 193–202, 1988. [1] R. Siegel and J. R. Howell, Thermal Radiation Heat Transfer,
Hemisphere, Washington, Wash, USA, 3rd edition, 1992. [18] V. A. F. Costa, “Unification of the streamline, heatline and
massline methods for the visualization of two-dimensional
transport phenomena,” International Journal of Heat and Mass
Transfer, vol. 42, no. 1, pp. 27–33, 1999. [2] M. F. Modest, Radiative Heat Transfer, Academic Press, New
York, NY, USA, 2nd edition, 2003. [3] D. W. Larson and R. Viskanta, “Transient combined laminar
free convection and radiation in a rectangular enclosure,”
Journal of Fluid Mechanics, vol. 78, no. 1, pp. 65–85, 1976.l [19] V. A. F. Costa, “Heatline and massline visualization of laminar
natural convection boundary layers near a vertical wall,” Inter-
national Journal of Heat and Mass Transfer, vol. 43, no. 20, pp. 3765–3774, 2000. [4] G. Lauriat, “Gray fluids enclosed in vertical cavities,” Journal of
Heat Transfer, vol. 104, no. 4, pp. 609–615, 1982. [5] C. Bouallou and J. F. Sacadura, “Thermal radiation, convection,
and conduction in porous media contained in two-dimensional
vertical cavities,” Journal of Heat Transfer, vol. 113, no. 1, pp. 255–
258, 1991. [20] Q. H. Deng and G. F. Tang, “Numerical visualization of mass
and heat transport for mixed convective heat transfer by
streamline and heatline,” International Journal of Heat and Mass
Transfer, vol. 45, no. 11, pp. 2387–2396, 2002. [6] A. Draoui, F. Allard, and C. Beghein, “Numerical analysis of
heat transfer by natural convection and radiation in participat-
ing fluids enclosed in square cavities,” Numerical Heat Transfer
A: Applications, vol. 20, no. 2, pp. 253–261, 1991. [21] M. A. Hossain, M. Saleem, and R. S. R. Gorla, “Surface-
radiation effect on natural convection flow in a fluid-saturated
non-Darcy porous medium enclosed by non-isothermal walls,”
International Journal of Numerical Methods for Heat & Fluid
Flow, vol. 23, no. 8, pp. 1320–1339, 2013. [7] A. G. Salinger, S. Brandon, R. Aris, and J. J. Derby, “Buoyancy-
driven flows of a radiatively participating fluid in a vertical
cylinder heated from below,” Proceedings Royal Society of
London A, vol. 442, no. 1915, pp. 313–341, 1993. [22] M. Saleem, S. Asghar, and M. A. Mathematical Problems in Engineering Greek Letters
𝛼:
Thermal diffusivity (𝑘/𝜌𝐶𝑝)
𝛼𝑚: Mean extinction coefficient
𝛽:
Thermal expansion coefficient (K−1)
𝜖𝑖:
Wall emissivity/absorption
𝜃:
Nondimensional temperature
𝜇:
Dynamic viscosity (m−1s−1)
]:
Kinematic viscosity m2s−1Kg−1
𝜌:
Density of fluid (Kgm−3)
𝜎:
Stefan-Boltzmann constant Wm−2K−4
𝜏0: Optical thickness
𝜓:
Stream function (m2s−1Kg−1)
𝜓:
Nondimensional stream function
Ω0: Scattering Albedo
𝜔:
Dimensional vorticity function (s−1)
𝜔:
Nondimensional vorticity function. Greek Letters
𝛼:
Thermal diffusivity (𝑘/𝜌𝐶𝑝)
𝛼𝑚: Mean extinction coefficient
𝛽:
Thermal expansion coefficient (K−1)
𝜖𝑖:
Wall emissivity/absorption
𝜃:
Nondimensional temperature
𝜇:
Dynamic viscosity (m−1s−1)
]:
Kinematic viscosity m2s−1Kg−1
𝜌:
Density of fluid (Kgm−3)
𝜎:
Stefan-Boltzmann constant Wm−2K−4
𝜏0: Optical thickness
𝜓:
Stream function (m2s−1Kg−1)
𝜓:
Nondimensional stream function
Ω0: Scattering Albedo
𝜔:
Dimensional vorticity function (s−1)
N
di
i
l
i i
f
i [11] M. M. Molla, S. C. Saha, and M. A. Hossain, “Radiation effect
on free convection laminar flow along a vertical flat plate with
streamwise sinusoidal surface temperature,” Mathematical and
Computer Modelling, vol. 53, no. 5-6, pp. 1310–1319, 2011. [12] S. Siddiqa, M. A. Hossain, and S. C. Saha, “Natural convection
flow with surface radiation along a vertical wavy surface,”
Numerical Heat Transfer A: Applications, vol. 64, no. 5, pp. 400–
415, 2013. [13] R. C. Aziz, I. Hashim, and S. Abbasbandy, “Effects of thermo-
capillarity and thermal radiation on flow and heat transfer in a
thin liquid film on an unsteady stretching sheet,” Mathematical
Problems in Engineering, vol. 2012, Article ID 127320, 14 pages,
2012. [14] R. Nandkeolyar, M. Das, and P. Sibanda, “Unsteady hydro-
magnetic heat and mass transfer flow of a heat radiating and
chemically reactive fluid past a flat porous plate with ramped
wall temperature,” Mathematical Problems in Engineering, vol. 2013, Article ID 381806, 12 pages, 2013. 𝜔:
Dimensional vorticity function (s−1) 𝜔:
Nondimensional vorticity function. [15] X. Liu, G. Gong, and H. Cheng, “Combined natural convection
and radiation heat transfer of various absorbing-emitting-
scattering media in a square cavity,” Advances in Mechanical
Engineering, vol. 2014, Article ID 403690, 10 pages, 2014. Conflict of Interests The authors declare that there is no conflict of interests
regarding the publication of this paper. [16] S. Kimura and A. Bejan, “The “Heatline” visualization of
convective heat transfer,” ASME Journal of Heat Transfer, vol. 105, no. 4, pp. 916–919, 1983. 5. Conclusion Mathematical Problems in Engineering 12 2.8
40.3
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−6.0
(a)
0.8
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−14.5
−4.3
(b)
0.3
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−13.2
−4.3
(c)
Figure 10: Heatlines for Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0 at (a) 𝑁CR = 0.2, (b) 𝑁CR = 2.0, and (c) 𝑁CR = 4.0. 2.8
40.3
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−6.0
(a)
0.8
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−14.5
−4.3
(b) 0.3
0
0.2
0.4
0.6
0.8
1
0.2
0.4
0.6
0.8
0
1
−13.2
−4.3
(c) Figure 10: Heatlines for Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0 at (a) 𝑁CR = 0.2, (b) 𝑁CR = 2.0, and (c) 𝑁CR = 4.0. 5
10
15
20
0
5
10
15
20
25
NuR
Nu
Nuc
NCR 5
10
15
20
0
5
10
15
20
25
NuR
Nu
Nuc
NCR
Figure 11: Heat transfer rate as a function of 𝑁CR at Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0. Figure 11: Heat transfer rate as a function of 𝑁CR at Ra = 5 × 105, Ω0 = 0.2, and 𝜏0 = 1.0. 13 [27] P. J. Roache, Computational Fluid Dynamics, Hermosa, Albu-
querque, NM, USA, 2nd edition, 1988. References Submit your manuscripts at
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https://www.thno.org/v12p5931.pdf
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English
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Machine learning-based identification of tumor-infiltrating immune cell-associated lncRNAs for improving outcomes and immunotherapy responses in patients with low-grade glioma
|
Theranostics
| 2,022
|
cc-by
| 12,047
|
Ivyspring
International Publisher Ivyspring
International Publisher Theranostics
2022; 12(13): 5931-5948. doi: 10.7150/thno.74281 Abstract Rationale: Accumulating evidence demonstrated that long noncoding RNAs (lncRNAs) involved in the
regulation of the immune system and displayed a cell-type-specific pattern in immune cell subsets. Given the
vital role of tumor-infiltrating lymphocytes in effective immunotherapy, we explored the tumor-infiltrating
immune cell-associated lncRNA (TIIClncRNA) in low-grade glioma (LGG), which has never been uncovered
yet. Methods: This study utilized a novel computational framework and 10 machine learning algorithms (101
combinations) to screen out TIIClncRNAs by integratively analyzing the sequencing data of purified immune
cells, LGG cell lines, and bulk LGG tissues. Results: The established TIIClnc signature based on the 16 most potent TIIClncRNAs could predict outcomes
in public datasets and the Xiangya in-house dataset with decent efficiency and showed better performance
when compared with 95 published signatures. The TIIClnc signature was strongly correlated to immune
characteristics, including microsatellite instability, tumor mutation burden, and interferon γ, and exhibited a
more active immunologic process. Furthermore, the TIIClnc signature predicted superior immunotherapy
response in multiple datasets across cancer types. Notably, the positive correlation between the TIIClnc
signature and CD8, PD-1, and PD-L1 was verified in the Xiangya in-house dataset. Conclusions: The TIIClnc signature enabled a more precise selection of the LGG population who we
potential beneficiaries of immunotherapy. Key words: Immunotherapy, low-grade glioma, lncRNA, immune checkpoint, immune infiltration Machine learning-based identification of tumor-infiltrating
immune cell-associated lncRNAs for improving outcomes
and immunotherapy responses in patients with low-grade
glioma Nan Zhang1,2,8#, Hao Zhang1,8,9#, Wantao Wu1,3,8, Ran Zhou4, Shuyu Li5, Zeyu Wang1,8, Ziyu Dai1,8, Liyang
Zhang1,8, Fangkun Liu1,8, Zaoqu Liu6, Jian Zhang7, Peng Luo7, Zhixiong Liu1,8, Quan Cheng1,8 1. Department of Neurosurgery, Xiangya Hospital, Central South University, China. p
g
y,
gy
p
,
y,
2. One-third Lab, College of Bioinformatics Science and Technology, Harbin Medical University, China. p
gy
gy
p
y
4. Division of Neuroscience and Experimental Psychology, Faculty of Biology, Medicine and Health, University of Man 5. Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College of Huazhon
6. Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou, China. p
y
g
y,
gj
p
,
gj
g
g
6. Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou, China. p
gy,
p
g
7. Department of Oncology, Zhujiang Hospital, Southern Medical University, China. p
gy
j
g
p
y
8. National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, China. 9
D
f N
Th S
d Affili
d H
i
l Ch
i
M di
l U i
i
Chi 8. National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University,
9. Department of Neurosurgery, The Second Affiliated Hospital, Chongqing Medical University, China. ,
gy
p
,
y,
. Department of Neurosurgery, The Second Affiliated Hospital, Chongqing Medical University, China. #These authors contributed equally to this work. #These authors contributed equally to this work. Corresponding authors: Dr. Zhixiong Liu, Department of Neurosurgery, Xiangya Hospital, Center South University, Address: Changsha 410008, Hunan, P. R. China. E-mail: zhixiongliu@csu.edu.cn; Dr. Quan Cheng, Department of Neurosurgery, Xiangya Hospital, Center South University, Address: Changsha 410008, Hunan, P. R. China. E-mail: chengquan@csu.edu.cn. © The author(s). This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. Received: 2022.04.22; Accepted: 2022.07.28; Published: 2022.08.08 Key words: Immunotherapy, low-grade glioma, lncRNA, immune checkpoint, immune infiltration 5931 5931 Theranostics 2022, Vol. 12, Issue 13 1.
Department of Neurosurgery, Xiangya Hospital, Central South University, China. LGG patient and tumor cell line cohorts
collection Transcriptome data and clinical information of
LGG patients were accessed from three databases, The
Cancer Genome Atlas (TCGA, https://portal.gdc. cancer.gov) via Illumina-HiSeq platform, Chinese
Glioma Genome Atlas (CGGA, http://www.cgga. org.cn/) via Illumina-HiSeq platform, and Gene
Expression Omnibus (GEO, http://www.ncbi.nlm. nih.gov/geo) via Affymetrix Human Genome U133
Plus 2.0 Array platform. The total number of samples
included in this study was 932, including 518 samples
from the TCGA LGG dataset, 77 samples from the
Xiangya in-house dataset, 169 samples from the
CGGA LGG dataset, and 168 samples from the
GSE108474 dataset. The immune-associated lncRNA
signature was constructed through the TCGA LGG
training dataset and subsequently validated using the
Xiangya in-house dataset (Glioma tissues were
collected and written informed consent was obtained
from all patients. The included glioma tissues were
approved by the Ethics Committee of Xiangya
Hospital, Central South University). CGGA LGG and
GSE108474 datasets were used as the external
validating datasets. Transcriptome data of 10 LGG cell
lines via the Affymetrix Human Genome U133 Plus
2.0 Array platform was accessed from GSE36133
(Cancer Cell Line Encyclopedia project (CCLE). Long noncoding RNAs (lncRNAs), a group of
noncoding RNAs with more than 200 nucleotides, are
closely related to diversified biological functions [6]. Many studies demonstrated that lncRNAs played a
critical role in regulating cellular biological processes
through
modulating
gene
expression
at
transcriptional, post-transcriptional, and epigenetic
levels [7]. Furthermore, the latest research has found
that lncRNAs participated in the immune system
modulation and showed a cell-type-specific pattern in
immune cell subsets [8]. Ranzan et al. investigated
over 500 lncRNAs and identified T cell-specific
lncRNAs regulating cell differentiation [9]. Another
study found lncRNA SATB2-AS1 as an essential
regulator in colorectal cancer progression and
immune cell density [10]. Given their close association
with immune cell infiltration [8, 10], lncRNAs have
colossal
potential
to
evaluate
immunotherapy
response and predict clinical outcomes. Thus, it is
promising to incorporate these powerful lncRNAs to
develop
prognostic
biomarkers
based
on
bioinformatics technology. Besides, as scientific
research has entered the big data era with the fast
development
of
high-throughput
sequencing
technologies, machine learning has been gradually
widely applied to extract essential knowledge from
big data bioinformatics. Purified immune cell line cohorts collection Transcriptome data of 115 purified cell lines
from 19 major immune cell types via Affymetrix
Human Genome U133 Plus 2.0 Array platform was
accessed from 16 datasets, including GSE27291,
GSE27838, GSE28490, GSE13906, GSE23371, GSE2
5320, GSE28698, GSE28726, GSE49910, GSE51540,
GSE59237, GSE37750, GSE39889, GSE42058, GSE6863,
GSE8059, and processed as previously described [8]. Transcriptome data of 115 purified cell lines
from 19 major immune cell types via Affymetrix
Human Genome U133 Plus 2.0 Array platform was
accessed from 16 datasets, including GSE27291,
GSE27838, GSE28490, GSE13906, GSE23371, GSE2
5320, GSE28698, GSE28726, GSE49910, GSE51540,
GSE59237, GSE37750, GSE39889, GSE42058, GSE6863,
GSE8059, and processed as previously described [8]. Introduction out of four glioma grades classified by the World
Health Organization (WHO) [2]. Given the superior
malignancy of glioblastoma (grade IV glioma), The Low-grade glioma (LGG) is a heterogeneous
group of neuroepithelial tumors derived from
supporting glial cells [1] and includes grades I and II https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5932 Cancer Genome Atlas (TCGA) database classifies
grades II and III gliomas as LGG. The outcomes of
LGG are highly variable, depending on age at
diagnosis, histological subtype, tumor size, etc. [3]. Surgical resection with postoperative radiotherapy
and chemotherapy is the conventional treatment for
LGG patients [4]. Despite its relatively benign
biological characteristics, LGG remains incurable and
slowly develops till premature death [1]. Numerous
recent studies have focused on the tumor immune
microenvironment (TIME) and the interactions
between tumor and immune cells [5]. Immunotherapy
based on the immune response, including immune
checkpoint blockade (ICB) and adoptive cell transfer
(ACT), has revolutionized the therapeutic outcomes
for
tumor
patients. Researchers
have
made
unremitting efforts to find more precise targets for the
further development of immunotherapy. However,
studies on immunotherapy of LGG remain to be
enriched. Materials and methods Tumor-infiltrating immune cell-associated
lncRNA signature establishment Through integrative lncRNA profiling analysis
of purified immune cells, LGG cell lines, and bulk
LGG cancer tissues, a novel computational framework
was utilized to identify a tumor-infiltrating immune
cell-associated lncRNA (TIIClnc) signature on account
of a couple of machine learning algorithms. The
details are as follows (Figure 1): aj = δj - ∑
δ𝑘
𝑛− Γ𝑘 +1
Γ𝑗
𝑘=1 where Γ𝑘 = #[t : Tt ≤ Tk] and Γ𝑗 represents the
index of the order for Tj. The log-rank score test came
as follows: • The top 15% expressed lncRNAs (each immune
cell
line)
were
taken
for
candidate
immune-related lncRNAs. TIIClnc signature = S (x, c) =
∑
(𝑎𝑗 −𝑛𝑙𝑎)
𝑥𝑘≤c
ට𝑛𝑙ቀ1− 𝑛𝑙
𝑛ቁ𝑆𝑎2 • The tissue specificity index (TSI) proposed by
Yanai et al. [12] was applied to calculate the
expression specificity of candidate lncRNAs for
each cell type: • The tissue specificity index (TSI) proposed by
Yanai et al. [12] was applied to calculate the
expression specificity of candidate lncRNAs for
each cell type: where 𝑎 and 𝑠𝑎
2 represent the sample mean and
sample variance of [aj : j = 1, . . . , n], respectively. The
measure of node separation is determined using
log-rank score splitting by | S (x, c) |. The best split is
reached by maximizing this value over x and c. TSIlnc =
∑
(1−𝑥𝑙𝑛𝑐,𝑖)
𝑁
𝑖=1
𝑁−1 where N represents the total number of immune
cell types and xlnc, i represents the expression level of
immune cell i normalized by the maximal expression
intensity of lncRNA in any immune cell type. TSI
ranges from 0 to 1, in which lncRNA is defined as an
immune cell-general lncRNA when the value is 0 or
an immune cell-specific lncRNA when the value is 1. The highly expressed lncRNAs in all immune cell
types were identified as immune-related intrinsic
lncRNAs (ilncRNA). Preprocessing of transcriptome data The
Robust
Multi-array
Average
(RMA)
algorithm [11] from the R package affy was used to
perform
quantile
normalization,
background
correction, and log2 transformation of microarray
data from the Affymetrix platform. The sequencing
data fragments per kilobase million (FPKM) values
were changed into transcripts per kilobase million
(TPM) values. The probes of microarray data from the
Affymetrix platform were renamed to obtain lncRNA
expression profiles. After matching the annotation file
of GENCODE (release 39) with the NetAffx
annotation files (release 36), probe sets with Ensembl
gene IDs as ‘long non-coding RNA’ was picked out. This study aimed to screen tumor-infiltrating
immune cell-associated lncRNA (TIIClnc) through a
novel computational framework. Via integrative
analysis of sequencing data of purified immune cells,
LGG cell lines, bulk LGG tissues, and machine
learning algorithms, we established a TIIClnc
signature to stratify LGG patients and predict the
outcomes of immunotherapy. https://www.thno.org 5933 Theranostics 2022, Vol. 12, Issue 13 signature with the highest C-index. 1711 characteristic lncRNAs matching with 2019
probes in microarray data from the Affymetrix
platform
were
selected
for
further
analysis. Correspondingly,
lncRNA
expression
profiles
(IlluminaHiSeq platform) were accessed from the
TCGA and CGGA databases. • The TIIClnc signature was established based on
the combination of RSF and CoxBoost. CoxBoost
algorithm was used to screen out the most
valuable TIIClncRNAs. RSF algorithm was
further used to filtrate the most reliable model. Log-rank score test for splitting survival trees
was conducted as previously described [13]. First,
the x-variable x was assumed to be ordered as x1
≤ x2 ≤ … ≤ xn. Then, the “ranks” for each survival
time Tj (j ∈ [1, …, n]) were computed. The
obtained equation is as follows: • The TIIClnc signature was established based on
the combination of RSF and CoxBoost. CoxBoost
algorithm was used to screen out the most
valuable TIIClncRNAs. RSF algorithm was
further used to filtrate the most reliable model. Log-rank score test for splitting survival trees
was conducted as previously described [13]. First,
the x-variable x was assumed to be ordered as x1
≤ x2 ≤ … ≤ xn. Then, the “ranks” for each survival
time Tj (j ∈ [1, …, n]) were computed. The
obtained equation is as follows: Annotation of immune-related characteristics
for the TIIClnc signature Seven types of immune modulators were
collected [14]. T cell-inflamed gene expression profile
(GEP), Cytotoxic activity (CYT), and interferon γ
(IFN-γ) were calculated [15, 16]. Tumor mutation
burden (TMB), microsatellite instability (MSI), T cell
receptor (TCR) richness, TCR Shannon, and SNV
Neoantigen were collected from the TCGA database. GATK4 was used to search for the SNPs and indels
from the RNA sequencing data of the Xiangya
in-house dataset. ANNOVAR was used to annotate
the mutation information based on CRCh38 [17]. The
tmb function of the R package maftools was applied
further to calculate the TMB value of the Xiangya
in-house dataset. The R package PreMSIm was used
to predict the MSI value of the Xiangya in-house
dataset. Six
immune
subtypes
and
immunophenoscore
(IPS)
were
determined
as
previously described [14, 18]. The Tumor Immune
Estimation Resource (TIMER) algorithm [19], single
cell gene set enrichment analysis (ssGSEA) algorithm
[18], Microenvironment Cell Populations-counter
(MCPcounter) algorithm [20], and Estimation of
STromal and Immune cells in MAlignant Tumours
using Expression data (ESTIMATE) algorithm [21]
were applied for calculating the abundance of
immune infiltrating cells and ESTIMATE score. • ilncRNAs
differentially
expressed
between
immune cell lines (upregulated) and LGG cell
lines (downregulated) were determined as
TIIClncRNAs. • Univariate
Cox
regression
analysis
was
subsequently used to filtrate the TIIClncRNAs
with prognostic potential in the TCGA LGG
dataset. • 101 combinations of 10 machine learning
algorithms, including Lasso, Ridge, stepwise
Cox, CoxBoost, random survival forest (RSF),
elastic network (Enet), partial least squares
regression
for
Cox
(plsRcox),
supervised
principal components (SuperPC), generalized
boosted
regression
modeling
(GBM),
and
survival support vector machine (survival-SVM)
based on a 10-fold cross-validation were further
used to screen out the most valuable TIIClnc https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5934 Cancer immunity cycle, displaying the functional
status of chemokines and immunomodulators, and
114 metabolic pathways were collected and calculated
using gene set variation analysis (GSVA) [22-24]. TIME
signatures
independently
developed
by
Kobayashi [25] and Bagaev [26] were collected and
calculated using GSVA. Gene Ontology (GO) and
Kyoto Encyclopedia of Genes and Genomes (KEGG)
terms were also quantified using GSVA and gene set
enrichment analysis (GSEA). 3% bovine serum albumin (BSA) was used as a
blocking reagent. The sections were incubated with
primary antibodies against CD8 (Mouse, 1:1000,
66868-1-Ig, Proteintech, China), PD-1 (Rabbit, 1:800,
18106-1-AP, Proteintech, China), PD-L1 (Mouse,
1:1000, 66248-1-Ig, Proteintech, China). Annotation of immune-related characteristics
for the TIIClnc signature The sections
were
then
incubated
with
a
horseradish
peroxidase-conjugated secondary antibody (1:200,
GB23303, Servicebio, China). 3-3’-diaminobenzidine
(G1211, Servicebio, China) was finally used for
coloration,
and
hematoxylin
was
used
for
counterstaining cell nuclei. EdU assay The EdU (5-ethynyl-2'-deoxyuridine) assay was
performed
according
to
the
manufacturer's
instructions (BeyoClick™ EdU Cell Proliferation Kit
with Alexa Fluor 488, China). Three groups of the
THP-1 cells transfected with siRNAs were incubated
overnight with 50 μL 50 μM EdU medium and then
fixed with 50 μL 4% paraformaldehyde. 100 μL 1x
Apollo reaction solution was added for incubation for
30 min. Finally, the cells were incubated with 1 mL 1 ×
Hoechst 33342 reaction solution for 10 min and
observed with a confocal microscope. Immunohistochemistry staining Paraffin-embedded tumor tissues of 20 of 77
LGG samples used for RNA sequencing from the
Xiangya in-house dataset were further collected for
immunohistochemistry (IHC) staining. Briefly, tissue
sections were placed in citric acid antigen repair
buffer (pH 6.0) in a microwave oven for antigen
retrieval. Slices were placed in a 3% hydrogen
peroxide solution to block endogenous peroxidase. RT-qPCR assay The GSE35640 (melanoma) [27], GSE91061
(melanoma) [28], GSE78220 (melanoma) [29], Allen
(melanoma)
[30],
Nathanson
(melanoma)
[31],
IMvigor (urothelial carcinoma) [32], Braun (renal cell
carcinoma) [33], GSE179351 (colorectal adenocarci-
noma
and
pancreatic
adenocarcinoma)
[34],
GSE165252 (esophageal adenocarcinoma) [35], and
PRJNA482620 (glioblastoma) [36] datasets were used
to predict the immunotherapy response, while the
TIIClnc signature was calculated in each dataset. The
GSE103668 (triple-negative breast cancer) [37] dataset
was used to predict the targeted therapy response
(cisplatin & bevacizumab). The subclass mapping was
utilized to predict anti-PD-1 and anti-CTLA-4
immunotherapy responses [38]. The Tumor Immune
Dysfunction and Exclusion (TIDE) algorithm was also
used in this section [39]. The primers of GAPDH (F ACAGCCTCAAG
ATCATCAGC; R GGTCATGAGTCCTTCCACGAT),
LOC101928134 (F
GAGCGAGGGTGATTGTCCA;
R
GAAGAGGGGAAGGGGTTCTC),
and
LOC100133461 (F GAGAGACCTGCCCAAGCATT; R
TCCAGGTTCTGCATGTGTCC) were designed using
the primer 5.0. Total RNAs were extracted and
reversely transcribed into cDNA by HiScript Q RT
SuperMix for RT-qPCR. The expression levels of
LOC101928134 and LOC100133461 were quantified
using 2-ΔΔCT. RNA sequencing RNAstore-fixed tumor tissues of 77 LGG
samples from the Xiangya in-house dataset (Table S1)
were collected for RNA sequencing as previously
described [40]. Briefly, total RNA was extracted from
the tumor tissues using TRIzol (Sigma-Aldrich, CA,
USA). RNA purity and RNA integrity were checked
using
the
NanoPhotometer
spectrophotometer
(IMPLEN, CA, USA) and the RNA Nano 6000 Assay
Kit of the Bioanalyzer 2100 system (Agilent
Technologies, CA, USA), respectively. A total amount
of 1 μg RNA per sample was used as input material
for the RNA sample preparations. Sequencing
libraries were generated using NEBNext® UltraTM
RNA Library Prep Kit for Illumina® (NEB, USA). Cell Counting Kit-8 (CCK-8) assay The THP-1 cells were cultured in 1640 medium
with 10% fetal bovine serum (FBS). The THP-1 cells
were seeded in a 96-well plate at 104 cells/hole
density. Three groups of the THP-1 cells transfected
with siRNAs were cultured for 24 h, 48 h, and 72 h,
respectively. Each group has four duplicated holes. The absorbance at 450 nm was measured after
hatching under the condition of 37 ℃ and 5% CO2. the migrated THP-1 cells in the lower chamber were
collected and counted by flow cytometry. he migrated THP-1 cells in the lower chamber were
collected and counted by flow cy the migrated THP-1 cells in the lower chamber were
collected and counted by flow cytometry. the migrated THP-1 cells in the lower chamber were igrated THP-1 cells in the lower chamber were
collected and counted by flow cytometry. . The computational framework for establishing the TIIClnc signature. The top 15% expressed lncRNAs were taken for candidate immune-related
mmune cell line. TSI was applied to calculate the expression specificity of candidate immune-related lncRNAs for each cell type. The highly expressed lncRN
cell types were identified as immune-related ilncRNA. ilncRNAs significantly upregulated in immune cell lines and downregulated in LGG cell lines were d
NAs. Univariate cox regression analysis was further used to screen out the prognostic TIIClncRNAs. All combinations of 10 machine learning algorithms, inclu
so, Ridge, stepwise Cox, CoxBoost, plsRcox, SuperPC, GBM, and survival-SVM, based on a 10-fold cross-validation were further used to screen out the most
gnature with the highest C-index. The TIIClnc signature was finally generated based on the combination of RSF and CoxBoost. The association between th
prognosis, tumor immune microenvironment, and immunotherapy response was comprehensively investigated. Figure 1. The computational framework for establishing the TIIClnc signature. The top 15% expressed lncRNAs were taken for candidate immune-related lncRNAs
for each immune cell line. TSI was applied to calculate the expression specificity of candidate immune-related lncRNAs for each cell type. The highly expressed lncRNAs in all
immune cell types were identified as immune-related ilncRNA. ilncRNAs significantly upregulated in immune cell lines and downregulated in LGG cell lines were defined as
TIIClncRNAs. Univariate cox regression analysis was further used to screen out the prognostic TIIClncRNAs. All combinations of 10 machine learning algorithms, including RSF,
Enet, Lasso, Ridge, stepwise Cox, CoxBoost, plsRcox, SuperPC, GBM, and survival-SVM, based on a 10-fold cross-validation were further used to screen out the most valuable
TIIClnc signature with the highest C-index. The TIIClnc signature was finally generated based on the combination of RSF and CoxBoost. The association between the TIIClnc
signature, prognosis, tumor immune microenvironment, and immunotherapy response was comprehensively investigated. Figure 1. The computational framework for establishing the TIIClnc signature. The top 15% expressed lncRNAs were taken for candidate immune-related lncRNAs
for each immune cell line. TSI was applied to calculate the expression specificity of candidate immune-related lncRNAs for each cell type. Transwell assay Three groups of the THP-1 cells transfected with
siRNAs were centrifuged and resuspended using the
serum-free medium. The density was adjusted to 105
cells/mL. 100 μL cell suspension was added to the
upper chamber, and 500 μL 1640 with 10% FBS was
added to the lower chamber. After culturing for 48 h, https://www.thno.org 5935 Theranostics 2022, Vol. 12, Issue 13 the migrated THP-1 cells in the lower chamber were
collected and counted by flow cytometry. In accordance with our
previous analyses, 16 TIIClncRNAs were generally
expressed in all 19 immune cell types (Figure S1A). Besides,
16
TIIClncRNAs
were
significantly
differentially
expressed
in
immune
cell
lines
(upregulation) and LGG cell lines (downregulation)
(Figure S1B). Notably, LGG patients with high
expression of 5 TIIClncRNAs had increased survival
time, while LGG patients with high expression of 11
TIIClncRNAs had decreased survival time in the
TCGA LGG dataset (Figure S2). Statistical analysis Differentially
expressed
lncRNAs
between
immune and LGG cell lines were extracted by R
packages ‘limma’. Samples were grouped based on
the cutoff value of the TIIClnc signature determined
by the R package ‘survminer’. The Kaplan-Meier
survival plots were applied to estimate overall
survival (OS) between the two TIIClnc signature
groups using the R package ‘survival.’ C-index of OS
was performed on the individual clinical variables,
including the TIIClnc signature. The calibration
curves of the TIIClnc signature were generated using
the R package ‘pec’. The predictive value of the
TIIClnc signature for prognosis was measured with
time-dependent
receiver
operating
characteristic
(ROC) curves using the R package ‘timeROC.’ For
normally distributed variables, statistical differences
between groups were determined by a two‐tailed
t-test while a one‐way ANOVA test determined
statistical differences among groups. For nonnormally
distributed variables, statistic differences between
groups were determined by a Wilcoxon test while a
Kruskal–Wallis test determined statistic differences
among groups. All the statistical analyses were
performed in the R project, version 4.1.2. In vitro validation of TIIClncRNAs To comprehensively evaluate the immune
cell-related lncRNA, 115 purified cell lines from 19
major immune cell types from 16 datasets were
collected by searching for literature from 2007 to 2022
(Figure 1). 546 lncRNAs (top 15% expressed lncRNAs)
were taken for candidate immune-related lncRNAs
selection in each immune cell line. TSI score of the 546
lncRNAs was calculated to identify the ilncRNAs
generally expressed in all 19 immune cell types (Table
S2). Note that lncRNAs with a lower TSI score are
generally highly expressed in different immune cell
types, indicating their fundamental roles in immunity. 308 ilncRNAs were confirmed to be critical for
regulating elemental immunity with the threshold of
TSI < 0.2. By comparing the expression of 308
ilncRNAs in immune cell lines and LGG cell lines, 136
ilncRNAs were further found to be significantly
upregulated
in
115
immune
cell
lines
and
downregulated in 10 LGG cell lines. These 136
ilncRNAs were defined as LGG TIIClncRNAs. Among the 16 TIIClncRNAs, LOC100133461 and
LOC101928134, with relatively higher expression in
immune cell lines, were selected to further validate
their potential roles in the TIME. RNA expression of
LOC100133461 and LOC101928134 was significantly
inhibited in three siRNAs groups of THP-1 cells,
respectively (Figure S3A). The CCK-8 assay revealed
the increased proliferation ability of THP-1 cells with
inhibited
expression
of
LOC100133461
and
LOC101928134, respectively (Figure S3B and S3C). The EdU assay further proved the significantly
increased proliferation ability of THP-1 cells with
inhibited
expression
of
LOC100133461
and
LOC101928134, respectively (Figure S3D, S3E, S3F,
S3G). Moreover, the Transwell assay revealed the
significantly increased migration ability of THP-1 cells
with inhibited expression of LOC100133461 and
LOC101928134, respectively (Figure S3H, S3I, S3J,
S3K). the migrated THP-1 cells in the lower chamber were
collected and counted by flow cytometry. The highly expressed lncRNAs in all
immune cell types were identified as immune-related ilncRNA. ilncRNAs significantly upregulated in immune cell lines and downregulated in LGG cell lines were defined as
TIIClncRNAs. Univariate cox regression analysis was further used to screen out the prognostic TIIClncRNAs. All combinations of 10 machine learning algorithms, including RSF,
Enet, Lasso, Ridge, stepwise Cox, CoxBoost, plsRcox, SuperPC, GBM, and survival-SVM, based on a 10-fold cross-validation were further used to screen out the most valuable
TIIClnc signature with the highest C-index. The TIIClnc signature was finally generated based on the combination of RSF and CoxBoost. The association between the TIIClnc
signature, prognosis, tumor immune microenvironment, and immunotherapy response was comprehensively investigated. Figure 1. The computational framework for establishing the TIIClnc signature. The top 15% expressed lncRNAs were taken for candidate immune-related lncRNAs
for each immune cell line. TSI was applied to calculate the expression specificity of candidate immune-related lncRNAs for each cell type. The highly expressed lncRNAs in all
immune cell types were identified as immune-related ilncRNA. ilncRNAs significantly upregulated in immune cell lines and downregulated in LGG cell lines were defined as
TIIClncRNAs. Univariate cox regression analysis was further used to screen out the prognostic TIIClncRNAs. All combinations of 10 machine learning algorithms, including RSF,
Enet, Lasso, Ridge, stepwise Cox, CoxBoost, plsRcox, SuperPC, GBM, and survival-SVM, based on a 10-fold cross-validation were further used to screen out the most valuable
TIIClnc signature with the highest C-index. The TIIClnc signature was finally generated based on the combination of RSF and CoxBoost. The association between the TIIClnc
signature, prognosis, tumor immune microenvironment, and immunotherapy response was comprehensively investigated. https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5936 learning algorithms, including RSF, Enet, stepwise
Cox, CoxBoost, plsRcox, Lasso, Ridge, SuperPC,
GBM, and survival-SVM, were combined based on a
10-fold cross-validation to identify the most robust
TIIClnc signature with the highest C-index in the
TCGA LGG training dataset, Xiangya in-house
validating dataset, and two external validating
datasets (CGGA LGG and GSE108474) (Figure 2A). A
final TIIClnc signature with the best performance was
established based on the combined RSF and CoxBoost
algorithms, which CoxBoost algorithm identified the
16 most valuable TIIClncRNAs (C7orf13, LINC00628,
LINC01121, LOC100133461, LINC01134, TP53TG3HP,
SLCO4A1-AS1, C1RL-AS1, LOC284395, TMEM72-
AS1, PSMB8-AS1, DKFZp779M0652, LOC100506142,
RPARP-AS1, CARD8-AS1, LOC101928134) (Figure
2B, Table S3) and RSF algorithm filtrated the most
reliable model (Figure 2C). Development of the TIIClnc signature LGG patients with high TIIClnc signature scores
had decreased survival time in the TCGA LGG,
Xiangya in-house, CGGA LGG, and GSE108474
datasets (Figure 2D). Consistently, time-dependent To develop a prognostic TIIClnc signature,
univariate Cox regression analysis regarding OS
confirmed 46 prognostic TIIClncRNAs from 136
ilncRNAs in the TCGA LGG dataset. 10 machine https://www.thno.org 5937 Theranostics 2022, Vol. 12, Issue 13 algorithm, the TIIClnc signature score was found to be
positively correlated with almost all tumor immune
infiltrating cells, such as T cells, T helper (Th) cells,
natural killer (NK) cells, B cells, dendritic cell (DC),
mast cells, myeloid-derived suppressor cell (MDSC),
fibroblasts, macrophages, and regulatory T (Treg)
cells in the TCGA LGG (Figure S4A), Xiangya
in-house (Figure 4A), CGGA LGG (Figure S6A), and
GSE108373 (Figure S7A) datasets. Based on the
ESTIMATE algorithm, the TIIClnc signature score
was positively correlated with a stromal score,
immune score, and ESTIMATE score except for tumor
purity in the TCGA LGG (Figure S4A), Xiangya
in-house (Figure 4A), CGGA LGG (Figure S6A), and
GSE108373 (Figure S7A) datasets. In addition, the
TIIClnc signature score positively correlated with
most immune modulators categorized into antigen
presentation, cell adhesion, co-inhibitor, co-stimu-
lator, ligand, receptor, and others in the TCGA LGG
(Figure S4B), Xiangya in-house (Figure 4B), CGGA
LGG (Figure S6B), and GSE108373 (Figure S7B)
datasets. Notably, a strong correlation was observed
between the TIIClnc signature score and classical
immune checkpoint molecules, including IDO-1,
LAG-3, PD-1, PD-L1, PD-L1, CTLA-4, BTLA, and
TIGIT (Figure 4B, S4B, S6B, S7B). ROC curves of 1-year, 2-year, 3-year, 4-year, and
5-year OS in the TCGA LGG dataset (AUC values,
0.913, 0.932, 0.960, 0.947, 0.938, respectively), Xiangya
in-house dataset (AUC values, 0.755, 0.772, 0.827,
0.810, 0.861, respectively), CGGA LGG dataset (AUC
values, 0.749, 0.779, 0.816, 0.800, 0.812, respectively),
and GSE108474 dataset (AUC values, 0.656, 0.707,
0.715, 0.645, 0.642, respectively) confirmed the
prognostic value of the TIIClnc signature (Figure 2E). The C-index of clinical factors in LGG patients was
calculated. The univariate and multivariate Cox
regression analysis was performed on clinical factors. The TIIClnc signature was found to be an
independent prognostic factor like age, gender, grade,
isocitrate dehydrogenase (IDH) status, 1p/19q status,
methylation of O6-methylguanine-DNA methyltrans-
ferase (MGMT) status, with an advantage over all
these clinical factors (Figure 3A, Table S4). Notably,
the combination signature incorporating the TIIClnc
signature, age, gender, grade, IDH status, 1p/19q
status, and MGMT status showed better predictive
efficacy in prognosis (Figure 3A). Development of the TIIClnc signature The calibration
curves further proved the predictive accuracy of the
TIIClnc signature (Figure 3B). The TIIClnc signature is a predictive
biomarker for immunotherapy response Thanks to the development of next-generation
sequencing and technologies for mining big data,
predictive gene expression-based signatures have
been widely explored and developed. For a
comprehensive comparison of the performance of the
TIIClnc signature with other signatures, the published
signatures over the past ten years were systematically
retrieved. Ultimately, 95 signatures (including mRNA
and lncRNA signatures) were enrolled in this study
(Table S5). These 95 signatures were closely related to
different biological features, including immuno-
therapy response, immune infiltration, autophagy,
ferroptosis, pyroptosis, stemness, epithelial-mesen-
chymal transition, hypoxia, glycolysis, epigenetics,
N6-methyladenosine, and aging. Notably, the TIIClnc
signature displayed better performance regarding
C-index in the TCGA LGG (Figure 3C), Xiangya
in-house (Figure 3D), CGGA LGG (Figure 3E), and
GSE108474 (Figure 3F) datasets than almost all
models. To further explore the role of the TIIClnc
signature
in
immunotherapy
response,
the
relationship between the TIIClnc signature and
several immunotherapy predictors was explored
(Table S6). Notably, the MSI (Figure S5A), TMB
(Figure S5B), CYT (Figure S5C), GEP (Figure S5D),
TCR richness (Figure S5E), TCR Shannon (Figure S5F),
SNV Neoantigen (Figure S5G), and IFN-γ (Figure
S5H) levels were all significantly higher in the high
TIIClnc signature score group in the TCGA LGG
dataset, all of which were determinants of better
immunotherapy response. The significant expression
differences of CYT (Figure 4C, S6C, S7C), GEP (Figure
4D, S6D, S7D), and IFN-γ (Figure 4E, S6E, S7E)
between two TIIClnc signature score groups were also
verified in the Xiangya in-house, CGGA LGG, and
GSE108474 datasets. Furthermore, the MSI high group
was significantly associated with high TIIClnc
signature scores (Figure 4F), and the TMB had a
substantially higher level in the high TIIClnc
signature score group (Figure 4G). Besides, a high
TIIClnc signature score was more associated with
lymphocyte depleted and inflammatory immune
subtypes and high IPS score in the TCGA LGG dataset
(Figure S5I), which the significant expression
difference of IPS score between the two TIIClnc Theranostics 2022, Vol. 12, Issue 13 the
8474
datasets (Figure 4H, S6F, S7F). al of 101 combinations of machine learning algorithms for the TIIClnc signatures via
validation datasets, including TCGA LGG, Xiangya in-house, CGGA LGG, and GSE10847
st algorithm. C. The number of trees for determining the TIIClnc signature with minima
hm. D. Kaplan-Meier survival curve of OS between patients with a high score of TIICln
CGGA LGG, and GSE108474 datasets. E. Time-dependent ROC curves of 1-year, 2-ye
d GSE108474 datasets. signature score groups was also verified in the
Xiangya in-house, CGGA LGG, and GSE108474 signature score groups was also verified in the
Xiangya in-house, CGGA LGG, and GSE108474 a in-house, CGGA LGG, and GSE108474
The prognostic value of the TIIClnc signature. A. A total of 101 combinations of machine learning algorithms for the TIIClnc signatures
ation framework. The C-index of each model was calculated across validation datasets, including TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108
ibition of the 16 most valuable TIIClncRNAs based on the CoxBoost algorithm. C. The number of trees for determining the TIIClnc signature with minim
ance of the 16 most valuable TIIClncRNAs based on the RSF algorithm. D. Kaplan-Meier survival curve of OS between patients with a high score of TIIC
ow score of TIIClnc signature in the TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. E. Time-dependent ROC curves of 1-year, 2 The prognostic value of the TIIClnc signature. A. A total of 101 combinations of mac
tion framework. The C-index of each model was calculated across validation datasets, including TC
bition of the 16 most valuable TIIClncRNAs based on the CoxBoost algorithm C. The number of Figure 2. The prognostic value of the TIIClnc signature. A. A total of 101 combinations of machine learning algorithms for the TIIClnc signatures via a 10-fold
cross-validation framework. The C-index of each model was calculated across validation datasets, including TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. B. The exhibition of the 16 most valuable TIIClncRNAs based on the CoxBoost algorithm. C. The number of trees for determining the TIIClnc signature with minimal error and
the importance of the 16 most valuable TIIClncRNAs based on the RSF algorithm. D. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature
and with a low score of TIIClnc signature in the TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. E. Time-dependent ROC curves of 1-year, 2-year, 3-year,
4-year, and 5-year OS in the CGGA LGG, Xiangya in-house, TCGA LGG, and GSE108474 datasets. Figure 2. The prognostic value of the TIIClnc signature. A. A total of 101 combinations of machine learning algorithms for the TIIClnc signatures via a 10-fold
cross-validation framework. The C-index of each model was calculated across validation datasets, including TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. B. The exhibition of the 16 most valuable TIIClncRNAs based on the CoxBoost algorithm. C. Immune characteristics related to the TIIClnc
signature To assess the role of the TIIClnc signature in the
TIME of LGG, the relationship between the TIIClnc
signature and immune cell infiltration and immune
modulators was explored. Based on the TIMER
algorithm, MCPcounter algorithm, and ssGSEA https://www.thno.org 5938 Theranostics 2022, Vol. 12, Issue 13 signature score groups was also verified in the
Xiangya in-house, CGGA LGG, and GSE108474 The number of trees for determining the TIIClnc signature with minimal error and
the importance of the 16 most valuable TIIClncRNAs based on the RSF algorithm. D. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature
and with a low score of TIIClnc signature in the TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. E. Time-dependent ROC curves of 1-year, 2-year, 3-year,
4-year, and 5-year OS in the CGGA LGG, Xiangya in-house, TCGA LGG, and GSE108474 datasets. https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5939 Figure 3. Comparison between the TIIClnc signature and other models. A. The C-index of the TIIClnc signature, other clinical factors, and the combination signature
in the TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. B. The 1-year, 2-year, and 3-year calibration curves of the TIIClnc signature in the TCGA LGG,
Xiangya in-house, CGGA LGG, and GSE108474 datasets. C. The C-index of the TIIClnc signature and other models developed in the TCGA LGG dataset. D. The C-index of the
TIIClnc signature and other models developed in the Xiangya in-house dataset. E. The C-index of the TIIClnc signature and other models developed in the CGGA LGG dataset. F. The C-index of the TIIClnc signature and other models developed in the GSE108474 dataset. Figure 3. Comparison between the TIIClnc signature and other models. A. The C-index of the TIIClnc signature, other clinical factors, and the combination signature
in the TCGA LGG, Xiangya in-house, CGGA LGG, and GSE108474 datasets. B. The 1-year, 2-year, and 3-year calibration curves of the TIIClnc signature in the TCGA LGG,
Xiangya in-house, CGGA LGG, and GSE108474 datasets. C. The C-index of the TIIClnc signature and other models developed in the TCGA LGG dataset. D. The C-index of the
TIIClnc signature and other models developed in the Xiangya in-house dataset. E. The C-index of the TIIClnc signature and other models developed in the CGGA LGG dataset. F. The C-index of the TIIClnc signature and other models developed in the GSE108474 dataset. https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5940 https://www.thn
gure 4. Immune-related characteristics of the TIIClnc signature in the Xiangya in-house dataset. A. Heatmap displaying the correlation between the
nature and immune infiltrating cells. B. Heatmap displaying the correlation between the TIIClnc signature and immune modulator molecules. C. Box plot displaying th
els between two TIIClnc signature score groups. D. Box plot displaying the GEP levels between two TIIClnc signature score groups. E. Box plot displaying the IFN-
tween two TIIClnc signature score groups. F. Box plot displaying the TIIClnc levels between two MSI groups. G. Box plot displaying the TMB levels between two
nature score groups. H. Box plot displaying the IPS levels between two TIIClnc signature score groups. Figure 4. Immune-related characteristics of the TIIClnc signature in the Xiangya in-house dataset. A. Heatmap displaying the correlation between the TIICln
signature and immune infiltrating cells B Heatmap displaying the correlation between the TIIClnc signature and immune modulator molecules C Box plot displaying the CY Figure 4. Immune-related characteristics of the TIIClnc signature in the Xiangya in-house dataset. A. Heatmap displaying the correlation between the TIIClnc
signature and immune infiltrating cells. B. Heatmap displaying the correlation between the TIIClnc signature and immune modulator molecules. C. Box plot displaying the CYT
levels between two TIIClnc signature score groups. D. Box plot displaying the GEP levels between two TIIClnc signature score groups. E. Box plot displaying the IFN-γ levels
between two TIIClnc signature score groups. F. Box plot displaying the TIIClnc levels between two MSI groups. G. Box plot displaying the TMB levels between two TIIClnc
signature score groups. H. Box plot displaying the IPS levels between two TIIClnc signature score groups. https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5941 The
insignificant
statistical
analysis
could
be
attributed to the small sample size. Moreover, the TIIClnc signature was directly
established in immunotherapy datasets to evaluate its
predictive value. In the IMvigor dataset, urothelial
carcinoma patients with high TIIClnc signature scores
had a prolonged survival time (Figure 5A). As
expected, urothelial carcinoma patients with high
TIIClnc signature scores were more likely to respond
to anti-PD-L1 immunotherapy (Figure 5B). In the
Braun dataset, renal cell carcinoma patients with high
TIIClnc signature scores had prolonged survival time
(Figure 5D). As expected, renal cell carcinoma patients
with high TIIClnc signature scores tended to respond
to anti-PD-1 immunotherapy (Figure 5E). In addition,
patients in the GSE179351 (colorectal adenocarcinoma
and pancreatic adenocarcinoma) (Figure 5C), and
GSE165252 (esophageal adenocarcinoma) (Figure 5G)
datasets with high TIIClnc signature scores were also
more likely to respond to immunotherapy. Notably,
patients in the GSE103668 (triple-negative breast
cancer) dataset with high TIIClnc signature scores
were more likely to respond to targeted therapy
(Figure 5F). In the Allen dataset, melanoma patients
with high TIIClnc signature scores had prolonged
survival time (Figure 5H). As expected, melanoma
patients with high TIIClnc signature scores tended to
respond to anti-CTLA-4 immunotherapy (Figure 5I). In the GSE78220 dataset, melanoma patients with
high TIIClnc signature scores had prolonged survival
time (Figure 5J). As expected, melanoma patients with
high TIIClnc signature scores tended to respond to
anti-PD-1 immunotherapy (Figure 5K). In the
Nathanson dataset, melanoma patients with high
TIIClnc signature scores had prolonged survival time
(Figure 5L), and melanoma patients with high TIIClnc
signature scores tended to respond to anti-CTLA-4
immunotherapy (Figure 5M). In addition, patients in
the GSE35640 (melanoma) (Figure 5N) and GSE91061
(melanoma) (Figure 5O) datasets with high TIIClnc
signature scores were also more likely to respond to
immunotherapy. Based on the TIDE algorithm, a high
TIIClnc signature score was significantly associated
with immune checkpoint inhibitors response in the
TCGA LGG (Figure S8A), Xiangya in-house (Figure
5P), CGGA LGG (Figure S8C), and GSE108474 (Figure
S8E) datasets. Based on the submap analysis, a high
TIIClnc signature score was related to anti-CTLA-4
and anti-PD-1 immunotherapy responses in the
Xiangya in-house dataset (Figure 5Q). In contrast, a
high TIIClnc signature score was mainly associated
with anti-PD-1 immunotherapy response in the
TCGA LGG (Figure S8B), CGGA LGG (Figure S8D),
and GSE108474 (Figure S8F) datasets. Notably, in an
immunotherapy dataset of glioblastoma patients, Subsequently, the predictive value of the TIIClnc
signature in immunotherapy response was explored
in the Xiangya in-house dataset. Scatter plots of the
TIIClnc signature score and CD8, PD-1, and PD-L1
demonstrated
a
significant
positive
correlation
(Figure 6A). IHC images (Figure 6B) and H-scores
(Figure
6C)
further
proved
that
the
protein
expressions
of
CD8,
PD-1,
and
PD-L1
were
dramatically higher in the high TIIClnc signature
score group. Our research verified that patients with a
high TIIClnc signature score could benefit more from
immunotherapy than those with a low TIIClnc
signature score. Potential biological mechanisms related to the
TIIClnc signature The cancer immunity cycle was calculated to
explore the potential biological mechanisms related to
the TIIClnc signature. Of note, all of the seven steps in
the cancer immunity cycle were more activated in the
high TIIClnc signature score group, including antigen
release (Step 1), cancer antigen presentation (Step 2),
priming and activation (Step 3), tumor immune
infiltrating cells recruitment (Step 4), immune cells
infiltration (Step 5), cancer cells recognition by T cells
(Step 6), and cancer cells killing (Step 7) in the TCGA
LGG (Figure S9A), Xiangya in-house (Figure 7A),
CGGA LGG (Figure S10A), and GSE108474 (Figure
S11A) datasets. The TIIClnc signature score positively
correlated with the metabolic activity of metabolites,
such as retinoid, glycan, galactose, or glutathione, in
the TCGA LGG (Figure S9B), Xiangya in-house
(Figure 7B), CGGA LGG (Figure S10B), and
GSE108474 (Figure S11B) datasets. In the GSVA of GO
and KEGG terms, the TIIClnc signature score
positively correlated with T cell activity, macrophage
activity, Treg differentiation, regulation of fibroblast
proliferation, DC migration, and pathways in cancer
(Figure S9B, 7B, S10B, S11B). In the analysis of TIME
signatures, a high TIIClnc signature score was
associated with higher levels of innate immunity, T
cells, IFN-γ response, Treg, MDSC, recognition of
tumor,
proliferation,
glycolysis
developed
by
Kobayashi and antigen presentation, cytotoxic T and
NK cells, anti-tumor microenvironment, checkpoint
inhibition,
Treg,
granulocytes,
MDSC,
tumor
promotive immune infiltrate, CAF, angiogenesis,
tumor features developed by Bagaev in the TCGA
LGG (Figure S9C and S9D), Xiangya in-house (Figure
7C and 7D), CGGA LGG (Figure S10C and S10D), and
GSE108474
(Figure
S11C
and
S11D)
datasets. Additionally, in the GSEA of GO (Figure S9E, 7E,
S10E, S11E) and KEGG (Figure S9F, 7F, S10F, S11F) https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5942 PI3K-Akt pathway, and NF-kappa B pathway,
JAK-STAT pathway was more enriched in the high
TIIClnc signature score group. PI3K-Akt pathway, and NF-kappa B pathway,
JAK-STAT pathway was more enriched in the high
TIIClnc signature score group. terms, T cell chemotaxis, T cell migration, response to
IFN-γ, regulation of macrophage activation, PD-L1
expression and PD-1 checkpoint pathway in cancer, https://www.thno
gure 5. Predictive value of the TIIClnc signature in immunotherapy response. A. Kaplan-Meier survival curve of OS between patients with a high score of TI
nature and a low score of TIIClnc signature in the IMvigor dataset. B. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses i Figure 5. Potential biological mechanisms related to the
TIIClnc signature Predictive value of the TIIClnc signature in immunotherapy response. A. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc
signature and a low score of TIIClnc signature in the IMvigor dataset. B. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the https://www.thno.org
Figure 5. Predictive value of the TIIClnc signature in immunotherapy response. A. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc
signature and a low score of TIIClnc signature in the IMvigor dataset. B. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the https://www.thno.org https://www.thno.org 5943 Theranostics 2022, Vol. 12, Issue 13 Theranostics 2022, Vol. 12, Issue 13 Theranostics 2022, Vol. 12, Issue 13 IMvigor dataset. C. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE179351 dataset. D. Kaplan-Meier survival curve
of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Braun dataset. E. Box plot displaying the TIIClnc signature score in
patients with different immunotherapy responses in the Braun dataset. F. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in
the GSE103668 dataset. G. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE165252 dataset. H. Kaplan-Meier
survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Allen dataset. I. Box plot displaying the TIIClnc signature
score in patients with different immunotherapy responses in the Allen dataset. J. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and
a low score of TIIClnc signature in the GSE78220 dataset. K. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE78220
dataset. L. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Nathanson dataset. M. Box plot
displaying the TIIClnc signature score in patients with different immunotherapy responses in the Nathanson dataset. N. Box plot displaying the TIIClnc signature score in patients
with different immunotherapy responses in the GSE35640 dataset. O. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the
GSE91061 dataset. P. Potential biological mechanisms related to the
TIIClnc signature Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the PRJNA482620 dataset. Figure 6. A. Scatter plot displaying the correlation between the TIIClnc signature score and CD8, PD-1, and PD-L1 in the Xiangya in-house dataset. B. Box plot displaying the
H-score levels of CD8, PD-1, and PD-L1 based on IHC staining between two TIIClnc signature score groups in the Xiangya in-house dataset. The H-score was calculated by
intensity score * quantity score. As for intensity scores, 0, 1, 2, and 3 were considered negative, weak, moderate, and strong, respectively. As for quantity scores, 0, 1, 2, 3, and
4 represented <10%, 10-25%, 25-50%, 50-75%, >75% proportion of stained cells, respectively. H-score ranges from 0 to 12. C. Representative IHC staining images of CD8, PD-1,
and PD-L1 in two TIIClnc signature score groups in the Xiangya in-house dataset. Figure 6. A. Scatter plot displaying the correlation between the TIIClnc signature score and CD8, PD-1, and PD-L1 in the Xiangya in-house dataset. B. Box plot displaying the
H-score levels of CD8, PD-1, and PD-L1 based on IHC staining between two TIIClnc signature score groups in the Xiangya in-house dataset. The H-score was calculated by
intensity score * quantity score. As for intensity scores, 0, 1, 2, and 3 were considered negative, weak, moderate, and strong, respectively. As for quantity scores, 0, 1, 2, 3, and
4 represented <10%, 10-25%, 25-50%, 50-75%, >75% proportion of stained cells, respectively. H-score ranges from 0 to 12. C. Representative IHC staining images of CD8, PD-1,
and PD-L1 in two TIIClnc signature score groups in the Xiangya in-house dataset. might benefit from immunotherapy is urgently
needed. Potential biological mechanisms related to the
TIIClnc signature Contingency table between immunotherapy responses and TIIClnc signature score groups based on TIDE algorithm in the Xiangya in-house dataset. Q. Contingency table between immunotherapy responses (anti-PD-1 and anti-CTLA-4) and TIIClnc signature score groups based on submap analysis in the Xiangya in-house dataset. R. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the PRJNA482620 dataset. IMvigor dataset. C. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE179351 dataset. D. Kaplan-Meier survival curve
of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Braun dataset. E. Box plot displaying the TIIClnc signature score in
patients with different immunotherapy responses in the Braun dataset. F. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in
the GSE103668 dataset. G. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE165252 dataset. H. Kaplan-Meier
survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Allen dataset. I. Box plot displaying the TIIClnc signature
score in patients with different immunotherapy responses in the Allen dataset. J. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and
a low score of TIIClnc signature in the GSE78220 dataset. K. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the GSE78220
dataset. L. Kaplan-Meier survival curve of OS between patients with a high score of TIIClnc signature and a low score of TIIClnc signature in the Nathanson dataset. M. Box plot
displaying the TIIClnc signature score in patients with different immunotherapy responses in the Nathanson dataset. N. Box plot displaying the TIIClnc signature score in patients
with different immunotherapy responses in the GSE35640 dataset. O. Box plot displaying the TIIClnc signature score in patients with different immunotherapy responses in the
GSE91061 dataset. P. Contingency table between immunotherapy responses and TIIClnc signature score groups based on TIDE algorithm in the Xiangya in-house dataset. Q. Contingency table between immunotherapy responses (anti-PD-1 and anti-CTLA-4) and TIIClnc signature score groups based on submap analysis in the Xiangya in-house dataset. R. Discussion This study utilized a novel computational
framework to identify a robust and stable TIIClnc
signature. Firstly, TSI was applied to screen out the
ilncRNAs generally expressed in immune cells,
indicating their fundamental roles in immune system
regulation. Secondly, 101 combinations of 10 machine
learning algorithms were used to identify the
combination of CoxBoost and RSF as the optimal
model based on the prognostic TIIClncRNAs,
significantly reducing the dimensionality of variables
and revealing underlying patterns, contributing to a
more simplified and translational model. Therefore,
the
established
TIIClnc
signature
conceivably
precisely predicts LGG patients’ prognosis and
immune characteristics. Compared with glioblastoma patients, LGG
patients experienced a relatively prolonged survival
time of 5-10 years. However, the treatment options for
LGG are still limited to chemoradiotherapy and target
therapy of tyrosine kinase receptor pathway [41]. The
insufficient treatment options could sometimes lead
to the overtreatment or undertreatment of LGG
patients. Immunotherapy has become a leading star in
the treatment of solid tumors. Although PD-1 has
been widely detected among LGG patients, anti-PD-1
and anti-PD-L1 immunotherapies have not widely
entered clinical trials of LGG patients partly due to the
poor immunotherapy response and the results of
several clinical trials (NCT03718767) remain to be
announced [42]. For this reason, establishing reliable
prognostic biomarkers to stratify LGG patients who https://www.thno.org anostics 2022, Vol. 12, Issue 13 Theranostics 2022, Vol. 12, Issue 13 5944 Figure 7. Functional annotation of the TIIClnc signature in the Xiangya in-house dataset. A. Box plot displaying the cancer immunity cycle differences bet
TIIClnc signature score groups. B. Butterfly plot displaying the correlation between the TIIClnc signature score and metabolic pathways, immune-related pathways
GSVA of GO and KEGG terms. Immunogram radar plot displaying the correlation between the TIIClnc signature score and TIME signatures developed by C. Kobayas
Bagaev. E. GSEA of GO terms for the TIIClnc signature score. F. GSEA of KEGG terms for the TIIClnc signature score. Figure 7. Functional annotation of the TIIClnc signature in the Xiangya in-house dataset. A. Box plot displaying the cancer immunity cycle differences between two
TIIClnc signature score groups. B. Butterfly plot displaying the correlation between the TIIClnc signature score and metabolic pathways, immune-related pathways based on
GSVA of GO and KEGG terms. Immunogram radar plot displaying the correlation between the TIIClnc signature score and TIME signatures developed by C. Kobayashi and D. Bagaev. E. GSEA of GO terms for the TIIClnc signature score. F. TIIClnc signature. g
The TIME is closely associated with the
prognosis of brain tumors and the efficacy of
immunotherapy [55, 56]. LGG patients with high
TIIClnc signature score presented abundant immune
cell infiltration, including T cells, Th cells, NK cells, B
cells, DC, mast cells, MDSC, fibroblasts, macrophages,
and Treg cells, all of which were related to anti-tumor
or pro-tumor immunity in immunotherapy [57-62]. Immunotherapy
has
demonstrated
considerable
benefits in cancer patients with MSI-H [63]. TMB
could enhance tumor immunogenicity and activate
cytotoxic T cells; cancer patients with high TMB also
benefit more from immunotherapy [64]. In this study,
LGG patients with high TIIClnc signature scores were
prone to higher MSI and TMB. Meanwhile, LGG
patients with high TIIClnc signature scores were also
associated with higher levels of predictors for better
immunotherapy responses, including CYT, GEP, TCR
richness, TCR Shannon, SNV Neoantigen, IFN-γ, and
IPS score. Moreover, the TIIClnc signature score was
positively
associated
with
classical
immune
checkpoint molecules, including IDO-1, LAG-3, PD-1,
PD-L1, PD-L1, CTLA-4, BTLA, and TIGIT. For this
reason, LGG patients with high TIIClnc signature
scores
are
expected
to
benefit
more
from
immunotherapy. The predictive analysis demonstrated that the
TIIClnc signature was a hazardous marker of OS in
LGG patients. The ROC analysis further proved that
the TIIClnc signature possessed high accuracy in
predicting 1-year, 2-year, 3-year, 4-year, and 5-year
OS of LGG patients. The stable performance of the
TIIClnc signature in the TCGA LGG training dataset,
Xiangya
in-house
dataset,
and
CGGA
LGG,
GSE108474 external validating datasets indicated the
massive potential for the clinical application of the
TIIClnc signature. IDH, 1p/19q, and MGMT status
have long been determined as risk biomarkers for
evaluating clinical strategies and outcomes of glioma
patients [52, 53]. Notably, the TIIClnc signature was
an independent risk factor with significantly superior
performance than the above three risk biomarkers and
clinical factors: age, grade, and gender. In addition, 95
published signatures of various functional gene
combinations were retrieved for comparison. Few of
these 95 signatures have been put into clinical practice
[54]. Besides, many models displayed exemplary
performance in the training dataset but weak
performance in the validating datasets, indicating
these models’ poor universality and generalizability. Notably, according to the C-index assessment, the
TIIClnc signature performed better than almost 95
signatures. Discussion GSEA of KEGG terms for the TIIClnc signature score. Among the 16 most valuable TIIClncRNAs
identified for the TIIClnc signature, nine lncRNAs
have been reported. C7orf13 was proved with an inverse correlation with DNA methylation in
glioblastoma [43]. LINC00628 contributes to lung
adenocarcinoma by epigenetically interacting with the https://www.thno.org 5945 Theranostics 2022, Vol. 12, Issue 13 LAMA3 promoter [44]. LINC01121 promotes cell
proliferation, migration, and invasion of breast cancer
via
miR-150-5p/HMGA2
axis
[45]. LINC01134
dictates hepatocellular carcinoma progression by
interplaying with YY1 [46]. SLCO4A1-AS1 could
predict poor prognosis and promote proliferation and
metastasis of colorectal cancer via the EGFR/MAPK
axis [47]. C1RL-AS1 drives the malignant phenotype
of gastric cancer via the AKT/β-Catenin/c-Myc axis
[48]. PSMB8-AS1
leads
to
pancreatic
cancer
progression via miR-382-3p/STAT1/PD-L1 axis [49]. RPARP-AS1/miR125a-5p axis promoted prolifera-
tion, migration, and invasion of colon Cancer [50]. CARD8-AS1 was found to regulate the metastasis of
glioma [51]. The detailed reports of other 7 lncRNAs
are lacking. Our research revealed that these 16
TIIClncRNAs were highly expressed in immune cells. Notably, LOC100133461 and LOC101928134 were
found to inhibit the proliferation and migration ability
of THP-1 cells, which was in accordance with the
finding that they were hazardous markers in LGG
patients. Thus, LOC100133461 and LOC101928134
were likely to facilitate tumor progression by
suppressing the activity of monocytes in the TIME of
LGG. Abbreviations lncRNAs: long noncoding RNAs; TIIClncRNA:
tumor-infiltrating immune cell-associated lncRNA;
LGG: low-grade glioma; WHO: World Health
Organization; TIME: tumor immune microenviron-
ment; ICB: immune checkpoint blockade; ACT:
adoptive cell transfer; TCGA: The Cancer Genome
Atlas; CGGA: Chinese Glioma Genome Atlas; GEO:
Gene Expression Omnibus; CCLE: Cancer Cell Line
Encyclopedia project; RMA: Robust Multi-array
Average; FPKM: fragments per kilobase million; TPM:
transcripts per kilobase million; TSI: tissue specificity
index; RSF: random survival forest; Enet: elastic
network; plsRcox: partial least squares regression for
Cox; SuperPC: supervised principal components;
GBM: generalized boosted regression modeling;
survival-SVM: survival support vector machine; GEP:
T cell-inflamed gene expression profile; CYT:
cytotoxic activity; IFN-γ: interferon γ; TMB: tumor
mutation burden; MSI: microsatellite instability; TCR:
T cell receptor; IPS: immunophenoscore; GSVA: gene
set variation analysis; GO: Gene Ontology; KEGG:
Kyoto Encyclopedia of Genes and Genomes; GSEA:
gene set enrichment analysis; OS: overall survival;
ROC: receiver operating characteristic; BSA: bovine
serum albumin; FBS: fetal bovine serum; TIMER:
Tumor Immune Estimation Resource; MCPcounter:
Microenvironment Cell Populations-counter; ssGSEA:
single cell gene set enrichment analysis; ESTIMATE:
Estimation of STromal and Immune cells in Supplementary Material Although the clinical significance of the TIIClnc
signature in LGG is remarkable, some limitations in
this study need to be issued. First, all included
datasets were from single-center retrospective studies,
and future TIIClnc signature validation should be
performed
in
prospective
multicenter
cohorts. Second, the in-depth molecular mechanisms of how
16 identified most valuable TIIClncRNAs could
influence the TIME and immunotherapy response of
LGG should be further explored. Third, more
immunotherapy cohorts of glioma patients are
urgently needed to validate the TIIClnc signature in
predicting immunotherapy response. Supplementary Material
Supplementary figures. https://www.thno.org/v12p5931s1.pdf
Supplementary table 1. https://www.thno.org/v12p5931s2.xlsx
Supplementary table 2. https://www.thno.org/v12p5931s3.xlsx
Supplementary table 3. https://www.thno.org/v12p5931s4.xlsx
Supplementary table 4. https://www.thno.org/v12p5931s5.xlsx
Supplementary table 5. https://www.thno.org/v12p5931s6.xlsx
Supplementary table 6. https://www.thno.org/v12p5931s7.xlsx Supplementary Material
Supplementary figures. https://www.thno.org/v12p5931s1.pdf
Supplementary table 1. https://www.thno.org/v12p5931s2.xlsx
Supplementary table 2. https://www.thno.org/v12p5931s3.xlsx
Supplementary table 3. https://www.thno.org/v12p5931s4.xlsx
Supplementary table 4. https://www.thno.org/v12p5931s5.xlsx
Supplementary table 5. https://www.thno.org/v12p5931s6.xlsx
Supplementary table 6. https://www.thno.org/v12p5931s7.xlsx In
conclusion,
by
integrative
analysis
of
sequencing data of purified immune cells, LGG cell
lines, and bulk LGG tissues based on a wealth of
machine learning algorithms, a stable and robust
TIIClnc signature to stratify LGG patients and predict
the outcomes of immunotherapy was developed. A
TIIClnc signature is a promising tool for personalized
treatment and clinical management for individual
LGG patients. pp
y
https://www.thno.org/v12p5931s7.xlsx https://www.thno.org/v12p5931s7.xlsx Author contributions NZ, HZ, QC, ZL, and WW designed and drafted
the manuscript. NZ, HZ, QC, JZ, PL, ZL, SL, FL, WW,
RZ, and ZD wrote figure legends and revised the
manuscript. NZ, HZ, and QC conducted data
analysis. All authors have read and approved the final
manuscript. Code availability Essential scripts for implementing machine
learning-based integrative procedure are available on
the Github website (https://github.com/AweKevin/
TIIClnc). Availability of data and materials All data used in this work can be acquired from
the Gene Expression Omnibus (GEO; https://www. ncbi.nlm.nih.gov/geo/), the Cancer Genome Atlas
(TCGA) datasets (https://xenabrowser.net/), the
Chinese Glioma Genome Atlas (CGGA) datasets
(http://www.cgga.org.cn/), and the Cancer Cell Line
Encyclopedia
(CCLE)
project
(https://portals. broadinstitute.org/ccle). Acknowledgements Financial support was provided by the National
Natural Science Foundation of China (NO. 82073893,
82172685, and 81873635). Hunan Provincial Natural
Science Foundation of China (NO.2022JJ20095). Hunan Provincial Health Committee Foundation of
China (NO.202204044869). TIIClnc signature. It was conceivable that the feature gene
selection and statistical prediction based on the best fit
model performed by two combined machine learning
algorithms ensured the stability and potential of our py
The TIIClnc signature was directly established in
immunotherapy datasets to verify this hypothesis. The predictive analysis demonstrated that the TIIClnc
signature was a favorable marker of OS in urothelial
carcinoma (IMvigor dataset), renal cell carcinoma
(Braun dataset), and melanoma (Allen, GSE78220, and
Nathanson datasets) patients. As expected, urothelial
carcinoma, renal cell carcinoma, and melanoma
patients with high TIIClnc signature scores were
prone to benefit more from anti-PD-1, anti-PD-L1, or
anti-CTLA-4 immunotherapy, respectively. Consis-
tently, melanoma patients in the GSE35640 and
GSE91061 datasets, colorectal adenocarcinoma and
pancreatic adenocarcinoma patients in the GSE179351
dataset, and esophageal adenocarcinoma patients in
the GSE165252 dataset with high TIIClnc signature
scores also benefit more from immunotherapy. Besides, triple-negative breast cancer patients in the
GSE103668 dataset with high TIIClnc signature scores
benefit
more
from
targeted
therapy. More
importantly, glioblastoma patients with high TIIClnc
signature scores in the PRJNA482620 dataset were
related to relatively reduced survival time, which the
small
sample
size
could
partly
explain
the
insignificant results. Furthermore, in our Xiangya
in-house dataset, the protein expression level of CD8,
PD-1, and PD-L1 also increased in the high TIIClnc
signature score group, suggesting that the TIIClnc https://www.thno.org Theranostics 2022, Vol. 12, Issue 13 5946 MAlignant Tumours using Expression data. signature could potentially predict the response rate
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MORe PREcISE: a multicentre prospective study of patient reported outcome measures in stroke morbidity: a cross sectional study
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© The Author(s) 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 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. Corrigan et al. BMC Neurology _#####################_
https://doi.org/10.1186/s12883-022-02634-0 Abstract Background and Purpose: The use of patient reported outcomes measures (PROMs) may offer utility that are
important for stroke survivors. This study assessed the PROMIS-10, which contains Mental health (MH) and Physical
Health (PH) domains, with an additional five stroke specific questions. The aim of this study was to evaluate the asso-
ciation between the MH and PH measures following a stroke and pre-existing health conditions. Methods: A multicentre prospective cohort study at 19 hospital sites across England and Wales during 2019 was
conducted. The association between each PROMIS-10 domain and demographic and health conditions were calcu-
lated using a multilevel multivariable linear and present the adjusted mean difference (aMD). Results: The study enrolled 549 stroke survivors within 14 days of the index event, 232 were women (42.3%) and with
a mean age of 72.7 years (SD = 12.9, range 25 to 97). The MH domain was scored as poor in 3.9% of participants, and
very good or excellent in almost a half (48.4%). In contrast the PH domain was scored as poor in 39.9%, compared
to very good or excellent in 8.5%. The MH domain was associated with pre-existing diabetes (aMD = − 2.01; 95%CI
-3.91, − 0.12; p = 0.04), previous stroke (aMD = − 3.62; 95%CI -5.86, − 1.39; p = 0.001), age (aMD = 0.07; 95%CI: 0.01,
0.14; p = 0.037), and female sex (aMD = 1.91; 95%CI 0.28, 3.54; p = 0.022). The PH domain was found to be associated
with sex (female) (aMD = 2.09; 95%CI 0.54, 3.65; p = 0.008) and previous stroke (aMD = − 3.05; 95%CI -5.17, − 0.93;
p = 0.005). Conclusions: Almost half of stroke survivors reported poor PH using a PROM with less reporting poor MH. age, and
sex were associated with both MH and PH domains, and additionally pre-exising diabetes and stroke were associated
with poorer MH. Clinical management offers an opportunity to investigate and intervene to prevent long term poorer
health in stroke survivors. Keywords: Morbidity, Patient reported outcome, PROM, Stroke Neurological deficits that persist secondary to stroke are
heterogeneous and vary across the patient population. Introductionh The World Health Organisation (WHO) estimates 15
million people suffer from stroke each year, with more
than 5 million living with permanent disability [1–3]. The use of patient reported outcomes measures
(PROMs), defined as questionnaires measuring views on
health status from the perspective of the patient rather
than the clinician, have grown in importance and signifi-
cance. PROMs offer a way to measure specific functional
domains in a way which is meaningful to the patient,
encapsulating the patient’s own perspective of their *Correspondence: hewittj2@cardiff.ac.uk
2 Division of Population Medicine, School of Medicine, Cardiff University,
Cardiff, UK
Full list of author information is available at the end of the article Ethical approval Whilst the GAD-7 [13] has not been validated within
stroke use, it is a widely used self reported screening tool
for generalised anxiety in primary care [14, 15]. All participants provided informed consent to participate
for the study. All methods were conducted in accordance
with relevant guidelines and regulations. Ethical approval
was granted by the NHS Research Ethics Committee –
Wales REC 3–18/WA/0299 - Health and Care Research
Wales Support and Delivery Centre for all the sites. Demographic, lifestyle, and clinical measures During the baseline assessment the following were
assessed: age; sex; stroke type; pre stroke smoking; alco-
hol consumption; level of care: clinical characteristics Modified Rankin Scale (mRS)h The mRS [19] is clinician recorded and delineated using
the Rankin Focussed Assessment (RFA), a questionnaire
that allows global consideration of disability after the
occurrence of stroke [20]. © The Author(s) 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 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. Corrigan et al. BMC Neurology _#####################_ Page 2 of 7 which included past medical history (hypertension, dia-
betes; transient ischemic attacks and prior stroke). health [4, 5]. To improve the use of PROMs within the
stroke community, a consensus Stroke Standard Set of
outcome data has been developed which promotes the
use of patient reported outcomes as part of a value-based
assessment of care [4]. Patient Health Questionnaire‑9 (PHQ‑9)h The PHQ-9 [11] is a widely used self-reported primary
care screening tool for depression and has previously
been recommended in stroke, the instrument has strong
psychometric properties [12]. Study designh The study protocol has previously been published
[16]. The cohort was recruited between August 2018,
and October 2019 from 19 hospital sites with acute
and hyper-acute patient facilities in the UK. Data was
assessed within 14 days of the index stroke event (the
baseline period post-stroke). Data collection was con-
ducted by trained and experienced research staff. Patient‑Reported Outcome Measures (PROM)h p
(
)
The PROM is a combination of the PROMIS-10 and
additional five stroke specific questions. The PROMIS-10
was developed by Cella et. al [7] and has been validated
in previous stroke population [4]. The instrument has
two domains of physical health (PH) and mental health
(MH) and consists of 10 items. Raw domain scores are
converted to T-Scores which are normed to the US pop-
ulation. The PROMIS-10 is a well validated and estab-
lished patient-reported outcome measure [3, 4, 6, 7, 17,
18]. The additional five stroke specific questions were
added to include assessment of patient function, which
included items on: walking; eating; toileting; dressing;
and communication [4, 8, 9, 18]. These additional ques-
tions were developed in order to add stroke specific
reporting as well as improve functional-capacity report-
ing within the PROMIS-10. Further, the PROMIS-10 in
combination with the five additional questions has been
shown to hold value within other common neurological
conditions, such as Multiple sclerosis, Parkinson’s disease
and Acquired brain injury [18]. The PROMIS-10 is a patient reported outcome meas-
ure which allows components of both physical and men-
tal health to be accessed from the patient perspective [6,
7]. Utilised in stroke, the PROMIS-10, allows considera-
tion of functional and cognitive status post-stroke. It has
previously been estimated that around 50% of survivors
are chronically disabled [3]. Physically, survivors of stroke
have been seen to suffer from impairments in language
and speech, swallowing, vision, weakness, and paralysis. Mentally, survivors of stroke have been reported to expe-
rience higher levels of anxiety and depression as well as
greater levels of cognitive impairment [8–15]. However,
the understanding of the impact of symptoms across
mental and physical health domains, especially from the
patient perspective, is lacking. Short‑form Montreal Cognitive Assessment (SF‑MoCA)h Short‑form Montreal Cognitive Assessment (SF‑MoCA)
The SF-MoCA is an adapted shorter 10-point version
of the 30 item Montreal Cognitive Assessment. This
contains three sections, comprising of clock drawing,
abstraction and 5-word recall. It is a clinician delivered
tool which acts as an indicator of post-stroke cognitive
impairment [10]. Aimsh The primary aim of this study was to assess the quality of
life for stroke survivors throughout England and Wales. The primary objective was to determine the prevalence of
mental and physical health outcome for stroke survivors,
and secondarily, to report if there was any association
with clinical and demographic risk factors. Statistical analysish The association between exposures and outcomes were
fitted using a crude and multivariable multilevel linear
model, where hospital site was fitted as a random effect. This utilised PH and MH domain T-scores. The mul-
tivariable model was adjusted for: age, sex, pre-stroke
hypertension, previous stroke event, previous TIA and
pre-stroke diabetes diagnosis. Residuals were used to
visually inspect the distributional assumptions from each
linear model. The analysis presented the mean difference
(MD) and adjusted mean difference (aMD) reported with
associated 95% CI and P-values. We have reported sig-
nificant differences of 2 (or more) as both statistically and
clinically important differences to patients. Data analysis All data analysis were undertaken in Stata version 16.0. The measures were scored using the validated methods. Corrigan et al. BMC Neurology _#####################_ Page 3 of 7 Corrigan et al. BMC Neurology _#####################_ Covariatesh The following were fitted to assess any association with
the outcomes: pre-stroke hypertension, previous TIA,
previous stroke, pre-stroke diabetes, male sex, and age. f
The other comparisons were not significant (p > 0.05). Study population Better
mRS
scores
were
associated
with
sex
(aMD = − 0.26 95%CI -0.48, − 0.04; p = 0.018) and worse
mRS scores were associated with age (aMD = 0.01;
95%CI 0.01, 0.02; p = 0.003) (Supplementary Table 5). Worse SF-MoCA scores were found to be associated with
pre-stroke diabetes (aMD = − 0.59; 95%CI -1.15, − 0.03;
p = 0.039) and age (aMD = − 0.03; 95%CI -0.06, − 0.02;
p < 0.001) (Supplementary Table 6). From the 19 hospitals 550 participants consented into the
study, and one subject withdrew prior to completing the
baseline visit assessments, leaving 549. The population
consisted of 232 women (42.3%) and 317 men (57.7%)
aged between 25 to 97 (mean = 72.7, SD = 12.9) (Supple-
mentary Table 1). PROMIS-10 MH was poor in 3.9% participants, very
good in 29.3% and excellent in 19.1%, and within PH was
with poor in 39.9%, very good 7.31% and excellent in
1.19% (Table 1). There were 253 (50.9%) of people were
able to walk unaided, 214 (41.4%) who needed help going
to the toilet, 220 (42.6%) who needed aid to dress, 31
(6.2%) who needed a tube for feeding and 97 (17.9%) who
had problems communicating or understanding (Supple-
mentary Table 2). Outcomesh The co-primary outcomes were the MH and PH domains
of the PROMIS-10. Secondary outcomes included the
GAD-7; PHQ-9; mRS, SF-MoCA and the additional 5
stroke specific questions (walking, toileting, dressing,
tube feeding and communication). Demographic and clinical characteristics associated
with PROMIS‑10 Item missingness (e.g. no more than 30%) within each
measure (or domain) were pro-rata mean imputed [21]. Participants with over 30% of missing items were marked
as missing. For each analysis the residuals were approximately nor-
mally distributed with zero mean and constant variance. Multivariable analysis for MH was associated with pre-
existing diabetes (aMD = − 2.01; 95%CI -3.91, − 0.12;
p = 0.036, Table 2); female sex (aMD = 1.91; 95%CI
0.28, 3.54; p = 0.022); history of stroke (aMD = − 3.62;
95%CI -5.86, − 1.39; p = 0.001); and age (aMD = 0.07;
95%CI: 0.01, 0.14; p = 0.037). PH were associated with
sex (aMD = 2.09; 95%CI 0.54, 3.65; p = 0.008), and his-
tory of stroke (aMD = − 3.05; 95%CI -5.17, − 0.93;
p = 0.005). Thus, worse mental health scores were asso-
ciated previous stroke and pre-stroke diabetes and bet-
ter mental health scores with male sex and age. Worse
physical health scores were associated with previous
stroke and better physical health scores were associated
with male sex. Previous stroke and pre-stroke diabetes
were both statistically significant and clinically important
differences. Demographic and clinical characteristics associated
with clinical outcomes For each analysis the residuals were approximately nor-
mally distributed with zero mean and constant variance. Generalised anxiety using GAD-7 was not found to
be associated with any demographic or clinical char-
acteristics (p > 0.05) (Supplementary Table 3). Worse
PHQ-9 scores were associated with pre-stroke diabetes
(aMD = 2.34; 95%CI 1.17, 3.50; p < 0.001). Lower, and
thus better scores, in the PHQ-9 were associated with sex
(aMD = − 1.27; 95%CI -2.28, − 0.27; p = 0.013), and age
(aMD = − 0.08; 95%CI -0.12, − 0.04), p < 0.001). Patients
with diabetes had increased depression, male exhibited
lower depression, and increasing age had lower depres-
sion (Supplementary Table 4). Discussion We included 549 stroke survivors and found almost half
reported poor physical health. Poorer mental health
(MH) outcomes were associated with age, female sex,
previous stroke and pre-stroke diabetes and worse physi-
cal health (PH) outcomes with female sex and age. The Corrigan et al. BMC Neurology _#####################_ Page 4 of 7 Table 1 Domain specific breakdown of PRO – Breakdown of Mental and Physical domain of the 10 Question PRO across sub-groups of patients. Sub-groups encompass age
groups, sex (male, female), patients who report pre-stroke hypertension, previous TIA, previous stroke and pre-stroke diabetes were reported (N = 549). Results are reported as
poor, fair, good, very good and excellent. Discussion BMC Neurology _#####################_ Corrigan et al. BMC Neurology _#####################_ Page 5 of 7 Table 2 Mean difference of hypertension, TIA, previous stroke, diabetes, sex and age associated with PRO mental health domain. The mean difference (MD) and adjusted MD are reported with associated p-values and intervals. Statistically significant p -values
are reported in bold. As a negative score is associated with worse outcome – a negative value indicates a factor resulting in worse
outcome PROMIS-10 Mental Health domain Mean differences
MD
P-value
(95% CI)
Adjusted MD
P-value
(95% CI)
Pre-Stroke Hypertension
0.24
0.768
(−1.36, 1.84)
0.65
0.435
(−0.97, 2.27)
Previous TIA
−2.01
0.067
(−4.16, 0.14)
−1.67
0.130
(−3.84, 0.49)
Previous stroke
−3.75
0.001
(−5.95, − 1.56)
− 3.62
0.001
(−5.86, − 1.39)
Pre-Stroke Diabetes
−2.20
0.022
(−4.09, − 0.31)
− 2.01
0.036
(− 3.91, − 0.12)
Sex (Male)
1.64
0.048
(0.01, 3.25)
1.91
0.022
(0.28, 3.54)
Age
0.06
0.060
(−0.01, 0.12)
0.07
0.037
(0.01, 0.14) PROMIS-10 Mental Health domain Mean differences pre-stroke diabetes and a worse MoCA and PHQ9
scores across the cohort at the baseline period (Supple-
mentary Table 4 and 6). A diagnosis of diabetes is con-
sidered a high-risk factor for stroke and confers worse
outcomes in terms of overall morbidity, functional out-
comes and readmission or recurrence [32]. Diabetes,
as a comorbidity, has been accepted as being highly
related to overall outcome [27, 33] and the reflection
within the PROMIS-10 measures is not surprising. stroke specific questions [4] suggested that stroke survi-
vors had a high degree of stroke specific comorbidity. g
g
pi
y
The PROMIS-10 has been shown as a feasible instru-
ment in stroke survivors [22–27] and exhibited the
components of patient reported morbidity. Particularly
when considering the high post-stroke prevalence of
PROMIS-10 poor outcomes immediately after stroke. The PROMIS-10 represents an outcome measure that
is real and accessible to the stroke survivor. Work by
Phillipp et al. also demonstrates the instrument across
stroke survivor populations, suggesting it was a valid
and reliable instrument in German stroke surviors [28]. Previously, measures accessing quality of life, such as
the HRQOL, in stroke, has demonstrated that physi-
cal domains are adversely impacted by stroke in diverse
communities [29, 30, 31]. Further assessment of the
PROMIS-10 in broader populations is needed to inte-
grate the tool to wider clinical populations. The study demonstrated that sex was associated with
different outcomes. Discussion Domain specific cut offs (normed against the US population) as delineated by Hays, Spritzer, Thompson and Cella, 2015; Hays, Schalet,
Spritzer and Cella, 2017 – Domain
Table of morbidity outcome domains within PRO Scoring across age, sex and pre-stroke conditions (Hypertension, TIA, stroke and diabetes)
Mental Health domain
Physical health domain
Poor (< 29) Fair (30–40)
Good (41–48) Very Good
(49–56)
Excellent (> 56) Missing
Poor (< 35)
Fair (36–42)
Good (43–50) Very Good
(51–58)
Excellent (< 59) Missing
Total
20 (13%)
101 (18.4%) 141 (25.7%)
149 (27.1%)
97 (17.7%)
41 (7.5%) 202 (36.8%) 122 (22.2%) 139 (25.3%)
37 (6.7%)
6 (1.1%)
43 (7.8%)
Age
18–49
1 (0.2%)
8 (1.4%)
8 (1.4%)
8 (1.4%)
6 (1.1%)
3 (0.5%)
12 (2.2%)
6 (1.1%)
10 (1.8%)
3 (0.5%)
–
3 (0.5%)
50–64
8 (1.4%)
18 (3.2%)
29 (5.3%)
21 (3.8%)
16 (2.9%)
3 (0.5%)
43 (7.8%)
24 (4.4%)
19 (3.4%)
6 (1.1%)
2 (0.4%)
1 (0.2%)
65–74
4 (0.7%)
27 (4.9%)
40 (7.3%)
38 (6.9%)
28 (5.1%(
4 (0.7%)
50 (9.1%)
36 (6.5%)
40 (7.3%)
8 (1.4%)
2 (0.4%)
5 (0.9%)
75–84
5 (0.9%)
37 (6.7%)
41 (7.5%)
53 (9.7%)
33 (6%)
17 (3.1%)
65 (11.8%)
39 (7.1%)
49 (8.9%)
13 (2.3%)
2 (0.4%)
18 (3.2%)
> 85
2 (0.4%)
11 (2%)
21 (3.8%)
27 (4.9%)
14 (2.6%)
14 (2.6%)
31 (5.6%)
15 (2.7%)
20 (26.6%)
7 (9.4%)
–
16 (2.9%)
Sex
Female 10 (1.8%)
45 (8.2%)
60 (10.9%)
59 (10.7%)
34 (6.2%)
24 (4.4%)
88 (16%)
53 (9.7%)
53 (9.7%)
14 (2.6%)
1 (0.2%)
23 (4.2%)
Male
10 (1.8%)
56 (10.2%)
81 (14.7%)
90 (16.4%)
63 (11.4%)
17 (3.1%)
114 (20.7%)
69 (12.6)
86 (15.7%)
23 (4.2%)
5 (0.9%)
20 (3.6%)
Pre-Stroke Hypertension
Yes
9 (1.6%)
58 (10.6%)
73 (13.3%)
78 (14.2%)
52 (9.5%)
19 (3.5%)
100 (18.2%)
76 (13.8%)
71 (12.9%)
19 (3.5%)
1 (0.2%)
22 (4%)
No
11 (2%)
43 (7.8%)
68 (12.4%)
71 (12.9%)
45 (8.2%)
22 (4%)
102 (18.5%)
46 (8.4%)
68 (12.4%)
18 (3.3%)
5 (0.9%)
19 (2%)
Previous TIA
Yes
3 (0.5%)
20 (3.6%)
29 (5.3%)
19 (3.5%)
12 (2.2%)
12 (2.2%)
35 (6.4%)
21 (3.8%)
24 (4.4%)
3 (0.5%)
–
12 (2.2%)
No
17 (3.1%)
81 (14.8%)
112 (20.4%)
130 (23.7%)
85 (15.5%)
29 (5.3%)
167 (30.4%)
101 (18.4%)
115 (20.9%)
34 (6.2%)
6 (1.1%)
31 (5.6%)
Previous stroke
Yes
8 (1.4%)
16 (2.9%
22 (4%)
23 (4.2)
8 (1.4%)
5 (0.9%)
37 (6.7%)
25 (4.6%)
12 (2.2%)
1 (0.2%)
1 (0.2%)
6 (1.1%)
No
12 (2.2%)
85 (15.5%)
119 (21.7%)
126 (22.9%)
89 (16.2%)
36 (6.6%)
165 (30.1%)
97 (17.7%)
127 (23.1%)
36 (6.6%)
5 (0.9%)
37 (6.7%)
Pre-Stroke Diabetes
Yes
6 (1.1%)
30 (5.5%)
38 (6.9%)
36 (6.6%)
13 (2.3%)
1 0.2%)
54 (9.8%)
32 (5.8%)
26 (4.7%)
5 (0.9%)
3 (0.5%)
1 (0.2%)
No
14 (2.6%)
71 (12.9%)
103 (18.8%)
113 (20.6%)
84 (15.3%)
40 (7.3%)
148 (26.9%)
90 (16.4%)
113 (20.5%)
32 (5.8%)
3 (0.5%)
42 (7.7%) Corrigan et al. Discussion When using the PROMIS-10 as an
outcome measure, male sex was associated with bet-
ter cognitive and physical domain scores post-stroke
(Tables 2 and 3). This was comparable with the modi-
fied Rankin scale, (Supplementary Table 3), where male
sex was shown to be associated with better physical
functioning. This is consistent with the literature; worse
post-stroke outcomes have been previously reported
across female patients [34–36]. One large scale study
of post stroke outcomes including > 19,000 people
reported that 3–6 months after stroke women are more
likely to experience disability and worse quality of life
[37]. Further, the PROMIS-10 aligns with clinical risk fac-
tors of stroke. A pre-stroke diagnosis of diabetes is
significantly associated with worse MH PROMIS-10
outcome scores following a stroke. This is mirrored
within the association with other outcome measures; Table 3 Association of hypertension, TIA, previous stroke, diabetes, sex and age on PRO physical health domain. Both crude and
adjusted results are reported with associated p-values and intervals. Statistically significant p-values are reported in bold. As a negative
score is associated with worse outcome – a negative value indicates a factor resulting in worse outcome Table 3 Association of hypertension, TIA, previous stroke, diabetes, sex and age on PRO physical health domain. Both crude and
adjusted results are reported with associated p-values and intervals. Statistically significant p-values are reported in bold. As a negative
score is associated with worse outcome – a negative value indicates a factor resulting in worse outcome PROMIS 10 Physical health domain Mean differences
MD
P-value
(95% CI)
Adjusted MD
P-value
(95% CI)
Pre-Stroke Hypertension
−0.22
0.774
(−1.72, 1.28)
0.19
0.808
(− 1.34, 1.72)
Previous TIA
−1.65
0.111
(−3.67, 0.38)
− 1.25
0.234
(− 3.31, 0.81)
Previous stroke
−3.17
0.003
(−5.27,-1.08)
−3.05
0.005
(− 5.17, −0.93)
Pre-Stroke Diabetes
−1.64
0.071
(−3.44, 0.134)
−1.48
0.107
(−3.27, 0.32)
Sex (Male)
2.02
0.009
(0.50, 3.54)
2.09
0.008
(0.54, 3.65)
Age
0.01
0.724
(−0.05, 0.07)
0.02
0.472
(−0.04, 0.09) PROMIS 10 Physical health domain Mean differences PROMIS 10 Physical health domain Mean differences Corrigan et al. BMC Neurology _#####################_ Corrigan et al. BMC Neurology _#####################_ Corrigan et al. BMC Neurology _#####################_ Page 6 of 7 This study offers a novel insight to the use of a
PROMIS-10 to assess post-stroke quality of life. We
demonstrate the patient outcomes of MH and PH and
highlight association with clinical and demographic risk
factors. Discussion While it must be noted that the PROMIS-10 is
not a direct measure of morbidity, adverse scores in this
instrument globally is likely to correlate strongly with
high morbidity, thus this adds value for the use of PROMs
in clinical practice for the feasible measurement of
patient-reported outcomes. This is important to consider
in the clinical context and may allow a way to understand
physical and mental outcomes, that are significant to a
patient, in a global manner. By using the PROMIS-10 cli-
nicians may potentially enact a more sensitive measure to
indicate morbidity, especially as perceived by the stroke
survivor. In turn, this is likely to add understanding of
individual patient needs and improve quality of care in
conjunction with improvement in quality of life. Additional file 3: Supplementary Table 3. Association of hypertension,
TIA, previous stroke, diabetes, sex and age on clinical outcome measure
– GAD7 . Both crude and adjusted results are reported with associated
p-values and intervals. Statistically significant p -values are reported in
bold. As a higher score is associated with worse outcome – a positive
value indicates a factor resulting in worse outcome. Additional file 3: Supplementary Table 3. Association of hypertension, Additional file 4: Supplementary Table 4. Association of hypertension,
TIA, previous stroke, diabetes, sex and age on clinical outcome measure
– PHQ9 . Both crude and adjusted results are reported with associated
p-values and intervals. Statistically significant p -values are reported in
bold. As a higher score is associated with worse outcome – a positive
value indicates a factor resulting in worse outcome. Additional file 5: Supplementary Table 5. Association of hypertension,
TIA, previous stroke, diabetes, sex and age on clinical outcome meas-
ure – mRS Both crude and adjusted results are reported with associated
p-values and intervals. Statistically significant p -values are reported in
bold. As a higher score is associated with worse outcome – a positive
value indicates a factor resulting in worse outcome. Additional file 6: Supplementary Table 6. Association of hypertension,
TIA, previous stroke, diabetes, sex and age on clinical outcome measure –
SF-MoCA . Both crude and adjusted results are reported with associated
p-values and intervals. Statistically significant p -values are reported in
bold. As a lower score is associated with worse outcome – a negative
value indicates a factor resulting in worse outcome. Ethics approval and consent to participate
f All participants provided the informed consent to participate for the study. All
methods were conducted in accordance with relevant guidelines and regula-
tions. Ethical approval was granted by the NHS Research Ethics Committee
– Wales REC 3–18/WA/0299 - Health and Care Research Wales Support and
Delivery Centre for all the sites. Authors’ contributions JH conceived the study and received funding for the study. AP, AS, BC, and JH
designed the study. AP was the study coordinator supported by AS. AC and
BC developed the statistical analysis plan. Data analysis and interpretation was
carried out by AC and BC. The first draft of the manuscript was carried out by
AC, BC and JH. All authors have drafted final manuscript. The authors read and
approved the final manuscript. Discussion This was a large UK wide prospective multicentre study
that assessed patient reported outcomes. The limitations
to our study are that PROMIS-10 may only be useful in
patients with mild to moderate impairment [28, 38]. While 146 of our subjects (26.9%) reported post-stroke
aphasia, the degree and severity of impairment was not
noted. Therfore, it is unclear if the functional impairment
in communication may hinder the completion of the
PROMIS-10. The use of patient reported tools in patients
that struggle with communication is a current limitation
of all self-reporting measures and should continue to be
considered. Further, validation and standardisation of the
15-question measure, the PROMIS-10 and five additional
reported questions, would be beneficial and allow a more
specific measure of physical health, metal health and
functional-capacity that is specific to a stroke population. Acknowledgements We would like to acknowledgements the More Precise study team – consist-
ing of Amber Corrigan, Alexander Smith, Anna Pennington, Ben Carter and
Jonathan Hewitt. We would further like to acknowledge the lead site investigations at each hos-
pital site; Louise Coombe, Sarah Jones, Jayne Thomas, Sharon Storton, Richard
Dewar, Lindsay Tarasconi, Benjamin Jelly, Walee Sayeed, Maureen Bartley,
Kerry Smith, Sarah Dunne, Sarah Board, Katherine Ahlquist, Angela Kulendran,
Ravneeta Singh, Asis Kumar, Deborah Ward, Rachel Teal, Ken Fotherby and
Radim Licenik. Availability of data and materials The datasets used and/or analysed during the current study are available from
the corresponding author on reasonable request. Supplementary Information The online version contains supplementary material available at https://doi.
org/10.1186/s12883-022-02634-0. Conclusions PROMs such as the PROMIS-10 offer a feasible way to
measure patient reported quality of life. Consent for publication Additional file 1: Supplementary Table 1. Reported Means, Standard
deviation and missingness of measures. *Patients were screened for
PHQ-9 and GAD-7 with the PHQ-4 as per the methods. The total missing-
ness of the PHQ-9 and GAD-7 are reported in regard to the population as
a total, yet not all participants met the requirement for PHQ-9 or GAD-7. Declarations Future research is needed to compare a wider set
of PROMs. Future clinical practice should investigate
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the reliability of the geriatric anxiety inventory in screening for anxiety
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banks: 2005–2008. J Clin Epidemiol. 2010;63(11):1179–94. 32. Lau L, Lew J, Borschmann K, Thijs V, Ekinci E. Prevalence of diabetes and
its effects on stroke outcomes: a meta-analysis and literature review. J
Diabetes Invest. 2018;10(3):780–92. 33. Piernik-Yoder B, Ketchum N. Rehabilitation outcomes of stroke patients
with and without diabetes. Arch Phys Med Rehabil. 2013;94(8):1508–12. 8. Asplund K, Hulter Åsberg K, Appelros P, Bjarne D, Eriksson M, Johansson
Å, et al. The Riks-stroke story: building a sustainable National Register for
quality assessment of stroke care. Int J Stroke. 2010;6(2):99–108. 34. Niewada M, Kobayashi A, Sandercock P, Kamiński B, Członkowska A. Influ-
ence of gender on baseline features and clinical outcomes among 17,370
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y
9. Bevans M, Ross A, Cella D. Patient-reported outcomes measurement
information system (PROMIS): efficient, standardized tools to measure
self-reported health and quality of life. Nurs Outlook. 2014;62(5):339–45. gy
35. Gall S, Phan H, Madsen T, Reeves M, Rist P, Jimenez M, et al. Focused
update of sex differences in patient reported outcome measures after
stroke. Stroke. 2018;49(3):531–5. 10. Mai L, Oczkowski W, Mackenzie G, Shuster A, Wasielesky L, Franchetto
A, et al. Screening for cognitive impairment in a stroke prevention clinic
using the MoCA. Can J Neurol Sci. 2013;40(2):192–7. 36. Reeves M, Bushnell C, Howard G, Gargano J, Duncan P, Lynch G, et al. Sex
differences in stroke: epidemiology, clinical presentation, medical care,
and outcomes. Lancet Neurol. 2008;7(10):915–26. 11. Kroenke K, Spitzer R. The PHQ-9: a new depression diagnostic and sever-
ity measure. Psychiatr Ann. 2002;32(9):509–15. 12. Competing interests p
g
JH is funded by the Stroke Research and Innovation Fund (SRIF) of the Stroke
Implementation Group (SIG) [Welsh Government] - 03 ABUHB. AS is funded by
the Stroke Association (SA PGF 18\100029 Stroke Association Post-Graduate
Fellowship). Additional file 2: Supplementary Table 2. Proportion of responses to
additional five questions, as per Martins et al, in the PRO. AC, BC, AP declare no funding associated with this study. AC, BC, AP, JH and AS report no other non-financial conflicts of interests. AC, BC, AP declare no funding associated with this study. AC, BC, AP, JH and AS report no other non-financial conflicts of interests. Corrigan et al. BMC Neurology _#####################_ Page 7 of 7 Corrigan et al. BMC Neurology _#####################_ 22. Lam K, Kwa V. Validity of the PROMIS-10 Global Health assessed by
telephone and on paper in minor stroke and transient ischaemic attack in
the Netherlands. BMJ Open. 2018;8(7):e019919. Received: 21 August 2021 Accepted: 24 February 2022 Received: 21 August 2021 Accepted: 24 February 2022 24. Alonso J, Bartlett S, Rose M, Aaronson N, Chaplin J, Efficace F, et al. The
case for an international patient-reported outcomes measurement
information system (PROMIS®) initiative. Health Qual Life Outcomes. 2013;11:210. Author details
1 1 Department of Biostatistics and Health Informatics, Institute of Psychiatry,
Psychology & Neuroscience, King’s College London, London, UK. 2 Division
of Population Medicine, School of Medicine, Cardiff University, Cardiff, UK. 3 Aneurin Bevan University Health Board, Newport, South Wales, UK. 23. Rimmele D, Lebherz L, Frese M, Appelbohm H, Bartz H, Kriston L, et al. Outcome evaluation by patient reported outcome measures in stroke
clinical practice (EPOS) protocol for a prospective observation and imple-
mentation study. Neurol Res Pract. 2019;1(1). Received: 21 August 2021 Accepted: 24 February 2022 References 25. Katzan I, Lapin B. PROMIS GH (patient-reported outcomes measure-
ment information system Global Health) scale in stroke. Stroke. 2018;49(1):147–54. 1. Randhawa H, Pearce G, Hepton R, Wong J, Zidane I, Ma X. An investiga-
tion into the design of a device to treat haemorrhagic stroke. Proc Inst
Mech Eng H. 2020;234(4):323–36. 26. Katzan I, Thompson N, Lapin B, Uchino K. Added value of patient-
reported outcome measures in stroke clinical practice. J Am Heart
Assoc. 2017;6(7):e005356. 2. King D, Wittenberg R, Patel A, Quayyum Z, Berdunov V, Knapp M. The
future incidence, prevalence and costs of stroke in the UK. Age Ageing. 2020;49(2):277–82. 27. Zsuga J, Gesztelyi R, Kemeny-Beke A, Fekete K, Mihalka L, Adrienn S, et al. Different effect of hyperglycemia on stroke outcome in non-diabetic and
diabetic patients — a cohort study. Neurol Res. 2012;34(1):72–9. 3. Donkor E. Stroke in the21stCentury: A snapshot of the burden, epidemi-
ology, and quality of life. Stroke Res Treat. 2018;2018:1–10. 3. Donkor E. Stroke in the21stCentury: A snapshot of the burden, epidemi-
ology, and quality of life. Stroke Res Treat. 2018;2018:1–10. 28. Philipp R, Lebherz L, Thomalla G, Härter M, Appelbohm H, Frese M, et al. Psychometric properties of a patient-reported outcome set in acute
stroke patients. Brain Behav. 2021;11(8):e2249. 4. Martins S, Norrving B, Salinas J, Sprinkhuizen S, Schwamm L. Defining an
international standard set of patient-centered outcome measures after
stroke. J Neurol Sci. 2015;357:e394. 4. Martins S, Norrving B, Salinas J, Sprinkhuizen S, Schwamm L. Defining an
international standard set of patient-centered outcome measures after
stroke. J Neurol Sci. 2015;357:e394. 29. Owolabi M. Impact of stroke on health-related quality of life in diverse
cultures: the Berlin-Ibadan multicenter international study. Health Qual
Life Outcomes. 2011;9(1):81. 5. Reeves M, Lisabeth L, Williams L, Katzan I, Kapral M, Deutsch A, Prvu-
Bettger J. Patient-reported outcome measures (PROMs) for acute stroke:
rationale Methods and Future Directions. Stroke. 2018;49(6):1549–56. 5. Reeves M, Lisabeth L, Williams L, Katzan I, Kapral M, Deutsch A, Prvu-
Bettger J. Patient-reported outcome measures (PROMs) for acute stroke:
rationale Methods and Future Directions. Stroke. 2018;49(6):1549–56. 5. Reeves M, Lisabeth L, Williams L, Katzan I, Kapral M, Deutsch A, Prvu-
Bettger J. Patient-reported outcome measures (PROMs) for acute stroke:
rationale Methods and Future Directions. Stroke. 2018;49(6):1549–56. 6. Hays R, Spritzer K, Thompson W, Cella D. U.S. general population esti-
mate for “excellent” to “poor” self-rated health item. J Gen Intern Med. 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. 16. Smith A, Bains N, Copeland L, Pennington A, Carter B, Hewitt J. Morbidity
prevalence estimate at 6 months following a stroke: protocol for a cohort
study. JMIR Res Protoc. 2020;9(6):e15851. 17. Hays R, Schalet B, Spritzer K, Cella D. Two-item PROMIS® global physical
and mental health scales. J Patient Report Outcomes. 2017;1(1). 18. Carter B, Hayes C, Smith A, Pennington A, Price M, Pearson O, et al. A sin-
gle patient reported outcome measure for acquired brain injury, multiple
sclerosis & Parkinson’s disease. PLoS One. 2021;16(6):e0251484. 19. Bloch R. Interobserver agreement for the assessment of handicap in
stroke patients. Stroke. 1988;19(11):1448. 20. Saver J, Filip B, Hamilton S, Yanes A, Craig S, Cho M, et al. Improving the
reliability of stroke disability grading in clinical trials and clinical practice. Stroke. 2010;41(5):992–5. 21. Brain K, Lifford K, Carter B, Burke O, McRonald F, Devaraj A, et al. Long-term psychosocial outcomes of low-dose CT screening: results
of the UK lung Cancer screening randomised controlled trial. Thorax. 2016;71(11):996–1005.
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A Portable Capillary Electrometer
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My IOPscience A Portable Capillary Electrometer A Portable Capillary Electrometer A Portable Capillary Electrometer This content has been downloaded from IOPscience. Please scroll down to see the full text. 1902 Proc. Phys. Soc. London 18 377
(http://iopscience.iop.org/1478-7814/18/1/334) View the table of contents for this issue, or go to the journal homepage for more Download details: Please note that terms and conditions apply. ON A PORTABLE CAPILLARY ELECTROMETER. 377 XXXIV. A Poytable Capillary Electgeometer. B y S. W. J. SMITH,
M.A., Demonstrator in Physbs, Rsyal CoUegc
o j Science, .London.* * Rend December 12, 1902, [Plate V.] [Plate V.] TITIS instrument is a modification of the form of capillary
electrometer represented in the first figure, and consisting
of two wide tubes joined across by a capillary tube which
is cylindrical, and may be horizontal or may slope upwards y
y
y
p
p
Fig. 1. Fig. 2
v-
at any angle from b towards u. The apparatus contains
mercury and sulphuric acid of about maximum conductivity
distributed roughly as shown. A spring-key, like that repre-
sented in the figure, is commonly used with the instrument,
and keeps the platinum terminals PI and P, at the same
potential unless the lever S is depressed. When the lever
is depressed thc potentials of the terminals beconic El aud
* Rend December 12, 1902,
VOL
XVIII
2 D Fig. 2 Fig. 1. Fig. 2
v- g at any angle from b towards u. The apparatus contains
mercury and sulphuric acid of about maximum conductivity
distributed roughly as shown. A spring-key, like that repre-
sented in the figure, is commonly used with the instrument,
and keeps the platinum terminals PI and P, at the same
potential unless the lever S is depressed. When the lever
is depressed thc potentials of the terminals beconic El aud
* Rend December 12 1902 2 D VOL. XVIII. 378 MR. S. W. J. SMITH ON A EB,
which inay, for ex~inple, be the potentials of two points
in a potentiometer circuit. It is the function of the instru-
ment to determine whether these potentials are the same or
different. The nature of the modifications inade in the present electro-
meter is shown in the second figure. To prevent evaporation of the sulphuric acid solution,
without preventing free motion of the liquids within the
apparatus, the wide tubes are closed at the top; but are
joined across by another tube opening into thein as shown. With this arrangement the apparatus is made air-tight, and
can, if desired, be inade air-free by exhaustion of the appa-
ratus before sealing. It is obvious also that the appnratus
can be upset without spilling of the liquid. The two liinbs
are of equal size, and the capillary passes froin the middle of
one to the middle of the other. The apparatus contains
approximately enough mercury to completely fill one limb,
and about half as much sulphuric acid solution. [Plate V.] By suitably
adjusting the distribution of the inercury and the solution in
the two liinbs, the apparatus can be arranged for use with
the capillary tube either horizontal or tilted upwards at R
Considerable angle. The maximum angle of tilt avnilnlole is
increased by increasing the lengths of the limbs in com-
parison with the length of the capillary. It is easy to
construct : ~ n electrometer which can be used with the capillary
at almost any inclination between horizontal and vertical. y
The distribution of the mercury can be altered most easily
by means of a cross-piece provided with a tap, as represented
in the figure by dotted lines. When the tap is open there
is free communication between the mercury in the two limbs,
and the relative amount in each can be altered by tilting
the apparatus. When the tap is closed the two quantities of
mercury are insulated from each other. The addition of this
arrangement tends to complicate the construction of the
instrument, and, although it is very convenient in practice,
it is not indispensable. Any desired changes in the distribu-
tion of the mercury and the solution can usually be effected
without much trouble, by means of the capillary and the
upper cross-tube. To prevent the plittinnm wires forming the clectrodes being
wdted by the acid <olntion, if the npparatm sho~ld acci- 379 PORTABLE CAPILLARY ELECTROMPTEX. dentally, or during transit, be laid on its side or turned up-
side down, the lower ends of the tubes may be drawn out,
:IS shown at P,' and P,' in the second figure, and slightly
constricted above the ends of the platinum terminals. This
precaution may Le dispensed with if the electrodes are formed
by welding pieces of platinum foil, which are afterwards
amalgamated, on to the ends of the wires PI and P,. The
apparatus can then be turned upside down and shaken, so
that the amalgamated foil becomes wetted by the acid, with-
out any further ill-effect being produced than an occasional
slight wandering of the zero of the instrument for a short
time after it is righted again. g
g
Thus, if
it is made of brass, the contacts frequently become unsatis-
factory through surface tarnishing, and if, to avoid this, the
hearing surfaces are made of platinnin the key soriletimes
sh0~~7s
pronounced thermoelectric effects. [Plate V.] Hence
inensuremeiits can be made
with the instrument even if the
zero is altering fairly rapidly. With a key of this kind it is
also obvious that the observa-
tion of the meniscus through
the inicroscope can receive a
very near approach to un-
divided attention. Cornmutators and keys which
ninlie a set of connexioiis in
a prescribed order cnii be con-
structed on the same principlc
th
ti
B
b
Fig. 3. y
g
y
g
-
. between the t u o extreme plati-
num wires, the change of
potential at Pi from E, to E,
and conversely, can be made
almost instantaneously. Hence
inensuremeiits can be made
with the instrument even if the
zero is altering fairly rapidly. With a key of this kind it is
also obvious that the observa-
tion of the meniscus through
the inicroscope can receive a
very near approach to un-
divided attention. Cornmutators and keys which
ninlie a set of connexioiis in
a prescribed order cnii be con-
structed on the same principlc
as the pneumatic Bey above
described. The third figure
represents a combined cominu-
tator and electrometer key. Fig. 3. The U-tube to the left is the key already described, aiid the
double U-tube to the right is the commutator. The positions
of the different wires are so arrtinged with respect to the
levels of the mercury, that it requires greater pressure to
change the contacts in the double U-tube, than in the tube to
the left. The first effect of pressure is to throw the eleciro-
meter into the potentiometer or other circuit, coiinecting PI
Nith El and P2 with E2. On increasing the pressure, the
connexions in the double U-tube arc reversed and PI is coii- Fig. 3. Fig. 3. Fig. 3. Cornmutators and keys which
ninlie a set of connexioiis in
a prescribed order cnii be con-
structed on the same principlc
as the pneumatic Bey above
described. The third figure
represents a combined cominu-
tator and electrometer key. The U-tube to the left is the key already described, aiid the
double U-tube to the right is the commutator. The positions
of the different wires are so arrtinged with respect to the
levels of the mercury, that it requires greater pressure to
change the contacts in the double U-tube, than in the tube to
the left. [Plate V.] Further-and
this
is a point of some importance in a portable instrument-the
key cannot conveniently be fastened on to the same stand as
tho rest of the instrument, for, unless the stand and the
snpport on which it rests are very rigid, the pressure
iiecessary to depress the spring produces sufficient movement
of tho meniscus, by change in the inclination of the capillary
tube dnring the act of depression, to render the detection of
niinutc changes of surface-tension impossible. The usual spring-key has several disadvantages. g
p
The mercury-key, represented in the second figure, is
free froni these disadvantages. It consists, as shown, of a
U-tube closed at one end and cominunicating at the other
with a pneumatic-pressure ball a i d con tainiag niercury in
the bend. Three platinum wires are fused into the tube and
connected as shown. It is obvious that the same change of
contacts is produced by squeezing the ball B, as by depressing
tho lever S in the spring-key. The mercury in this key
takes the place of the lever in the spring-key, and the two
different contacts between it and El and E, reapwtivcly are
hcbre quite definite and practically independent of the amount
of pressure exerted upon the ball B. Further, the contacts
are not exposed directly to the laboratory atmosphere. The
thermoelectric effects are very small since the changing
contacts take place between platinum and mercury which
are almost identical thermoel(~ct~ic:i11~. The warmth com- 2 D 2 380 MR. S. TV. J. SMITII ON A municated to the lrey from thc hand of the operator cnn bc
neglected, and the heat produced by the compression of the
air in the lrey need only be very small. The key can Le
fixed to the same stand as the rest of the apparatus, for even
if the pressure which changes the contacts is npplicd as
suddenly as possible the maximum vertical pressure upon the
stand is only a few grams, whereas in the case of the ordinary
spring-key it inay be 500 grains or inorc. By adjusting the length of the mercury column in thc kcy
so that it is only slightly leas than the length of tlic U-tube
-
. between the t u o extreme plati-
num wires, the change of
potential at Pi from E, to E,
and conversely, can be made
almost instantaneously. * Since this paper NVILS read I have fbuud that mercury keys (similar
in principle to those referred to above) in which tlie tlLermoelectric
effects are redneed to a minimum^ nre clcscribcd by Ihinerlingh Onnr,a,
Legdm C~mmunicnti~s,
NO.
27, p. 37 , 1896. [Plate V.] The first effect of pressure is to throw the eleciro-
meter into the potentiometer or other circuit, coiinecting PI
Nith El and P2 with E2. On increasing the pressure, the
connexions in the double U-tube arc reversed and PI is coii- 351 PORTABLE CAPILLARP ELECTROMETER. iioctecl with E, ancl P, with E,. Hence, when the contacts
c h n g e in tho commutator, we g d a motion of the electrometer
meniscus corresponding to approxiinately twice the difference
of potential between E, and E2,
and so, in this way, the
sensitiveness of the instrument is doubled. While it is clear that to get the minimum thermoelectric
effect in mercury-platinum keys, it would be necessary to use
a method of changing the contacts in which compression of
air in the key does not take place, yct the thermoelectric
electromotive forces which occur in the pneumatic keys
described are much too small to produce an observable effect
upon the readings of the most sensitive capillary electro-
meter *. The sensitiveness of the electrometer, using the simple key
first descrihcd, is such that when the diameter of the wide
tubcs is about 1 cm. and the diameter of the capillary is
about 1 min., a movement of the meniscus perceptible with
certainty in a microscope magnifying 100 times is produced
by a potential-difference equal to .0001 volt. The actual
extent of the movement is somewhat variable, and amounts
usually to about 001 mm. The following numbers, obtained
with apparatus previously described (Phil. Trans. A. 189’3,
vol. cxciii. p. 63), show the effect of comparatively large
polarizing electromotive forces upon the surface-tension
between mercury and sulphuric acid solution of density
1.17 :- 1.17 :- 1.17 :- EMF. Volts. Surface-Tension. 0
Y
0.0202
1.021 y
0.0404
1.040 y
0*0807
1.080 y
0.0605
1,059 y
0*1009
1.097 y y is the ‘‘ naturai” surface-tension between the mercury and
the solution. Its approximate value is 300 ergs per sq. em. Judging from these numbors, it would seem that the surface-
teiision is altered by about one part in 10,000 by a polarizing y is the ‘‘ naturai” surface-tension between the mercury and
the solution. Its approximate value is 300 ergs per sq. em. Judging from these numbors, it would seem that the surface-
teiision is altered by about one part in 10,000 by a polarizing 382 BlR. S. W. J. SMITH ON h E.M.F. [Plate V.] of -0001 volt. I n the case in which tho capillary-
tube is horizontal and the wide tubes are vertical, the relation
between the motion of the meniscus ax and the corresponding
change in surface-tension 6y is expressed approximately by a9p g 6x=Ac6y if we assume that the capillary and wide tubes are of uniform
cross-section-a
being the' area of cross-section of the capil-
lary, c its circumference, A the area of cross-section of the
wide tubes, and p the sum of the densities of the mercury
and the solution. From this formula it would appear possible
to produce il much larger movement of the meniscus than
-01 Rim. by means of a potential-difference of ,0001 volt by
using a very narrow capillary, especially if the cross-
section of the capillary were elliptical instead of circular. It is found in practice, however, that the motion of the
meniscus under minute polarizing forces is controlled very
largely by stickiness and accompanying changes in the
angle of contact between the liquids and the glass, and
by variation in the cross-section of the tube at the place
where the meniscus rests. The Sensitiveness of the instru-
nient to small electromotive forces is practically as great
when the diameter of the capillary is 1 min. as when it is
very much less. A very narrow capillary is less easy to
manipulate than a comparatively wide one (about 1 mm. in
diameter) and is only advantageous when it is desirable that
the capacity oE the instrument should be as small as possible,
or that its action should be as rapid as possible. In the latter
case the length of the capillary should also be small. g
p
y
I f the capillary-tube, instead of being horizontal, is inclined
sat an angle 8 to the horizontal, the equation given above
becomes ag{(pl + p&/A . COS 8 + (pl -pz) sin 0) 6z= c ay,
in which pl is the density of the mercury, and pa that of the
solution. [Plate V.] From this equation it follows : (1) that if 8 is posi-
tive (mercury thread sloping upwards towards the meniscus)
the sensitiveness is not increased appreciably by making A
very large in comparison with a, unless 6 is very small ; and
(2) that if 8 is negative (meniscus at lowest part of thread)
the mercury becomes unstable when 8 i 5 numerically greater
than tan-' (pl + pz)u/(p, - p z ) A, i. e. when 8 is numerically PORTABLE CAPILLART ELECTROMETER. 383 greater than ufA approximntely, since in order that the
polarization inay be practically confined to the capillary
electrode, the ratio u/A must be small. It also follou~
that if it were proposed to design an instrument which should
have the utmost sensitiveness possible, attention would have
to be paid to the straightness of the capillary as well as to
the uniformity of its cross-section. I t is not necessary,
however, to take tho precautions here indicated in order to
obtain the sensitiveness already quoted j it may be obtained
with almost any capillary-tube chosen at random, and with
0 having such a positive value that the restoring force for a
small displacement is considerable enough to render the
instruincnt cnsy to work with. The sensitiveness of *0001 volt, which is obtainable with-
out any difficulty if the mercury is clean, is sufficient for a
great many measuroments in which the electrometer can be
einployed, and for these the electrometer (which for the pur-
pose in qucstion is really a surface-tension galvanometer) is
mow conveiiieiit than an ordinary galvanometer with a sus-
pended magnetic system. The electrometer is much more
easily set up than an ordinary galvanometer. There is no
suspension, no lamp and scale, and, practically, no levelling ;
but it is advisable when working with the instrument that
the potential of El should never be more than a few tenths
of n volt less, or more than about a volt greater, than the
potential of E2. These conditions of working are, in general,
not difficult to satisfy. If the potential-differences applied
exceed either of the limits above mentioned, it is sninetimes
necessary to run some of the mercury through the capillary
tube in order to get the instruineiit again into its best working
orclcr. RABCAB=VA-VB+EAB. . . . . (2)
* Read January 33, 1903. [Plate V.] The capillary electrometer is already used almost
universally in physico-chemical laboratories, and the modi-
fications herein suggested may, perhaps, have the effect of
slightly extoilcling the sphere of its usefulness. The accoin-
panying Plate V., taken from a photograph, represciits one
forin of the instrument clescribcd. Its size is about two-fifths of
that of the actual instrument. Tho arrangeincat of the different
parts will be obvious from tlic doscription alrencly given. The illumination of the end of tho mercury-thread is: effected
by means of a concave mirror a t t d ~ e d to the base of the
instrument. 384 PROF. L. R. WILBEHFORCE : ELEMENTARY and the application of Ohm's Inw gives us IL series whose
Q
( )
type is DISCUSSIO Dr. R. T. GLAZEBROOK
congratulated the author, and said
that workers with the capillary electrometer would appre-
ciate the improvements introduced. He said that the author
had given the minimum E.M.F. which the instrument could
detect, and asked what was the maximum E.M.F. which
could be safely applied. H e referred to the advantages of
the mercury keys exhibited, and remarked that, by their use,
many difficulties were obviated. y
Dr. LEHFELDT
said the mercury keys were improvements
on those used by Prof. Onnes. In these keys the contacts
were chmged by the motion of mercury brought about by
tilting. The tubes containing the mercury were exhausted
to prevent oxid a t' ion. p
Mr. S I V I I ~ ,
in reply to Dr. Glazebrook, said that, roughly,
the maxiinum E.M.F. should not exceed half a volt. xxxv. Note on an Elementary Treatment of Conducting
B y I;. R. WILBERFORCIE,
JLA., Pvofessor of
Networks. Physics at University College, Liverpool *. IT may be worth while to point out that the well-known
reciprocal relations between the parts of a conducting net-
work can be readily established without an appeal to the
properties of determinants. p
p
Let A, B, C, D,. . .,be a number of points connected by
conductors AB, AC, AD,, . ,, BC, BD, . , ., CD, . . ,, of resist-
ances RAD, ..., and suppose that currents &A, , .., are led
into the network at the points A, . . ., from without, subject
to the condition &A + QB + . . . =0, and that internal electro-
motive forces, EBB, . . ., act in the conductors in the directions
AB,. . .. Let the currents in the conductors bo CAB, . . .,
and let the potentials at A, . . ., be VA, . . .. The fact that
there is no continuous accumulation of electricity at any point
gives us a series of equations whose type is :- q
yp
QA= CAB + CAC + . . . . . . . . (1) q
yp
QA= CAB + CAC + . . . . . . . . (1) and the application of Ohm's Inw gives us IL series whose
( )
type is (2) i ’ , ~ l l l ~ . i~ld.l,$. “%V. I-,4/* .y j - / J J , PI. 1,.
|
https://openalex.org/W4313361335
|
https://www.mdpi.com/2075-5309/13/1/89/pdf?version=1672383146
|
English
| null |
Nonlinear Stochastic Seismic Response Analysis of Three-Dimensional Reinforced Concrete Piles
|
Buildings
| 2,022
|
cc-by
| 15,108
|
Article
Nonlinear Stochastic Seismic Response Analysis of
Three-Dimensional Reinforced Concrete Piles Hongqiang Hu 1,2,3,4, Gang Gan 2,3,*, Yangjuan Bao 5,*, Xiaopeng Guo 6, Min Xiong 7, Xu Han 8,
Kepeng Chen 2,3,4
, Linyong Cui 7 and Lin Wang 7 1
College of Engineering, Zhejiang University City College, Hangzhou 310015, China 2
The Architectural Design & Research Institute of Zhejiang University Corporation Limited,
Hangzhou 310028, China g
3
Center for Balance Architecture, Zhejiang University, Hangzhou 310028, China 3
Center for Balance Architecture, Zhejiang University, Hangzhou 310028, China
4
College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, China Center for Balance Architecture, Zhejiang University, Hangzhou 310028, China
4
College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, China
5
School of Civil Engineering and Architecture, Zhejiang University of Science & Technology,
Hangzhou 310023, China 5
School of Civil Engineering and Architecture, Zhejiang University of Science & Technology,
Hangzhou 310023, China 6
Xi’an Center of Geological Survey, China Geological Survey, Xi’an 710054, China
7
Department of Geotechnical Engineering College of Civil Engineering Tongji University 6
Xi’an Center of Geological Survey, China Geological Survey, Xi’an 710054, China 6
Xi’an Center of Geological Survey, China Geological Survey, Xi’an 710054, China
7
Department of Geotechnical Engineering, College of Civil Engineering, Tongji University,
Shanghai 200092, China
8 8
China Railway Siyuan Survey and Design Group Corporation Limited, Wuhan 430063, China 8
China Railway Siyuan Survey and Design Group Corporation Limited, Wuhan 430063, China
*
Correspondence: gang@zuadr.com (G.G.); yangjuanbao@zust.edu.cn (Y.B.) *
Correspondence: gang@zuadr.com (G.G.); yangjuanbao@zust.edu.cn (Y.B.) Abstract: A reliable assessment and design of engineering structures requires appropriate estimation
and consideration of different sources of uncertainty. The randomness of seismic ground motion is
one major uncertainty that needs to be considered from the perspective of performance-based earth-
quake engineering. To properly account for this uncertainty and its corresponding effect on pile
foundations, a stochastic seismic response analytical framework based on a probability density
evolution method and a stochastic ground motion model is proposed for the nonlinear stochastic
seismic response analysis of pile foundations. A three-dimensional finite element model of a re-
inforced concrete pile with a large diameter embedded in the soil foundation is firstly established
and calibrated using the full-scale lateral load test results from the literature, in which the nonlinear
behavior of soil, the soil–pile interaction, the concrete damaged plasticity, and the steel yielding
of the pile are properly modeled. Article
Nonlinear Stochastic Seismic Response Analysis of
Three-Dimensional Reinforced Concrete Piles Then, the calibrated three-dimensional numerical model is em-
ployed as an illustrative example for the stochastic seismic response analysis using the proposed
framework. The mean, standard deviation, and probability density function of pile settlement and
the dynamic reliabilities of the pile concerning various performance requirements are obtained in
the present study. The settlements of the pile show great variability under the excitation of various
stochastic ground motions, and the maximum mean value of the pile settlements is about 8 mm. The changing shape of the settlement probability density functions in every moment demonstrates
that it is unreasonable to use assumed probabilistic distribution models to characterize the seismic
responses of pile foundations during a seismic reliability analysis. Based on the proposed method, it
is found that the dynamic reliabilities of the selected reinforced concrete pile concerning four different
performance levels are 0, 0.1293, 0.8247, and 1, respectively. The proposed stochastic seismic response
analytical method in the present study can provide a proper and comprehensive way to quantify
various uncertainties and their corresponding effects on the seismic performance of pile foundations. It can also be used to estimate the actual reliability level of pile foundations that are designed by the
current codes when they are subjected to seismic loads. buildings buildings buildings buildings Keywords: reinforced concrete pile; soil-pile interaction; stochastic ground motion; nonlinear stochas-
tic dynamic analysis; three-dimensional finite element model Citation: Hu, H.; Gan, G.; Bao, Y.;
Guo, X.; Xiong, M.; Han, X.; Chen, K.;
Cui, L.; Wang, L. Nonlinear
Stochastic Seismic Response Analysis
of Three-Dimensional Reinforced
Concrete Piles. Buildings 2023, 13, 89. https://doi.org/10.3390/
buildings13010089 Citation: Hu, H.; Gan, G.; Bao, Y.;
Guo, X.; Xiong, M.; Han, X.; Chen, K.;
Cui, L.; Wang, L. Nonlinear
Stochastic Seismic Response Analysis
of Three-Dimensional Reinforced
Concrete Piles. Buildings 2023, 13, 89. https://doi.org/10.3390/
buildings13010089 Received: 27 October 2022
Revised: 27 November 2022
Accepted: 2 December 2022
Published: 30 December 2022 Received: 27 October 2022
Revised: 27 November 2022
Accepted: 2 December 2022
Published: 30 December 2022 1. Introduction Pile foundation has been widely used in the design of various kinds of engineering
structures and infrastructures, and the performance assessment of pile foundations is
consequently of great significance [1]. However, much of the literature has shown that
the bearing capacity and performance of piles are greatly affected by various sources
of uncertainty (e.g., soil properties, structural parameters, geometrical parameters, and
external loading conditions), and it is better to resort to probability theory and reliability
methods for the quantification of these effects. In recent decades, the bearing capacity and the response of pile foundations under the
effects of various sources of uncertainty have been well investigated. Various probabilistic
methods, such as approximate moment methods [2–6], response surface methods [3,7–9],
and Monte Carlo simulation [5,10–12], have been used to combine different empirical
methods, analytical methods, and numerical models of pile foundations to analyze the
probabilistic characteristics of piles under axially/laterally loads. The uncertainty of soil
properties is the main factor that has been considered in these studies by modeling soil
properties as random variables [3,7–9] and random fields [4,10,11,13,14]. The uncertainties
of the pile parameters and loading conditions (horizontal and axial loads) have also been
taken into account by including them as random variables (e.g., [3,6,15]). For instance,
Huh et al. [3] performed the probabilistic reliability estimation of an axially loaded pile by
integrating the response surface method, the finite difference method, and the first-order
reliability method, in which the uncertainties of the load condition, the pile material, the
sectional property of the pile, and the soil properties were explicitly considered. Haldar and
Babu [10] used the Monte Carlo simulation approach combined with the finite difference
program (FLAC) to analyze the effect of soil spatial variability on the responses of a
laterally loaded pile in undrained clay. Kozubal et al. [8] evaluated the reliability of a
pile under lateral loads by varying soil properties, in which linear elastic soil constitutive
model and a random variable model were used. Zhang et al. [11,12] studied the effect of
spatial variability of undrained shear strength of soil on the bearing capacity of piles under
horizontal loading. In most of previous studies, the pile is usually regarded as the beam
placed vertically in the soil foundation, and the soil around the pile is usually represented
by a series of springs and the soil–structure interaction is investigated by analyzing the
load–displacement curves. Copyright:
© 2022 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 (https://
creativecommons.org/licenses/by/
4.0/). Keywords: reinforced concrete pile; soil-pile interaction; stochastic ground motion; nonlinear stochas-
tic dynamic analysis; three-dimensional finite element model https://www.mdpi.com/journal/buildings Buildings 2023, 13, 89. https://doi.org/10.3390/buildings13010089 Buildings 2023, 13, 89 2 of 19 1. Introduction However, regarding the reliability analysis of pile foundations, most studies only
focus on the static performance of axially/laterally loaded piles. The seismic reliability
analysis of pile foundations is still limited. For instance, Liu and Zhang [16] employed
the random field finite element method to examine the seismic responses of a pile–raft
system by considering the randomness in the maximum shear modulus of soils using
three-dimensional random fields. Only one input ground motion was input in their study,
and the statistical results were analyzed using the Monte Carlo simulation. Esposito et al. [17]
assessed and compared the reliability of single vertical pile foundations subjected to various
seismic loads. They also investigated if the seismic geotechnical design in Canadian code
achieved similar reliability levels as those aimed at by other static designs. However, in the
study of Esposito et al. [17], only ten realizations of the site were produced in the seismic
reliability analysis of axially loaded piles to represent the soil variability at the site. On the one hand, in most of the existing studies, the reliability analysis of pile founda-
tions is conducted at a static level. However, in the seismic fortification areas, the reliability
of piles needs to be well understood and investigated under seismic loading condition. Under the seismic condition, there is a serious coupling effect of material nonlinearity
with randomness, which significantly improves the difficulty of calculating the seismic
reliability of pile. Furthermore, most of the existing reliability analysis of pile founda-
tions only considered the uncertainty of soil parameters. The randomness of earthquake
loading is another important factor that cannot been neglected in the seismic performance
analysis of pile foundations because lots of studies have revealed that the main source
of uncertainty and the crucial uncertain factor in the seismic performance evaluation of Buildings 2023, 13, 89 3 of 19 3 of 19 geotechnical structures is the randomness of ground motion [17–24]. For example, in the
study of Esposito et al. [17], only ten realizations of the site were produced in the seismic
reliability analysis of axially loaded vertical piles to represent the soil variability at the site,
and they thought it was sufficient because the ground motion variability had the largest
impact on the site response and the pile performance. 1. Introduction As a consequence, the understanding
of the effect of ground motion randomness on the seismic performance of pile foundations
is far behind the understanding of the effect of soil variability on the static and dynamic
behaviors of pile foundations. Additionally, among the studies concerning the reliability
analysis of pile foundations, the pile is always treated as a structural beam or entity element
with elastic properties, without considering the physical and mechanical characteristics
of concrete and rebar. Under a huge lateral load and an earthquake load, plasticity and
damage behaviors (e.g., plastic strains, concrete cracking, and steel yielding) will develop
in this system according to post-earthquake investigations, experiments, and numerical
simulations (e.g., [25–31]). Neglecting such effect might not acquire the realistic results
with regard to the reliability analysis of pile foundations. g
y
y
p
On the other hand, the approximate moment methods and the response surface
methods are usually used in the static reliability analysis of piles, which need to obtain the
limit state functions of piles. It can generally obtain satisfactory and reliable results in static
cases. However, under a seismic condition, the coupling effect of randomness and soil
nonlinearity will lead to a complex analysis of structural seismic performance and it is quite
difficult to obtain the explicit expression of the limit functions of pile foundations. Although
the Monte Carlo simulation avoids the influence of nonlinear limit state equation as long as
there have been sufficient runs of the simulation, it has low computational efficiency and
has the problem of random convergence. The calculation burden will increase sharply if
it needs to be combined with the dynamic time history analysis for the seismic dynamic
problem. As a consequence, it is necessary to employ a more efficient and reliable stochastic
dynamic analytical method to investigate the stochastic seismic responses and the seismic
reliability of this kind of complicated soil–structure system. In the present study, to avoid the deficiencies mentioned above for the dynamic
reliability analysis of pile foundations, an efficient stochastic dynamic method, namely the
probability density evolution method (PDEM), is proposed for the nonlinear stochastic
seismic response analysis of pile foundations. Firstly, the proposed framework for the
stochastic dynamic analysis of pile foundations, including the theory of PDEM and the
quantification of the uncertainty of seismic ground motions, is introduced. 1. Introduction Secondly, a
three-dimensional finite element model of a reinforced concrete (RC) pile embedded in
sandy soils under horizontal loading is modeled to calibrate the model using the results
from a full-scale field load test. This calibrated model is then extended to earthquake
scenarios for the stochastic dynamic analysis in the present study. Finally, the stochastic
seismic responses under the effect of earthquake randomness, including probabilistic
settlement of pile and dynamic reliability, are presented. 2. Framework of Stochastic Dynamic Response Analysis
2.1. Probability Density Evolution Method 2. Framework of Stochastic Dynamic Response Analysis
2.1. Probability Density Evolution Method A pile foundation with various sources of uncertainty under the excitation of uncertain
load can be regard as a multiple-degree-of-freedom stochastic dynamical system according
to stochastic dynamics, and its balance equation can be written as follows: M(Θ
.. )Z + D(Θ)
. Z + R(Θ)Z = F(Θ, t)
(1) M(Θ
..
)Z + D(Θ)
.
Z + R(Θ)Z = F(Θ, t) (1) where M and D are the mass and the damping matrix, respectively; R is the linear or nonlinear
restoring force vector; F is the random excitation vector; and
.. Z,
. Z and Z are the seismic accel-
eration, velocity, and displacement vectors of the system, respectively. Θ is the parameter that
reflects the uncertainties in the system and external excitation. It is a multi-dimensional ran-
dom parameter vector with joint probability density function of ρΘ(θ), and θ = (θ1, θ2, . . . θn,) where M and D are the mass and the damping matrix, respectively; R is the linear or nonlinear
restoring force vector; F is the random excitation vector; and
.. Z,
. Z and Z are the seismic accel-
eration, velocity, and displacement vectors of the system, respectively. Θ is the parameter that
reflects the uncertainties in the system and external excitation. It is a multi-dimensional ran-
dom parameter vector with joint probability density function of ρΘ(θ), and θ = (θ1, θ2, . . . θn,) Buildings 2023, 13, 89 4 of 19 is the sample realization of the random parameter vector Θ. Only the uncertainty of seismic
load was considered in the present study; thus, the Θ only denotes the randomness of input
ground motions, and it can be used to combine with stochastic ground motion model in the
following section to quantify the randomness of earthquake. g
q
y
q
The solution for the above equation Z(t) exists and depends on the basic random
variable Θ, time, and initial condition. The most refined stochastic seismic response
analysis of a stochastic system is from the perspective of probability density function (PDF). According to the theory of description of random events, which is based on the principle of
probability conservation, the generalized probability density evolution (GPDE) equation
that governs the joint PDF of pile foundations can be written as follows [32–36]: ∂ρZΘ(z, θ, t)
∂t
+ ∑
m
q=1
. Zq(θ, t)∂ρZΘ(z, θ, t)
∂zq
= 0
(2) (2) where ∂ρZΘ(z, θ, t) is the joint PDF of Z and Θ at time t; z is the realization of Z; and
. Zq(θ, t)
is the velocity in the condition of {Θ = θ} and can also be expressed as
. Zq(θ, t) = ∂Z(θ,t)
∂t
. M(Θ
..
)Z + D(Θ)
.
Z + R(Θ)Z = F(Θ, t) The initial condition of the GPDE equation is as follows: ρZΘ(z, θ, t)|t=0 = δ(z −z0)ρZΘ(θ)
(3) (3) where δ denotes Dirac’s delta function, and z0 is the initial value of Z. If only one seismic
response of pile foundations is of interest in each stochastic analysis, the dimension of
Equation (2) is reduced to a one-dimensional GPDE equation (q = 1): ∂ρZΘ(z, θ, t)
∂t
+
. Z(θ, t)∂ρZΘ(z, θ, t)
∂z
= 0
(4) (4) By solving the equation, the instantaneous PDF ρZ(z, t) of seismic response Z(t) can
be acquired as follows: By solving the equation, the instantaneous PDF ρZ(z, t) of seismic response Z(t) can
be acquired as follows: ρZ(z, t) =
Z
ΩΘ ρZΘ(z, θ, t)dθ
(5) (5) where ΩΘ is the distribution space of Θ. However, the closed-form solution of
Equations (2) and (4) is only available for simple cases, for instance, the single-degree-
of-freedom system. For the most complicated systems, the closed-form solution of the
GPDE equation is difficult to obtain because it is difficult and sometimes even impossible
to acquire the analytical solution for the seismic response of multidimensional nonlinear
system under seismic excitation [36–38]. A numerical strategy, such as the finite difference
method [34,36], is consequently usually employed to solve the GPDE equation to obtain
the stochastic seismic results of the system. More information about the solving process
can be found in Li and Chen [36]. where ΩΘ is the distribution space of Θ. However, the closed-form solution of
Equations (2) and (4) is only available for simple cases, for instance, the single-degree-
of-freedom system. For the most complicated systems, the closed-form solution of the
GPDE equation is difficult to obtain because it is difficult and sometimes even impossible
to acquire the analytical solution for the seismic response of multidimensional nonlinear
system under seismic excitation [36–38]. A numerical strategy, such as the finite difference
method [34,36], is consequently usually employed to solve the GPDE equation to obtain
the stochastic seismic results of the system. More information about the solving process
can be found in Li and Chen [36]. By combining the equivalent extreme-value event and the first-passage probability [39,40]
with the GPDE equation, the PDF and cumulative distribution function (CDF) of the extreme
value of the seismic responses of a system can also be obtained and, thus, can be used to
analyze the seismic reliability of pile foundations. 2.2. Quantification of Randomness of Input Ground Motions The randomness of seismic load is always quantified by a set of ground motions
selected from an earthquake database or generated by stochastic ground motion models. However, it is difficult to select a suite of seismic records that can meet the requirement of
the same local site conditions for stochastic analysis. As a consequence, stochastic seismic
ground motion models are often used to generate a suite of artificial seismic ground motions,
that can easily meet some requirements of site conditions, for the stochastic seismic analysis
of various structural systems. In the present study, a random-function-based spectral
representation method [34,41,42], combined with a design spectrum in Chinese seismic
code, was used to generate 144 fully non-stationary synthetic motions for the stochastic Buildings 2023, 13, 89 5 of 19 seismic response analysis of the pile foundation in the present study. Using this method,
the fully non-stationary stochastic ground motions G(t) can be modeled as follows: seismic response analysis of the pile foundation in the present study. Using this method,
the fully non-stationary stochastic ground motions G(t) can be modeled as follows: G(t) = ∑N
k=1
p
2SG(t, ωk)∆ω ∗[cos(ωkt)Xk + sin(ωkt)Yk]
(6) (6) where SG is the evolutionary power spectral density function; ωk = k∆ω and ∆ω is
the frequency interval; t is the time; and {Xk, Yk}(k = 1, 2, 3 . . . N) is a set of standard
orthogonal random variable that can be defined as the function of basic random variables
based on the theory of stochastic function [41]: Xk =
√
2 cos(kθ + π/4)
Yk =
√
2 cos(kθ + π/4)
k = 1, 2, · · · , N
(7) (7) where θ is a basic random variable satisfying the uniform distribution in the interval [−π, π]. To account for the nonstationary characteristics of amplitude and frequency, the evolu-
tionary power spectral density function needs to add an intensity modulation function: (
f (t) =
t
c exp
1 −t
c
d
SG(t, ω) = f (t) ∗Sg(t, ω)
(8) (8) where Sg(t, ω) is the power spectral density function that has not considered the nonsta-
tionary characteristics of amplitude and frequency; f(t) is the intensity modulation function;
c is the time of peak value; and d is the shape control index of f(t). 2.2. Quantification of Randomness of Input Ground Motions If
the error ε is larger than 0.05, the following response spectrum correction formula can be
used to perform a series of iteration until the error ε is less than 0.05 [41,42]:
𝜀= ቚ
ௌഀ(ఠ,క) ௌೖ(ఠ,క)
ௌഀ(ఠ,క)
ቚ
(12)
where 𝑆ఈ(𝜔, 𝜉) is the standard response spectrum and 𝑆(𝜔, 𝜉) is the average response
spectrum of generated stochastic ground motions, respectively. The error ratio 𝜀 is con-
trolled to be less than 0.05 during the generation of stochastic ground motions [41,42]. If
the error 𝜀 is larger than 0.05, the following response spectrum correction formula can be
used to perform a series of iteration until the error 𝜀is less than 0 05 [41 42]: where Sα(ω, ξ) is the standard response spectrum and Sk(ω, ξ) is the average response
spectrum of generated stochastic ground motions, respectively. The error ratio ε is con-
trolled to be less than 0.05 during the generation of stochastic ground motions [41,42]. If
the error ε is larger than 0.05, the following response spectrum correction formula can be
used to perform a series of iteration until the error ε is less than 0.05 [41,42]:
𝜀= ቚ
ௌഀ(ఠ,క) ௌೖ(ఠ,క)
ௌഀ(ఠ,క)
ቚ
(12)
where 𝑆ఈ(𝜔, 𝜉) is the standard response spectrum and 𝑆(𝜔, 𝜉) is the average response
spectrum of generated stochastic ground motions, respectively. The error ratio 𝜀 is con-
trolled to be less than 0.05 during the generation of stochastic ground motions [41,42]. If
the error 𝜀 is larger than 0.05, the following response spectrum correction formula can be
d t
f
i
f it
ti
til th
i l
th
0 05 [41 42] S(i+1)
g
(ω, ξ) = S(i)
g (ω, ξ) ∗S2
α(ω, ξ)/S2
k(ω, ξ)
(13)
[
]
𝑆
(ାଵ)(𝜔, 𝜉) = 𝑆
()(𝜔, 𝜉) ∗𝑆ఈ
ଶ(𝜔, 𝜉)/𝑆
ଶ(𝜔, 𝜉)
(13) (13) With the above process, a set of fully non-stationary stochastic ground motions that
are consistent with the target seismic responses spectrum in the Chinese seismic code can
be generated to quantify the randomness of earthquake. To reflect local site effect on the
seismic ground motions, the seismic response spectrum of a site type similar to the site
where the adopted RC pile is located is used to acquire the power spectral density function
for the generation of seismic ground motions, because the seismic response spectrum
(Equation (10)) has already considered site effect in the Chinese seismic code. 2.2. Quantification of Randomness of Input Ground Motions To generate a set of fully non-stationary random ground motions consistent with the
target seismic response spectrum, the power spectral density function that is transformed
from the response spectrum in the Chinese seismic code [43] is utilized based on the
following transforming equation [44]: Sg(t, ω) = −ξ
πω
S2
α(ω, ξ)
ln
−π
ωb ln(1 −p)
(9) (9) where Sα(ω, ξ) is the absolute acceleration response spectrum with natural frequency
ω = 2π/T0 and damping ratio ξ; T0 is the natural vibration period of single-degree-of-
freedom structure; b is the duration of earthquake; and p is the exceeding probability of
response spectrum. p
p
In the Chinese seismic code [43], the seismic response spectrum can be determined as follows: Sα(ω, ξ) = Sα(T0, ξ) =
[0.45 + (10η2 −4.5)T]αmax ∗g
0 < T ≤0.1
η2αmax ∗g
0.1 < T ≤Tg
g ∗
Tg
T
γ
η2αmax ∗g
Tg < T ≤5Tg
η2 · 0.2γ −η1
T −5Tg
αmax ∗g
5Tg < T
(10) (10) where T is the natural period of system; g is the gravitational acceleration; Tg is the natural
period of site; αmax is the maximum value of seismic influence coefficient; η2 is the damping
adjustment coefficient; η1 is the slope adjustment coefficient; and γ is the attenuation index. η2, η1 and γ can be determined as follows:
η2 = 1 +
0.05−ξ
0.08+1.6ξ
η1 = 0.02 + 0.05−ξ
4+32ξ
γ = 0.9 + 0.05−ξ
0.3+6ξ
(11) (11) The error ratio between the standard response spectrum and the average response
spectrum of generated stochastic ground motions can be defined as the following fitting error: ε =
Sα(ω, ξ) −Sk(ω, ξ)
Sα(ω, ξ)
(12) (12) Buildings 2023, 13, 89 6 of 19 where Sα(ω, ξ) is the standard response spectrum and Sk(ω, ξ) is the average response
spectrum of generated stochastic ground motions, respectively. The error ratio ε is con-
trolled to be less than 0.05 during the generation of stochastic ground motions [41,42]. 2.2. Quantification of Randomness of Input Ground Motions In the present
study, a suite of seismic ground motions consisting of 144 acceleration time histories with
a mean peak ground acceleration of 0.1 g are generated to quantify the randomness of
input seismic ground motions. Figure 1 presents four typical generated acceleration time
histories, and it shows that different ground motions have different intensities and spectral
characteristics. Figure 2 shows the comparison between the average response spectrum of
144 stochastic ground motions and the target standard response spectrum in the Chinese
seismic code [43]. The relatively good consistency between these two lines validates the
reasonability of the generated seismic ground motions used in the present study. With the above process, a set of fully non-stationary stochastic ground motions that
are consistent with the target seismic responses spectrum in the Chinese seismic code can
be generated to quantify the randomness of earthquake. To reflect local site effect on the
seismic ground motions, the seismic response spectrum of a site type similar to the site
where the adopted RC pile is located is used to acquire the power spectral density function
for the generation of seismic ground motions, because the seismic response spectrum
(Equation (10)) has already considered site effect in the Chinese seismic code. In the pre-
sent study, a suite of seismic ground motions consisting of 144 acceleration time histories
with a mean peak ground acceleration of 0.1 g are generated to quantify the randomness
of input seismic ground motions. Figure 1 presents four typical generated acceleration
time histories, and it shows that different ground motions have different intensities and
spectral characteristics. Figure 2 shows the comparison between the average response
spectrum of 144 stochastic ground motions and the target standard response spectrum in
the Chinese seismic code [43]. The relatively good consistency between these two lines
validates the reasonability of the generated seismic ground motions used in the present
study. Figure 1. Four typical acceleration time histories generated in the present study. 0
5
10
15
-200
-100
0
100
200
Acceleration(cm/s2)
Synthetic motion 1
0
5
10
15
-200
-100
0
100
200
Acceleration(cm/s2)
Synthetic motion 48
0
5
10
15
-200
-100
0
100
200
Time (s)
Acceleration(cm/s2)
Synthetic motion 96
0
5
10
15
-200
-100
0
100
200
Time (s)
Acceleration(cm/s2)
Synthetic motion 144
Figure 1. Four typical acceleration time histories generated in the present study. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model To illustrate the application of PDEM in the nonlinear stochastic seismic response
analysis of RC piles, a large-diameter bored RC pile documented in the literature is adopted
for the case study. It has to be noted that it is better to use the shaking table test results to
calibrate the finite element model for the dynamic behavioral analysis of pile foundations. However, most of the shaking table tests of pile foundations have been conducted in model
scale and cannot fully reflect the seismic behavior of prototype pile foundations. In addition,
model-scale tests have usually neglected the characteristics of concrete and rebar by simply
using elastic materials without rebars. Thus, to investigate the seismic behavior of full-scale
pile foundations with consideration of site effect and the prototypical characteristics of
soil, concrete, and rebar, the prototype concrete pile with field measurement results from
the full-scale lateral loading tests in Huang et al. [27] is consequently adopted to calibrate
and validate the three-dimensional finite element model of the RC pile developed in the
present study; this is because cyclic horizontal load test can also be used to investigate
the seismic behavior of pile [45–47]. The available experimental results from the full-scale
horizontal loading tests are firstly used to calibrate the parameters of soil and the RC pile
in the three-dimensional finite element model. Then, a suite of stochastic ground motions
(144 stochastic ground motions described in Section 2.2) is input into the numerical model
for the nonlinear stochastic seismic response analysis. A set of full-scale lateral loading tests of bored and driven precast piles has been
performed by Huang et al. [27]. In the present study, the results of the horizontal loading
test of a single bored pile B7 are selected. Pile B7 is a large-diameter bored pile with a
diameter of 1.5 m and a height of 34.9 m, in which 0.9 m of the pile is above the ground
level. The 52φ32 steel bars are arranged in two rings to reinforce the concrete and the
corresponding reinforcement ratio is 0.025. According to the site investigation results in the
document of Huang et al. [27], the subsoil within 80 m depth can generally be classified as
silty sand with layers of sandy silt and can be classified into six layers, which is illustrated
in Figure 3. 2.2. Quantification of Randomness of Input Ground Motions VIEW 0
5
10
15
-200
-100
0
100
200
Acceleration(cm/s2)
Synthetic motion 1
0
5
10
15
-200
-100
0
100
200
Time (s)
Acceleration(cm/s2)
Synthetic motion 96
EW 0
5
10
15
-200
-100
0
100
200
Acceleration(cm/s2)
Synthetic motion 48
0
5
10
15
-200
-100
0
100
200
Time (s)
Acceleration(cm/s2)
Synthetic motion 144 Acceleration(cm/s2) Figure 1. Four typical acceleration time histories generated in the present study. Figure 1. Four typical acceleration time histories generated in the present study. Figure 2. Comparison of the average response spectrum of 144 stochastic ground motions and the
target standard response spectrum in the Chinese seismic code. 3 M d l D
l
t
d C lib
ti
0
1
2
3
4
5
6
0
0.05
0.1
0.15
0.2
0.25
Period (s)
Spectral Accleration (g)
Mean of 144 samples
Chinese seismic code
Figure 2. Comparison of the average response spectrum of 144 stochastic ground motions and the
target standard response spectrum in the Chinese seismic code. 0
1
2
3
4
5
6
0
0.05
0.1
0.15
0.2
0.25
Period (s)
Spectral Accleration (g)
Mean of 144 samples
Chinese seismic code Figure 2. Comparison of the average response spectrum of 144 stochastic ground motions and the
target standard response spectrum in the Chinese seismic code. Figure 2. Comparison of the average response spectrum of 144 stochastic ground motions and the
target standard response spectrum in the Chinese seismic code. 7 of 19 7 of 19 Buildings 2023, 13, 89 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model EW
8 of 20
main physical and mechanical parameters of the soil are listed in Table 1 based on the
parameters provided in the studies by Huang et al. [27] and Conte et al. [25]. Figure 3. A diagrammatic sketch of a soil foundation model for the numerical simulation in the
present study [25,27]. 1.5 m
5 m
4.5 m
11 m
7 m
H=34.9 m
Silt
Silt sand
Sandy silt
Silty sand
Sandy silt
Silty sand
D=1.5 m
Figure 3. A diagrammatic sketch of a soil foundation model for the numerical simulation in the
present study [25,27]. Figure 3. A diagrammatic sketch of a soil foundation model for the numerical simulation in the
present study [25,27]. Figure 3. A diagrammatic sketch of a soil foundation model for the numerical simulation in the
present study [25,27]. Table 1. The physical parameters of soil properties [25,27]. Soil Layers
Elastic Modulus
(Mpa)
Poisson’s Ratio
Cohesion
(kPa)
Friction
Angle (°)
N 1 Silt
80 08
0 3
0
33
In the numerical simulation, a linear elastic perfectly plastic model with the Mohr–
Coulomb failure criterion and the flow rule of non-associated type is employed to charac-
terize the nonlinear behavior of soil. This model requires few parameters as input data, and
the parameters can be readily determined from conventional geotechnical tests. The main Buildings 2023, 13, 89 8 of 19 physical and mechanical parameters of the soil are listed in Table 1 based on the parameters
provided in the studies by Huang et al. [27] and Conte et al. [25]. physical and mechanical parameters of the soil are listed in Table 1 based on the parameters
provided in the studies by Huang et al. [27] and Conte et al. [25]. physical and mechanical parameters of the soil are listed in Table 1 based on the parameters
provided in the studies by Huang et al. [27] and Conte et al. [25]. Table 1. The physical parameters of soil properties [25,27]. Table 1. The physical parameters of soil properties [25,27]. Table 1. The physical parameters of soil properties [25,27]. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model Soil Layers
Elastic Modulus (Mpa)
Poisson’s Ratio
Cohesion (kPa)
Friction Angle (◦)
No.1: Silt
80.08
0.3
0
33
No.2: Silt sand
150.02
0.3
0
34
No.3: Sandy silt
150.28
0.3
0
28
No.4: Silty sand
228.28
0.3
0
33
No.5: Sandy silt
228.28
0.3
0
28
No.6: Silty sand
228.28
0.3
0
30 To simulate the nonlinear behavior and the damage characteristics of concrete pile
under external load, the concrete damaged plasticity (CDP) model is adopted. This model
fully considers the anisotropy and stiffness recovery effect of concrete under both ten-
sion and compression states. On the one hand, tensile and compressive damage factors
(dt and dc) are defined in this model to simulate the stiffness degradation of concrete under
tension and compression states, respectively, which will be introduced by the stress–strain
relationship of concrete in the next paragraph. On the other hand, the stiffness recovery
factor is also set to simulate the recovery ability of concrete stiffness in the CDP model. The stress–strain relationship of concrete under a tension condition is shown in
Figure 4. When the stress exceeds the elastic limit stress σt0, it will enter the softening
stage, and micro cracks will be formed in the concrete material, resulting in certain tensile
damage. In the CDP model of concrete, the concrete tension damage characteristic can be
characterized by the following stress–strain relationship: σt = (1 −dt)E0
εt −εpl
t
(14) (14) where σt is the tension stress of concrete; εt is the tension strain of concrete; dt is the
tensile damage factor; εpl
t is the tension plastic strain; and E0 is the initial elastic modulus
of concrete. The tension crack strain εck
t that is needed for the input in the numerical
simulation can be determined as follows:
IEW
9 of 20 εck
t = εpl
t +
dtσt
(1 −dt)E0
(15)
𝜀௧
= 𝜀௧
+
ௗఙ
(ଵିௗ)ாబ
(15) (15)
(15) Figure 4. Stress–strain relationship of concrete under the tension condition considered in the pre-
sent study. Strain
Stress
Figure 4. Stress–strain relationship of concrete under the tension condition considered in the present study. Strain Strain Figure 4. Stress–strain relationship of concrete under the tension condition considered in the pre-
sent study. Figure 4. Stress–strain relationship of concrete under the tension condition considered in the present study. Figure 4. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model The compression inelastic strain εin
c input in the numerical
models can be determined as follows:
𝜎= (1 −𝑑)𝐸(𝜀−𝜀
)
(16)
where 𝜎 is the compression stress of concrete; 𝜀 is the compression strain of concrete;
𝑑 is the compressive damage factor; 𝜀
is the compression plastic strain; and 𝐸 is the
initial elastic modulus of concrete. The compression inelastic strain 𝜀
input in the nu- εin
c = εpl
c +
dcσc
(1 −d0)E0
(17)
ed as follows:
𝜀
= 𝜀
+
ௗఙ
(ଵିௗబ)ாబ
(17) (17)
(17) Strain
Stress
Figure 5. Stress–strain relationship of concrete under the compression condition considered in the
present study. Strain Figure 5. Stress–strain relationship of concrete under the compression condition considered in the
present study. The CDP model under the tension–compression cyclic load considered in the present
study is shown in Figure 6. The OABCDEF curve is on cyclic load, and the OABH and
OI are the stress strain curves of uniaxial tension and uniaxial compression conditions
respectively. The tension and compression stiffness recovery factors Wt and Wc are in-
troduced to illustrate the CDP stress–strain relationship under the tension-compression
load of the CDP model to, respectively, simulate the recovery ability of the tensile and
the compressive stiffness of the concrete material under tension and compression cyclic
loading. The concrete material will produce microcracks under tension, resulting in a
reduction of its stiffness. At this time, when it is compressed, these microcracks will be
closed again, and the compressive stiffness will recover (Wc = 1). On the contrary, when the
concrete is compressed, it will produce crushing cracks, which will also reduce its stiffness. Meanwhile, even if it is under reverse tension, these crushing cracks still exist, and the
tensile stiffness will not recover (Wt = 0). If tensile stiffness is assumed to be completely
recovered (Wt = 1), the stress–strain relationship will become the curve OABCDEG, not the
OABCDEF curve. More detailed information about the selected CDP model for the concrete
pile used in this study can be found in the Abaqus manuals [48]. In the present study,
the specific stress–stain relationship for concrete in the Code for the design of concrete
structures (GB50010–2010) [49] is used to combine with the above CDP model to calculate
the input parameters for the numerical simulation of RC pile in Abaqus. Other parameters
of concrete are consistent with those used by Huang et al. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model Stress–strain relationship of concrete under the tension condition considered in the pre-
sent study
Figure 4. Stress–strain relationship of concrete under the tension condition considered in the present study. Buildings 2023, 13, 89 9 of 19 The stress–strain relationship of concrete under the compression condition considered
in the present study is shown in Figure 5. When the stress exceeds the elastic limit stress
σc0, it will enter the strengthening stage. Thereafter, the stress increases gradually until it
exceeds the limit stress σcu, and it will enter the softening stage, and concrete compression
damage will happen. The concrete compression damage characteristic can be characterized
by the following stress–strain relationship:
g
p
p
sent study. The stress–strain relationship of concrete under the compression condition consid-
ered in the present study is shown in Figure 5. When the stress exceeds the elastic limit
stress σc0, it will enter the strengthening stage. Thereafter, the stress increases gradually
until it exceeds the limit stress σcu, and it will enter the softening stage, and concrete com-
d
ll h
Th
d
h
b σc = (1 −dc)E0
εc −εpl
c
(16)
. The concrete compression damage characteristic can be
stress–strain relationship:
(1
𝑑)𝐸(
)
(16) (16) where σc is the compression stress of concrete; εc is the compression strain of concrete; dc is
the compressive damage factor; εpl
c is the compression plastic strain; and E0 is the initial
elastic modulus of concrete. The compression inelastic strain εin
c input in the numerical
models can be determined as follows:
𝜎= (1 −𝑑)𝐸(𝜀−𝜀
)
(16)
where 𝜎 is the compression stress of concrete; 𝜀 is the compression strain of concrete;
𝑑 is the compressive damage factor; 𝜀
is the compression plastic strain; and 𝐸 is the
initial elastic modulus of concrete. The compression inelastic strain 𝜀
input in the nu-
i
l
d l
b d
i
d
f ll where σc is the compression stress of concrete; εc is the compression strain of concrete; dc is
the compressive damage factor; εpl
c is the compression plastic strain; and E0 is the initial
elastic modulus of concrete. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model [27], namely Young’s modulus Buildings 2023, 13, 89 10 of 19
alculate
ameters 10 of 19
alculate
ameters Ec = 32,173 MPa, Poisson’s ratio υc = 0.2, compressive strength f c = 27.5 MPa, and tensile
strength f ct = 2.7 MPa. Ec = 32,173 MPa, Poisson s ratio υc = 0.2, compressive strength fc = 27.5 MPa, and tensile
strength fct = 2.7 MPa. Ec = 32,173 MPa, Poisson’s ratio υc = 0.2, compressive strength f c = 27.5 MPa, and tens
strength f ct = 2.7 MPa. Ec 32,173 MPa, Poisson s ratio υc 0.2, compressive strength fc 27.5 MPa, and tens
strength fct = 2.7 MPa. Figure 6. The concrete damaged plasticity model for the reinforced concrete pile. (
=1
=0
=0
=1
O
Figure 6. The concrete damaged plasticity model for the reinforced concrete pile. EVIEW
11 o
The finite element meshes of soil, RC pile, and reinforcement are shown in Figur
A 45 m-depth soil domain with a diameter of 48 m (about 32D, where D is the pile dia Figure 6. The concrete damaged plasticity model for the reinforced concrete pile. Figure 6. The concrete damaged plasticity model for the reinforced concrete pile. The finite element meshes of soil, RC pile, and reinforcement are sh
A 45 m-depth soil domain with a diameter of 48 m (about 32D, where D The behavior of the steel bars is characterized by the elastic perfectly plastic consti-
tutive model, which is the same as the model in Conte et al. [25] and is shown in Figure 7. The main parameters of steel bars used in the numerical simulation are Young’s modulus
Es = 210,000 MPa and yield strength fy = 471 Mpa. The tension and compression behavior
of the steel bars is identical in this model. The steel bars are embedded into the concrete
pile and are assumed to be perfectly bonded to the surrounding concrete. Th
li
d d
i i
i
b
h RC
il
d
il i
id
d
The behavior of the steel bars is characterized by the elastic perfectly plastic constitu-
tive model, which is the same as the model in Conte et al. [25] and is shown in Figure 7. The main parameters of steel bars used in the numerical simulation are Young’s modulus
Es = 210,000 MPa and yield strength fy = 471 Mpa. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model Finite element model of (a) soil foundation (b) pile and (c) reinforcement
Figure 8. Finite element model of (a) soil foundation, (b) pile, and (c) reinforcement. To extend this model to earthquake scenarios for the stochastic dynamic analysis, the
finite elements are employed in the Abaqus to reduce the seismic wave refection and
oundary effect during the dynamic analyses. To model the vertical load on the RC pile
nd the inertial effect from the superstructure, a mass block with a volume of 8 m3 and a
ensity of 36,750 kg/m3 is assumed and tied at the pile head to simulate a vertical load of
40 kN and an inertial effect in earthquake cases
To extend this model to earthquake scenarios for the stochastic dynamic analysis, the
infinite elements are employed in the Abaqus to reduce the seismic wave refection and
boundary effect during the dynamic analyses. To model the vertical load on the RC pile
and the inertial effect from the superstructure, a mass block with a volume of 8 m3 and a
density of 36,750 kg/m3 is assumed and tied at the pile head to simulate a vertical load of
2940 kN and an inertial effect in earthquake cases. 3. Model Development and Calibration
3.1. Three-Dimensional Finite Element Model The tension and compression behavior
of the steel bars is identical in this model. The steel bars are embedded into the concrete
pile and are assumed to be perfectly bonded to the surrounding concrete. eter) is constructed to avoid the boundary effect from the bottom and the lateral sides. The
34,320, 5183, and 3728 finite elements are generated in the soil domain, the pile, and the
rebar, respectively. Based on the above model, the nonlinear behavior of soil, the concrete
damaged plasticity, the steel yielding of the pile, and the occurrence of slip and gap at the
soil–pile interface can all be properly and comprehensively simulated. The complicated dynamic interaction between the RC pile and soil is considered as
the “surface to surface” type in the Abaqus software with the shear-strength criterion of
Mohr–Coulomb [25,48] in the 3D numerical model, in which slip and gap can occur at the
pile–soil interface. Figure 7. Stress–strain relationship of steel bars. Strain
Stress
Figure 7. Stress–strain relationship of steel bars. Figure 7. Stress–strain relationship of steel bars
Figure 7. Stress–strain relationship of steel bars. Figure 7. Stress–strain relationship of steel bars. Figure 7. Stress–strain relationship of steel bars. The complicated dynamic interaction between the RC pile and soil is considered as
the “surface to surface” type in the Abaqus software with the shear-strength criterion of
Mohr–Coulomb [25,48] in the 3D numerical model, in which slip and gap can occur at the
pile–soil interface. The finite element meshes of soil, RC pile, and reinforcement are shown in Figure 8. A
45 m-depth soil domain with a diameter of 48 m (about 32D, where D is the pile diameter)
is constructed to avoid the boundary effect from the bottom and the lateral sides. The
34,320, 5183, and 3728 finite elements are generated in the soil domain, the pile, and the
rebar, respectively. Based on the above model, the nonlinear behavior of soil, the concrete Buildings 2023, 13, 89 11 of 19 11 of 19 damaged plasticity, the steel yielding of the pile, and the occurrence of slip and gap at the
soil–pile interface can all be properly and comprehensively simulated. ure 7. Stress–strain relationship of steel bars. gure 8. Finite element model of (a) soil foundation, (b) pile, and (c) reinforcement. Figure 8. Finite element model of (a) soil foundation, (b) pile, and (c) reinforcement. gure 8. q
2 M d l C lib
ti
ith Fi ld L t
l L
d T t
3.2. Model Calibration with Field Lateral Load Tests 2. Model Calibration with Field Lateral Load Tests
The field measurement results of the full-scale lateral loading tests of B7 bored pile
ported by Huang et al. [27] are selected to calibrate and validate the three-dimensional
The field measurement results of the full-scale lateral loading tests of B7 bored pile
reported by Huang et al. [27] are selected to calibrate and validate the three-dimensional
finite element model of RC pile. The horizontal loads are applied to the pile head in
the model in a similar way to the field lateral loading tests of the pile. The lateral load–
displacement curve from the full-scale field tests and the nonlinear numerical simulation
are presented and compared in Figure 9, which shows a fairly good agreement between
the field tests and the simulation. The comparison of the deflection results of the pile
along the pile length from the field tests and the numerical simulation under different
values of horizontal loading is also illustrated in Figure 10, which also shows a relatively
good agreement between them. The comparison results in Figures 9 and 10 corroborate
the selected parameters of soil, pile, and reinforcement used in the present study for the
numerical simulation. In Figure 10, the horizontal displacement of the pile mainly occurs at a depth of 0 to
10 m, which indicates that the influence of depth of the horizontal loads on the pile head is
about 10 m (about 6.5D). Using a nonlinear constitutive model, the nonlinear and damage
characteristics of the RC pile under the horizontal loads can be revealed. Figure 11 shows
the distribution of plastic strain and concrete tension damage at the upper part of the pile
body under 814 kN horizontal load. The plastic strain and concrete tension damage mainly
occur at a depth of 2.4~6.9 m, indicating the development and distribution of the cracks in
the upper portion of the pile under the horizontal loads. 12 of 19 12 of 19 Buildings 2023, 13, 89 Figure 9. Comparison of the lateral load–displacement curve at the pile head from the field tests
and from the numerical simulation. 0
10
20
30
40
50
60
0
250
500
750
1000
1250
1500
1750
2000
Lateral load (kN)
Horizontal displacement (mm)
Field test
Numerical calculation
Figure 9. Comparison of the lateral load–displacement curve at the pile head from the field tests and
from the numerical simulation. q
2 M d l C lib
ti
ith Fi ld L t
l L
d T t
3.2. Model Calibration with Field Lateral Load Tests -5
0
5
10
15
20
25
30
35
40
45
50
55
60
-35
-30
-25
-20
-15
-10
-5
0
Depth (m)
Deflection (mm)
Numerical calculation (814 kN)
Numerical calculation (1462 kN)
Numerical calculation (1903 kN)
Field test (814 kN)
Field test (1462 kN)
Field test (1903 kN) In Figure 10, the horizontal displacement of the pile main
10 m, which indicates that the influence of depth of the horizo
is about 10 m (about 6.5D). Using a nonlinear constitutive mod
age characteristics of the RC pile under the horizontal loads
shows the distribution of plastic strain and concrete tension d
the pile body under 814 kN horizontal load. The plastic strain
age mainly occur at a depth of 2.4~6.9 m, indicating the devel
the cracks in the upper portion of the pile under the horizonta
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
-35
-30
-25
-20
-15
-10
-5
0
Depth (m)
Deflection (mm)
Numerical calculation (814 kN)
Numerical calculation (1462 kN)
Numerical calculation (1903 kN)
Field test (814 kN)
Field test (1462 kN)
Field test (1903 kN)
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
-35
-30
-25
-20
-15
-10
-5
0
Depth (m)
Deflection (mm)
Numerical calculation (814 kN)
Numerical calculation (1462 kN)
Numerical calculation (1903 kN)
Field test (814 kN)
Field test (1462 kN)
Field test (1903 kN) igure 10. Comparison of the deflection results of the pile along the pile body between the field tests
nd the numerical simulation under different values of horizontal load. Figure 10. Comparison of the deflection results of the pile along the pile body between the field tests
and the numerical simulation under different values of horizontal load. Figure 10. Comparison of the deflection results of the pile along the pile body between the field tests
and the numerical simulation under different values of horizontal load. Figure 11. Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. 4. Stochastic Seismic Response Analysis of RC Pile
Figure 11. Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. 4 St
h
ti S i
i R
A
l
i
f RC Pil
Figure 11. q
2 M d l C lib
ti
ith Fi ld L t
l L
d T t
3.2. Model Calibration with Field Lateral Load Tests VIEW
13 of 20
EVIEW
13 of 20 0
10
20
30
40
50
60
0
250
500
750
1000
1250
1500
1750
2000
Lateral load (kN)
Horizontal displacement (mm)
Field test
Numerical calculation Figure 9. Comparison of the lateral load–displacement curve at the pile head from the field tests
and from the numerical simulation. Figure 9. Comparison of the lateral load–displacement curve at the pile head from the field tests and
from the numerical simulation. EW
13 of 20
IEW
13 of 20 In Figure 10, the horizontal displacement of the pile mainly occurs at a depth of 0 to
10 m, which indicates that the influence of depth of the horizontal loads on the pile head
is about 10 m (about 6.5D). Using a nonlinear constitutive model, the nonlinear and dam-
age characteristics of the RC pile under the horizontal loads can be revealed. Figure 11
shows the distribution of plastic strain and concrete tension damage at the upper part of
the pile body under 814 kN horizontal load. The plastic strain and concrete tension dam-
age mainly occur at a depth of 2.4~6.9 m, indicating the development and distribution of
the cracks in the upper portion of the pile under the horizontal loads. Figure 10. Comparison of the deflection results of the pile along the pile body between the field tests
and the numerical simulation under different values of horizontal load. -5
0
5
10
15
20
25
30
35
40
45
50
55
60
-35
-30
-25
-20
-15
-10
-5
0
Depth (m)
Deflection (mm)
Numerical calculation (814 kN)
Numerical calculation (1462 kN)
Numerical calculation (1903 kN)
Field test (814 kN)
Field test (1462 kN)
Field test (1903 kN)
Figure 10. Comparison of the deflection results of the pile along the pile body between the field tests
and the numerical simulation under different values of horizontal load. Figure 10. Comparison of the deflection results of the pile along the pile body between the field tests
and the numerical simulation under different values of horizontal load. 4. Stochastic Seismic Response Analysis of RC Pile In the study by Huang et al. [27], the large-diameter RC piles are planned for the
construction of a high-speed railway system [27]. To ensure the safety of the train, the
settlement of pile foundation is strictly controlled. Therefore, the settlement at the pile head
is consequently selected as the seismic performance index to analyze the stochastic seismic
responses and the seismic reliability of the RC pile under different seismic loads. Based
on the framework of the method stated in Section 2.2, the generated 144 stochastic ground
motions are input into the calibrated finite element model of the RC pile for a set of dynamic
time history analysis. Then, the 144 time histories of settlement at the pile head are extracted
for the stochastic analysis by combining with the GPDE equation (Equation (4)). VIEW
14 of 20 y
y
g
q
q
Figure 12 shows the mean value, the standard deviation, and the 144 deterministic
results of seismic settlement time histories at the pile head under various stochastic ground
motions. It can be seen from the figure that the seismic settlements at the pile head under
various seismic ground motions show a similar trend. They increase gradually and then
become basically stable at certain permanent values due to the nonlinear characteristics
of soil and RC pile. Some maximum settlements of the pile reach about 11 mm under the
stochastic ground motion excitation, while some maximum settlements of the pile are only
about 3 mm, which demonstrates that the seismic responses of the RC pile under stochastic
ground motions have great variability. Thus, it is necessary to resort to stochastic methods
to quantify theses great uncertainties. The mean value and the standard deviation of the
seismic settlements are also illustrated in Figure 12. They all increase with time because of
the increase in accumulative settlement under earthquakes. The maximum mean value of
the pile settlement is about 8 mm. ground motions. It can be seen from the figure that the seismic settlements at the pile head
under various seismic ground motions show a similar trend. They increase gradually and
then become basically stable at certain permanent values due to the nonlinear character-
istics of soil and RC pile. 4. Stochastic Seismic Response Analysis of RC Pile Some maximum settlements of the pile reach about 11 mm under
the stochastic ground motion excitation, while some maximum settlements of the pile are
only about 3 mm, which demonstrates that the seismic responses of the RC pile under
stochastic ground motions have great variability. Thus, it is necessary to resort to stochas-
tic methods to quantify theses great uncertainties. The mean value and the standard de-
viation of the seismic settlements are also illustrated in Figure 12. They all increase with
time because of the increase in accumulative settlement under earthquakes. The maxi-
mum mean value of the pile settlement is about 8 mm. Figure 12. Mean value, standard deviation, and 144 deterministic results of the seismic settlement
at the pile head under stochastic ground motions. 0
5
10
15
0
2
4
6
8
10
12
Time(s)
Settlement (mm)
144 deteministic results
Mean
Standard deviation
Figure 12. Mean value, standard deviation, and 144 deterministic results of the seismic settlement at
the pile head under stochastic ground motions. Settlement (mm) Time(s) Figure 12. Mean value, standard deviation, and 144 deterministic results of the seismic settlement
at the pile head under stochastic ground motions. Figure 12. Mean value, standard deviation, and 144 deterministic results of the seismic settlement at
the pile head under stochastic ground motions. The PDEM has the ability to acquire instantaneous PDFs at different time points and
reveal the propagation of uncertainty in nonlinear stochastic systems. The PDFs of the
seismic settlements at three different time points (namely 0.6 s, 1.3 s, and 2.8 s) are illus-
trated in Figure 13. An unusual PDF shape can be observed in this figure, which demon-
strates that using ordinary assumed distribution models (e.g., normal distribution, lognor-
mal distribution, and extreme value distribution) to represent the seismic responses of the
system for the dynamic reliability analysis of engineering structures is unreasonable and
imprecise. The distribution ranges of PDFs at these three time points are enlarged with
time, and it is because the accumulative settlement of the pile increases under earth-
quakes. The enlargement of the distribution ranges of the PDF also indicates that the var-
iability of seismic settlements also increases with time, which is similar to the results ob-
The PDEM has the ability to acquire instantaneous PDFs at different time points
and reveal the propagation of uncertainty in nonlinear stochastic systems. q
2 M d l C lib
ti
ith Fi ld L t
l L
d T t
3.2. Model Calibration with Field Lateral Load Tests Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. Figure 11. Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. Figure 11. Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. Figure 11. Distribution of (a) plastic strain, and (b) concrete tension damage at the upper part of the
pile body under 814 kN horizontal load. Buildings 2023, 13, 89 13 of 19 4. Stochastic Seismic Response Analysis of RC Pile The PDFs of
the seismic settlements at three different time points (namely 0.6 s, 1.3 s, and 2.8 s) are
illustrated in Figure 13. An unusual PDF shape can be observed in this figure, which
demonstrates that using ordinary assumed distribution models (e.g., normal distribution,
lognormal distribution, and extreme value distribution) to represent the seismic responses
of the system for the dynamic reliability analysis of engineering structures is unreasonable
and imprecise. The distribution ranges of PDFs at these three time points are enlarged with
time, and it is because the accumulative settlement of the pile increases under earthquakes. The enlargement of the distribution ranges of the PDF also indicates that the variability
of seismic settlements also increases with time, which is similar to the results observed Buildings 2023, 13, 89 14 of 19 in Figure 12. The propagation characteristic of the uncertainty in the nonlinear stochastic
dynamic system of the RC pile is presented as the settlement PDF surface and the PDF
contour in Figure 14. The settlement PDF surface is like a rolling hill and the high points
denote the high probabilities of seismic response values. The settlement PDF contour is
like flowing water, and it can be seen that the settlement distribution range also increases
due to the increase in accumulative settlement under the seismic ground motions. VIEW
15 of 20
15 of 20 Figure 13. PDF of seismic settlement at three different time points. -2
0
2
4
6
8
10
0
0.5
1
1.5
2
2.5
Settlement (mm)
PDF
PDF at 0.6 sec
PDF at 1.3 sec
PDF at 2.8 sec
Figure 13. PDF of seismic settlement at three different time points. F of seismic settlement at three different time points. 0
2
4
6
8
10
Settlement (mm)
PDF at 0.6 sec
PDF at 1.3 sec
PDF at 2.8 sec Figure 13. PDF of seismic settlement at three different time points. Figure 13. PDF of seismic settlement at three different time points. of seismic settlement at three different time points. (a)
(b)
Figure 14. (a) Settlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile
head. 4. Stochastic Seismic Response Analysis of RC Pile 2
2.2
2.4
2.6
2.8
3
0
1
2
3
4
5
6
0
0.2
0.4
0.6
0.8
Time (s)
Settlement (mm)
PDF
0
0.1
0.2
0.3
0.4
0.5
Time(s)
Settlement(mm)
2
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3
1
1.5
2
2.5
3
3.5
4
4.5
5
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
(a)
(b)
) Settlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile
2
2.2
2.4
2.6
2.8
3
0
1
2
3
4
5
6
0
0.2
0.4
0.6
0.8
Time (s)
Settlement (mm)
PDF
0
0.1
0.2
0.3
0.4
0.5
Time(s)
Settlement(mm)
2
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3
1
1.5
2
2.5
3
3.5
4
4.5
5
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
Figure 14. (a) Settlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile head. (a)
2
2.2
2.4
2.6
0
1
2
3
4
5
6
0
0.2
0.4
0.6
0.8
Time (
Settlement (mm)
PDF
(a)
2
2.2
2.4
2.6
2.8
3
0
1
2
3
4
5
6
0
0.2
0.4
0.6
0.8
Time (s)
Settlement (mm)
PDF
0
0.1
0.2
0.3
0.4
0.5 (a) (a)
(b)
Time(s)
Settlement(mm)
2
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
1
1.5
2
2.5
3
3.5
4
4.5
5
(b)
Time(s)
Settlement(mm)
2
2.1
2.2
2.3
2.4
2.5
2.6
2.7
2.8
2.9
3
1
1.5
2
2.5
3
3.5
4
4.5
5
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5 (b) ( )
Figure 14. (a) Settlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile
h
d
ettlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile
Figure 14. (a) Settlement PDF surface and (b) PDF contour at a time interval of 2~3 s at the RC pile head. 4. Stochastic Seismic Response Analysis of RC Pile Buildings 2023, 13, 89
x FOR PEER REVIEW 15 of 19 15 of 19 To acquire the dynamic reliability of the RC pile under earthquake, the equivalent
extreme event principle [39] combined with the GPDE equation in the PDEM is used
to obtain the PDF and CDF of maximum settlement for the dynamic reliability analysis
of the RC pile. The maximum settlement PDF and CDF of the RC pile at pile head are
illustrated in Figure 15. The distribution range of settlement PDF and CDF is about
2~14 mm, which denotes that the maximum settlement value of the RC pile is about
2~14 mm. The determination of the settlement thresholds concerning various seismic
performance requirements is of great significance for the dynamic reliability assessment of
pile foundations from the perspective of performance-based earthquake engineering [50]. Because the adopted large-diameter RC piles from the literature [27] are planned for a
high-speed railway system, the settlement criteria for different performance levels and
operation conditions of high-speed railway [51,52] are adopted for the dynamic reliability
analysis of the RC pile in the present study, which is shown in Table 2 and also plotted
in Figure 15b. From the figure, it can be observed that the dynamic reliability of the RC
pile concerning four seismic settlement thresholds under the suite of stochastic ground
motions are 0, 0.1293, 0.8247, and 1, respectively. The corresponding failure probabilities
concerning these four seismic settlement thresholds are 1 (settlement thresholds = 2 mm),
0.8707 (settlement thresholds = 6 mm), 0.1853 (settlement thresholds = 10 mm), and 0
(settlement thresholds = 15 mm), respectively. e the dynamic reliability of the RC pile under earthquake, the equivalent
principle [39] combined with the GPDE equation in the PDEM is used to
F and CDF of maximum settlement for the dynamic reliability analysis of
he maximum settlement PDF and CDF of the RC pile at pile head are illus-
e 15. The distribution range of settlement PDF and CDF is about 2~14 mm,
that the maximum settlement value of the RC pile is about 2~14 mm. The
of the settlement thresholds concerning various seismic performance re-
of great significance for the dynamic reliability assessment of pile founda-
perspective of performance-based earthquake engineering [50]. 4. Stochastic Seismic Response Analysis of RC Pile Performance
Levels
Recommended Control Values and Corresponding Train Operation Status
Settlement
Thresholds (mm)
Travel Speed
Thresholds (km/h)
Safety Levels
Train Operation Status
1
2
160
Safe
Normal operation
2
6
120
Low risk
Comfortable
3
10
80
Medium risk
Warning
4
15
60
High risk
Operation with low speed
To better illustrate the merits of the PDEM in the stochastic seismic response analyses
of RC piles, the maximum settlement PDF and the maximum settlement CDF at the RC
pile head obtained using the PDEM, histogram, empirical distribution, normal distribution,
and Gumbel distribution are compared in Figure 16. The results obtained using the direct
statistical methods (histogram and empirical distribution) are more precise because they
can reflect the real structure of the original data. From the figure, it can be seen that the
shape of the PDF and the CDF obtained using the PDEM is closest to that obtained using
the direct statistical methods, when compared to the normal distribution and Gumbel
distribution models. Some non-unimodal and detailed change characteristics in the PDF
curves are also presented and reflected by the PDEM, which demonstrate that the PDEM
has the ability to more precisely estimate the PDF and CDF compared to other specific
assumed distribution forms. on safety control of a high-speed railway system concerning subgrade settlement
Recommended Control Values and Corresponding Train Operation Status
Settlement
hresholds (mm)
Travel Speed
Thresholds (km/h) Safety Levels
Train Operation Status
2
160
Safe
Normal operation
6
120
Low risk
Comfortable
10
80
Medium risk
Warning
15
60
High risk
Operation with low speed
lustrate the merits of the PDEM in the stochastic seismic response analyses
maximum settlement PDF and the maximum settlement CDF at the RC
ned using the PDEM, histogram, empirical distribution, normal distribu-
bel distribution are compared in Figure 16. The results obtained using the
methods (histogram and empirical distribution) are more precise because
the real structure of the original data. From the figure, it can be seen that
e PDF and the CDF obtained using the PDEM is closest to that obtained
statistical methods, when compared to the normal distribution and Gum-
models. Some non-unimodal and detailed change characteristics in the
also presented and reflected by the PDEM, which demonstrate that the
ability to more precisely estimate the PDF and CDF compared to other
d distribution forms. Table 2. Operation safety control of a high-speed railway system concerning subgrade settlement [51,52]. 4. Stochastic Seismic Response Analysis of RC Pile Performance
Levels
Recommended Control Values and Corresponding Train Operation Status
Settlement
Thresholds (mm)
Travel Speed
Thresholds (km/h)
Safety Levels
Train Operation Status
1
2
160
Safe
Normal operation
2
6
120
Low risk
Comfortable
3
10
80
Medium risk
Warning
4
15
60
High risk
Operation with low speed
n safety control of a high-speed railway system concerning subgrade settlement
Recommended Control Values and Corresponding Train Operation Status
Settlement
hresholds (mm)
Travel Speed
Thresholds (km/h) Safety Levels
Train Operation Status
2
160
Safe
Normal operation
6
120
Low risk
Comfortable
10
80
Medium risk
Warning
15
60
Hi h i k
O
i
i h l
d Table 2. Operation safety control of a high-speed railway system concerning subgrade settlement [51,52]
f t
t
l
f
hi h
d
il
t
i
b
d
ttl
t To better illustrate the merits of the PDEM in the stochastic seismic response analyses
of RC piles, the maximum settlement PDF and the maximum settlement CDF at the RC
pile head obtained using the PDEM, histogram, empirical distribution, normal distribution,
and Gumbel distribution are compared in Figure 16. The results obtained using the direct
statistical methods (histogram and empirical distribution) are more precise because they
can reflect the real structure of the original data. From the figure, it can be seen that the
shape of the PDF and the CDF obtained using the PDEM is closest to that obtained using
the direct statistical methods, when compared to the normal distribution and Gumbel
distribution models. Some non-unimodal and detailed change characteristics in the PDF
curves are also presented and reflected by the PDEM, which demonstrate that the PDEM
has the ability to more precisely estimate the PDF and CDF compared to other specific
assumed distribution forms. 15
60
High risk
Operation with low speed
ustrate the merits of the PDEM in the stochastic seismic response analyses
maximum settlement PDF and the maximum settlement CDF at the RC
ed using the PDEM, histogram, empirical distribution, normal distribu-
el distribution are compared in Figure 16. The results obtained using the
methods (histogram and empirical distribution) are more precise because
the real structure of the original data. From the figure, it can be seen that
PDF and the CDF obtained using the PDEM is closest to that obtained
statistical methods, when compared to the normal distribution and Gum-
models. 4. Stochastic Seismic Response Analysis of RC Pile Because the
diameter RC piles from the literature [27] are planned for a high-speed rail-
he settlement criteria for different performance levels and operation condi-
peed railway [51,52] are adopted for the dynamic reliability analysis of the
present study, which is shown in Table 2 and also plotted in Figure 15b. e, it can be observed that the dynamic reliability of the RC pile concerning
ettlement thresholds under the suite of stochastic ground motions are 0,
and 1, respectively. The corresponding failure probabilities concerning
mic settlement thresholds are 1 (settlement thresholds = 2 mm), 0.8707 (set-
olds = 6 mm), 0.1853 (settlement thresholds = 10 mm), and 0 (settlement
5 mm), respectively. ),
p
y
(a)
(b)
Maximum settlement PDF and (b) maximum settlement CDF at the RC pile head. 0
2
4
6
8
10
12
14
16
0
0.05
0.1
0.15
0.2
0.25
Settlement (mm)
PDF
0
2
4
6
8
10
12
14
16
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Settlement (mm)
CDF
Settlement threshold: 2mm
Settlement threshold: 6mm
Settlement threshold: 10mm
Settlement threshold: 15mm
Figure 15. (a) Maximum settlement PDF and (b) maximum settlement CDF at the RC pile head. 0
2
4
6
8
10
12
14
16
0
0.05
0.1
0.15
0.2
0.25
Settlement (mm)
PDF (a)
(b)
0
2
4
6
8
10
12
14
16
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Settlement (mm)
CDF
Settlement threshold: 2mm
Settlement threshold: 6mm
Settlement threshold: 10mm
Settlement threshold: 15mm (b) aximum settlement PDF and (b) maximum settlement CDF at the RC pile head. Figure 15. (a) Maximum settlement PDF and (b) maximum settlement CDF at the RC pile head. Buildings 2023, 13, 89 16 of 19 Table 2. Operation safety control of a high-speed railway system concerning subgrade settlement [51,52]. 4. Stochastic Seismic Response Analysis of RC Pile Some non-unimodal and detailed change characteristics in the
also presented and reflected by the PDEM, which demonstrate that the
ability to more precisely estimate the PDF and CDF compared to other
d distribution forms (a)
(b)
0
2
4
6
8
10
12
14
16
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Settlement (mm)
PDF
Frequency histogram
Normal distribution
Gumbel distribution
PDEM
0
2
4
6
8
10
12
14
16
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Settlement (mm)
CDF
Empirical distribution
Normal distribution
Gumbel distribution
PDEM
Figure 16. Comparison of the (a) maximum settlement PDF and (b) maximum settlement CDF at the
RC pile head obtained using the PDEM and various distribution models. (a)
0
2
4
6
8
10
12
14
16
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Settlement (mm)
PDF
Frequency histogram
Normal distribution
Gumbel distribution
PDEM PDF (a) (b)
0
2
4
6
8
10
12
14
16
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Settlement (mm)
CDF
Empirical distribution
Normal distribution
Gumbel distribution
PDEM (b) Figure 16. Comparison of the (a) maximum settlement PDF and (b) maximum settlement CDF at the
RC pile head obtained using the PDEM and various distribution models. Buildings 2023, 13, 89 17 of 19 By using the proposed method, the actual seismic reliability of pile foundations that are
designed using the current seismic codes can be estimated and determined. Furthermore,
the proposed method can also be used to quantify the seismic fragility and the seismic
risk of pile foundations according to performance-based earthquake engineering and the
probabilistic seismic risk assessment framework. In addition, it has to be noted that,
although only a concrete pile example is adopted as the case study, the proposed method
is applicable for various kinds of pile foundations because this stochastic method can
combine various deterministic numerical finite element methods and the solution of the
GPDE equation. 5. Conclusions In the present study, a probability density evolution method (PDEM), combined with
a stochastic ground motion model, is proposed for the stochastic seismic response analysis
of reinforced concrete (RC) piles. The randomness of earthquake and corresponding effect
are properly quantified, and the nonlinear characteristics of soil, pile, and rebar and the
soil–pile interaction are also properly modeled. With the proposed method, the settlement time histories of the pile head, the instanta-
neous settlement probability density function (PDF), the cumulative distribution function
(CDF), and the dynamic reliabilities of the pile concerning different performance levels
under the excitation of a suite of ground motions are obtained. The results demonstrate
the necessity of using stochastic methods to quantify the variability of RC piles under the
effect of ground motion randomness. The shape of settlement PDF and CDF of the pile also
demonstrates that it is unreasonable to use assumed probabilistic distribution models to
characterize the seismic responses of pile foundations during a seismic reliability analysis. Author Contributions: Conceptualization, H.H., G.G. and M.X.; methodology, H.H., Y.B. and M.X.;
software, H.H. and K.C.; validation, H.H. and M.X.; formal analysis, H.H. and Y.B.; investigation,
H.H., Y.B., X.G., X.H., K.C., L.C. and L.W.; resources, H.H., G.G., X.H., K.C. and L.C.; data curation,
H.H., X.G. and X.H.; writing—original draft preparation, H.H.; writing—review and editing, H.H.,
Y.B. and X.G.; visualization, H.H., Y.B., L.C. and L.W.; supervision, H.H. and G.G.; project adminis-
tration, H.H. and G.G.; funding acquisition, H.H., G.G., M.X. and L.W. All authors have read and
agreed to the published version of the manuscript. Funding: This work was funded by the fellowship of China Postdoctoral Science Foundation (Grant
No. 2021M702791), the projects from the Center for Balance Architecture in Zhejiang University
(Grant Nos. K20203330C and K20212159), the National Natural Science Foundation of China (Grants
Nos. 42272323, 42002272, 41902274 and 42202304), the project from the Ministry of Housing and
Urban-Rural Development of China (Grant NO. 2021-K-030), and the project from the Department of
Construction of Zhejiang Province, China (Grant NO. 2021K157). Data Availability Statement: Not applicable. Data Availability Statement: Not applicable. Conflicts of Interest: The authors declare no conflict of interest. Author Contributions: Conceptualization, H.H., G.G. and M.X.; methodology, H.H., Y.B. and M.X.;
software, H.H. and K.C.; validation, H.H. and M.X.; formal analysis, H.H. and Y.B.; investigation,
H.H., Y.B., X.G., X.H., K.C., L.C. and L.W.; resources, H.H., G.G., X.H., K.C. and L.C.; data curation,
H.H., X.G. and X.H.; writing—original draft preparation, H.H.; writing—review and editing, H.H.,
Y.B. and X.G.; visualization, H.H., Y.B., L.C. and L.W.; supervision, H.H. and G.G.; project adminis-
tration, H.H. and G.G.; funding acquisition, H.H., G.G., M.X. and L.W. All authors have read and
agreed to the published version of the manuscript. g
g
g
y
y
p
g
p
g
7.
Chan, C.L.; Low, B.K. Reliability analysis of laterally loaded piles involving nonlinear soil and pile behavior. J. Geotech. Geoenviron.
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y
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14. Zhang, D.; Dai, H.; Wang, H.; Huang, H.; Liu, D. Investigating the Effect of Geological Heterogeneity of Strata on the Bearing Capacity of
Shallow Foundations Using Markov Random Field. ASCE-ASME J. Risk Uncertain. Eng.Syst. Part A Civ. Eng. 2021, 7, 04021060. [CrossRef]
15. Eloseily, K.H.; Ayyub, B.M.; Patev, R. Reliability assessment of pile groups in sands. J. Struct. Eng. 2002, 128, 1346–1353. [CrossRef]
16. Liu, Y.; Zhang, L. Seismic response of pile–raft system embedded in spatially random clay. Géotechnique 2019, 69, 638–645. [CrossRef]
17
E
i
G F
G A N
hibi F S i
i
li bili
f
i ll l
d d
i
l il
C
G
h J
57 1805 1819 [C
R f] Q
y
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J
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[
]
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Shallow Foundations Using Markov Random Field. ASCE-ASME J. Risk Uncertain. Eng.Syst. Part A Civ. Eng. 2021, 7, 04021060. [CrossRef]
15. Eloseily, K.H.; Ayyub, B.M.; Patev, R. Reliability assessment of pile groups in sands. J. Struct. Eng. 2002, 128, 1346–1353. References Building damage associated with geotechnical problems in the 2011 Tohoku
Pacific Earthquake. Soils Found. 2012, 52, 956–974. [CrossRef] 32. Hu, H.; Huang, Y.; Xiong, M. PDEM-based seismic performance assessment of retaining walls considering spatial variability of
soil properties. J. Earthq. Eng. 2022, 26, 52–69. [CrossRef] 33. Hu, H.; Huang, Y.; Zhao, L. Probabilistic Seismic-Stability Analysis of Slopes Considering the Coupling Effect of Random Ground
Motions and Spatially-Variable Soil Properties. Nat. Hazards Rev. 2020, 21, 04020028. [CrossRef] 34. Huang, Y.; Hu, H.; Xiong, M. Probability density evolution method for seismic displacement-based assessment of earth retaining
structures. Eng. Geol. 2018, 234, 167–173. [CrossRef] 35. Li, J. A PDEM-based perspective to engineering reliability: From structures to lifeline networks. Front. 1056–1065. [CrossRef] 36. Li, J.; Chen, J. Stochastic Dynamics of Structures; John Wiley & Sons: Hoboken, NJ, USA, 2009. 36. Li, J.; Chen, J. Stochastic Dynamics of Structures; John Wiley & Sons: Hoboken, NJ, USA, 2009. 37. Huang, Y.; Xiong, M.; Zhou, H. Ground seismic response analysis based on the probability density evolution method. Eng. Geol. 2015, 198, 30–39. [CrossRef] ng, R.; Xu, B.; Kong, X.; Zhou, Y.; Zou, D. Seismic performance evaluation of high CFRD slopes subjected to
otions based on generalized probability density evolution method. Eng. Geol. 2018, 246, 391–401. [CrossRef 39. Li, J.; Chen, J.B.; Fan, W.L. The equivalent extreme-value event and evaluation of the structural system reliability. Struct. Saf. 2007,
29, 112–131. [CrossRef] Buildings 2023, 13, 89 19 of 19 19 of 19 40. Yang, J.; Jensen, H.; Chen, J. Structural optimization under dynamic reliability constraints utilizing probability density evolution
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45. References Akiyama, M.; Abe, S.; Aoki, N.; Suzuki, M. Flexural test of precast high-strength reinforced concrete pile prestressed with
unbonded bars arranged at the center of the cross-section. Eng. Struct. 2012, 34, 259–270. [CrossRef] 45. Akiyama, M.; Abe, S.; Aoki, N.; Suzuki, M. Flexural test of precast high-strength reinforced concrete pile prestressed with
unbonded bars arranged at the center of the cross-section. Eng. Struct. 2012, 34, 259–270. [CrossRef] 46. Wang, T.C.; Yang, Z.J.; Zhao, H.L.; Wang, W.J. Seismic performance of prestressed high strength concrete piles. Mater. Res. Innov. 2014, 18 (Suppl. 2), S2-515-S2-521. [CrossRef] pp
47. Zhang, X.; Niu, S.; Yan, J.B.; Zhang, S. Seismic behaviour of prestressed high-strength concrete piles under combined axial
compression and cyclic horizontal loads. Adv. Struct. Eng. 2019, 22, 1089–1105. [CrossRef] g
on, B.I.; Sorensen, P. ABAQUS Theory and User’s Manual; USA Pawtucket, Inc.: Pawtucket, RI, USA, 2010. 49. GB50010–2010Code for Design of Concrete Structures; Ministry of Housing and Urban-Rural Development of People’s Republic of
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50. Günay, S.; Mosalam, K.M. PEER performance-based earthquake engineering methodology, revisited. J. Earthq. Eng. 2013, 17,
829–858. [CrossRef] 51. China Railway. Rules for Subgrade Repair of High-Speed Railway (TG/GW 120—2015); China Railway Pu
China, 2014. (In Chinese) 52. Zhang, B.; Qian, W.; Qi, T.; Xiang, Z.; Wang, Y. Prediction of the High-speed Railway Subgrade Settlement Induced by the Tunnel
Construction and Its Safety Control. Chin. J. Undergr. Space Eng. 2021, 17, 282–289. (In Chinese) 52. Zhang, B.; Qian, W.; Qi, T.; Xiang, Z.; Wang, Y. Prediction of the High-speed Railway Subgrade Settlement Induced by the Tunnel
Construction and Its Safety Control. Chin. J. Undergr. Space Eng. 2021, 17, 282–289. (In Chinese) Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
people or property resulting from any ideas, methods, instructions or products referred to in the content.
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https://www.epj-conferences.org/10.1051/epjconf/20135101003/pdf
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Innovative SiC/SiC Composite for Nuclear Applications
|
EPJ web of conferences
| 2,013
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cc-by
| 3,022
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Centre of Excellence for Nuclear Materials
Workshop
Materials Innovation for Nuclear Optimized Systems
December 5-7, 2012, CEA – INSTN Saclay, France
Laurent CHAFFRON et al.
CEA (France)
Innovative SiC/SiC Composite for Nuclear
Applications
Workshop organized by:
Christophe GALLÉ, CEA/MINOS, Saclay – christophe.galle@cea.fr
Constantin MEIS CEA/INSTN Saclay
constantin meis@cea fr Centre of Excellence for Nuclear Materials
Workshop
Materials Innovation for Nuclear Optimized Systems
December 5-7, 2012, CEA – INSTN Saclay, France
Laurent CHAFFRON et al. CEA (France)
Innovative SiC/SiC Composite for Nuclear
Applications
Workshop organized by:
Christophe GALLÉ, CEA/MINOS, Saclay – christophe.galle@cea.fr
Constantin MEIS CEA/INSTN Saclay
constantin meis@cea fr Innovative SiC/SiC Composite for Nuclear Applications
Laurent CHAFFRON1, Cédric SAUDER1, Christophe LORRETTE1, Laurent BRIOTTET2,
Aurore MICHAUX1, Lionel GÉLÉBART1, Aurélie COUPÉ1, Maxime ZABIEGO3,
Marion LE FLEM1, Jean-Louis SÉRAN1
1CEA-DEN-DMN, Service de Recherche Métallurgiques Appliquées, SRMA (Saclay, France)
2 CEA-DRT, Laboratoires d’Innovation pour les Technologies des Energies, LITEN (Grenoble, France)
3 CEA-DEN-DEC, Service d’Etudes et de Simulation du Comportement des Combustibles, SESC (Cadarache, France) Among various refractory materials, SiC/SiC ceramic matrix composites (CMC) are of prime interest
for fusion and advanced fission energy applications, due to their excellent irradiation tolerance and
safety features (low activation, low tritium permeability,…). Initially developed as fuel cladding
materials for the Fourth generation Gas cooled Fast Reactor (GFR), this material has been recently
envisaged by CEA for different core structures of Sodium Fast Reactor (SFR) which combines fast
neutrons and high temperature (500°C). Regarding fuel cladding generic application, in the case of
GFR, the first challenge facing this project is to demonstrate the feasibility of a fuel operating under
very harsh conditions that are (i) temperatures of structures up to 700°C in nominal and over 1600°C
in accidental conditions, (ii) irradiation damage higher than 60 dpaSiC, (iii) neutronic transparency,
which disqualifies conventional refractory metals as structural core materials, (iv) mechanical
behavior that guarantees in most circumstances the integrity of the first barrier (e.g.: > 0.5%), which
excludes monolithic ceramics and therefore encourages the development of new types of fibrous
composites SiC/SiC adapted to the fast reactor conditions. No existing material being capable to
match all these requirements, CEA has launched an ambitious program of development of an
advanced material satisfying the specifications [1]. This project, that implies many laboratories, inside
and outside CEA, has permitted to obtain a very high quality compound that meets most of the
challenging requirements. We present hereinafter few recent results obtained regarding the
development of the composite. One of the most relevant challenges was to make a gastight compo-
site up to the ultimate rupture. Indeed, multicraking of the matrix is the counterpart of the damageable
behavior observed in these amazing compounds. Among different solutions envisaged, an innovative
one has been successful. It consists of inserting a metallic layer between two tubes of CMC [2]. The
concept, illustrated in figure 1, guaranties a perfect helium tightness up to fracture of the CMC. Fig. 1: Sandwich cladding concept: tightness is ensured up
to CMC failure thanks to the elastic metallic layer. Fig. 2: Sandwich cladding Cross
section (metal is in white). This is an Open Access article distributed under the terms of the Creative Commons Attribution License 2.0, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Fig. 2: Sandwich cladding Cross
section (metal is in white). Fig. 2: Sandwich cladding Cross
section (metal is in white). Centre of Excellence for Nuclear Materials
Workshop
Materials Innovation for Nuclear Optimized Systems
December 5-7, 2012, CEA – INSTN Saclay, France
Laurent CHAFFRON et al.
CEA (France)
Innovative SiC/SiC Composite for Nuclear
Applications
Workshop organized by:
Christophe GALLÉ, CEA/MINOS, Saclay – christophe.galle@cea.fr
Constantin MEIS, CEA/INSTN, Saclay – constantin.meis@cea.fr
Article available at http://www.epj-conferences.org or http://dx.doi.org/10.1051/epjconf/20135101003 Article available at http://www.epj-conferences.org or http://dx.doi.org/10.1051/epjconf/20135101003 Workshop Materials Innovation for Nuclear Optimized Systems
December 5-7, 2012, CEA – INSTN Saclay, France Workshop Materials Innovation for Nuclear Optimized Systems
December 5-7, 2012, CEA – INSTN Saclay, France Workshop Materials Innovation for Nuclear Optimize
December 5-7, 2012, CEA – INSTN S Another challenge was to prepare a representative cladding with very strict geometrical tolerances. Revisiting the fabrication of the entire breading process has allowed to ensure a perfect geometry of
the final tube. Thanks to the high quality of manufacture and the high level of purity of composite
materials manufactured at CEA, few tens of CMC objects (tubes, disks and plates) have been
prepared in order to be irradiated in the Russian reactor “BOR 60”. For the first time, composite
materials will be submitted to swift neutrons at very high damaging doses (up to 80 dpaSiC) between
400 and 520°C. Post irradiation examinations expected for 2015 should give reliable results on the
behavior of this multi-materials component. In parallel, other basic researches are conducted to
improve the properties of the CMC and round off the understanding [3, 4, 5]. Some new results
allowed to extend the field of use of the CMC through an optimization of the interphase of the
composite. The figure 4 shows the relative elongation of a CMC after a two hours dwell time
annealing in argon at different temperatures: optimized composite can sustain very high temperature
without drastic drop of its mechanical properties. Fig. 3: CMC specimen prepared
for BOR60 irradiation
Fig. 4: Evolution of the relative elongation of two
composites with the annealing temperature: optimized
CVI conditions to improve mechanical properties. Fig. 4: Evolution of the relative elongation of two
composites with the annealing temperature: optimized
CVI conditions to improve mechanical properties. Fig. 3: CMC specimen prepared
for BOR60 irradiation Fig. 3: CMC specimen prepared
for BOR60 irradiation Fig. 4: Evolution of the relative elongation of two
composites with the annealing temperature: optimized
CVI conditions to improve mechanical properties. Fig. 3: CMC specimen prepared
for BOR60 irradiation Innovative SiC/SiC Composite for Nuclear Applications
Laurent CHAFFRON1, Cédric SAUDER1, Christophe LORRETTE1, Laurent BRIOTTET2,
Aurore MICHAUX1, Lionel GÉLÉBART1, Aurélie COUPÉ1, Maxime ZABIEGO3,
Marion LE FLEM1, Jean-Louis SÉRAN1
1CEA-DEN-DMN, Service de Recherche Métallurgiques Appliquées, SRMA (Saclay, France)
2 CEA-DRT, Laboratoires d’Innovation pour les Technologies des Energies, LITEN (Grenoble, France)
3 CEA-DEN-DEC, Service d’Etudes et de Simulation du Comportement des Combustibles, SESC (Cadarache, France) Fig. 1: Sandwich cladding concept: tightness is ensured up
to CMC failure thanks to the elastic metallic layer. This is an Open Access article distributed under the terms of the Creative Commons Attribution License 2.0, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. This is an Open Access article distributed under the terms of the Creative Commons Attribution License 2.0, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. References [1] L. Chaffron, J. L. Séran, C. Sauder, C. Lorrette, A. Michaux, L. Gélébar1, A. Coupé, SiC/SiC
Composite Materials for Fast Reactor Applications. Proceedings of ICAPP 2011, Nice, France,
May 2-5, 2011, Paper 11433. [1] L. Chaffron, J. L. Séran, C. Sauder, C. Lorrette, A. Michaux, L. Gélébar1, A. Coupé, SiC/SiC
Composite Materials for Fast Reactor Applications. Proceedings of ICAPP 2011, Nice, France,
May 2-5, 2011, Paper 11433. y
,
,
p
[2] M. Zabiégo, C. Sauder, C. Lorrette, P. Guédeney, Tube multicouche amélioré en matériau
composite à matrice céramique, gaine de combustible nucléaire en résultant et procédés de
fabrication associés.Patent submitted 1 August 2011, in French. y
p
[2] M. Zabiégo, C. Sauder, C. Lorrette, P. Guédeney, Tube multicouche amélioré en matériau
composite à matrice céramique, gaine de combustible nucléaire en résultant et procédés de
fabrication associés.Patent submitted 1 August 2011, in French. g
,
[3] C. Sauder, J. Lamon, Influence of fiber surface roughness on mechanical behaviour of SiC/SiC
minicomposites with Hi-Nicalon S and SA3 reinforcement. 35ème International Congress on
Advanced Ceramic and Composites, Daytona beach 25 Janvier 2011. p
y
[4] E. Buet, C. Sauder, S. Poissonnet, P. Brender, R. Gadiou, C. Vix-Guterl, Influence of chemical
and physical properties of the last generation of silicon carbide fibres on the mechanical behaviour
of SiC/SiC composite. Journal of the European Ceramic Society, 2012. 32(3): p. 547-557. p
p
y
( ) p
[5] A. Coupé, H. Maskrot, E. Buet, A. Renault, P.J. Fontaine, L. Chaffron, Dispersion Behavior of
Laser-synthesized silicon carbide nanopowders in ethanol for Electrophoretic Infiltration. Journal
of the European Ceramic Society, Vol 32, Issue 14, 3837-3850, 2012. p
p
y
( ) p
[5] A. Coupé, H. Maskrot, E. Buet, A. Renault, P.J. Fontaine, L. Chaffron, Dispersion Behavior of
Laser-synthesized silicon carbide nanopowders in ethanol for Electrophoretic Infiltration. Journal
of the European Ceramic Society, Vol 32, Issue 14, 3837-3850, 2012. Innovative SiC/SiC Composites for
Nuclear Applications posites fo
ons VEMBER 2012
NOS Workshop, Mate
December 5-7
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/SiC composites :
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MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
aterial (>> 1000°C)
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+ mechanical properties + thermal propertie iati
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R&D Matrix: protects the fiber and displys load
transfer
Fibre: ensures the mechanical strenght
Interphase: bonding between fiber and matrix
SIC/SIC COMPOSITE ? MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
transfer
1µm
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phase
Deflection of the cracks
C/SiC is a non brittle ceramic 12, CEA – I
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⇒
⇒
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MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
A3 fibers looks better
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e fiber: b
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es
int
ma nd
Ty 3
e
al ss
Thermal exchange
= High λ
Irradiation mecha
behavior
astight
lastic
λ SiC is lowered under
irradiation (highly lowered at
low temperatures)
Strain to failure
εR > 0,5%
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE
low temperatures)
ner for
s
oncept
-
Deal with it ! -
Use of SA3 reinforcement
-
Process a specific matrix
for composites
⇒very long term work
-
Ok with HNS
-
No solutions with
-
Look
for
high
irradiated
mecha
behavior. ment of a gastight component prepared from HNS SiC/SiC h HNS
utions w
or
hig
me
SiC/S 2, CEA – INST
nt
trix
-
-
-
irra
be
ared from er fo
ncep
ent C C 8 – 2,9
D∼∼∼∼2.3-2.4
±±±
ING : INFLUENCE OF BRAIDING AND GRINDING
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 6
iding
3D braiding
With and without grinding
ded (machined)
composite
ginal
posite
•
Properties can be tailored thanks to
appropriate braiding
•
Grinding has no significant effect on C MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 6
•
Properties can be tailored thanks to
appropriate braiding
•
Grinding has no significant effect on C ing
ed (
om
nal
osit , RIZATION: WHICH TEMPERATURE LIMITATION? of a thermal treatment (2h in Ar) on mechanical
HNS tube
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 7
iC tube is not sensitive to very high temperature
in inert atmosphere
HNS fiber ance
| PAG
ure
S fiber WHICH TEMPERATURE LIMIT
reatment (2h in Ar) on mechanical
HNS tube
NOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, Fr
t sensitive to very high temperat
nert atmosphere
HNS OS
t s
ne M
be is n
in iC of
s erial for Pin cladding:
raiding (45°) 2 layers
cal behavior is the
traction or internal
ERIZATION : FATIGUE
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE
traction or internal
swelling
Fatigue tests:
20 -200MPa at 5 Hz
No failure after 500 000 cycles! ber 5-7, 2012, CEA – INSTN Saclay, France
| PAG
00MPa at 5 Hz
ailure after 500 000 cycles! 5
500 000 sions and tolerances of CMC composites
Products
External and internal dimensio
within 0,01mm tolerance
RIZATION : DIMENSIONNING
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PA
ernal dimensions: ±0.01 mm
city < 0.03mm with mean value of 0.02 mm. city < 0.05mm with mean value of 0.04 mm. 0.05mm with mean value of 0.04 mm
htness < 0.02mm with mean value of 0.005 mm
tness < 0.04mm with mean value of 0.02 mm
hness) < 5µm and Rz (max roughness) < 30µm
Very good dimensional accuracies
(could be improved for internal part) mposites
l and internal dimen
hin 0,01mm toleranc
2012, CEA – INSTN Saclay, France
e of 0.02 mm. of 0.04 mm. 04 mm
ue of 0.005 mm
ue of 0.02 mm
ghness) < 30µm
al accuracies
internal part) es
Nica CEA – INST
ess) < 3
ccurac
ternal p olerances of CMC com
Externa
with
MINOS Workshop - December 5-7, 2
nsions: ±0.01 mm
mm with mean value
mm with mean value
th mean value of 0.0
02mm with mean val
4mm with mean valu
µm and Rz (max roug
y good dimensiona
uld be improved for al dime
< 0.03
< 0.05
5mm w
ss < 0
s < 0.0
ss) < 5
Ve
(co ricit
0.0
htn
htne
ghn nsio
Pro SiC/SiC CEA
SiC CVD (R&H)
CEA SiC/SiC
posites
ERIZATION: IMPURITIES CONCENTRATION
Very few
mpurities
ities (Fe, S, N, O, H)
-Nicalon S fibers MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 10
es (Fe, S, N, O, H)
calon S fibers
CEA | 21 Novembre 2012 AGE 10 SiC/SiC CEA
SiC CVD (R&H)
CEA SiC/SiC
mposites
TERIZATION: IMPURITIES CONCENTRATION
Very few
impurities
rities (Fe, S, N, O, H)
-Nicalon S fibers SiC/SiC CEA
SiC
PURITIES CONCENTRATIO
H) MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, F
CEA | 21 Novemb ) es
Nica EA
os Process:
Process:
ss CVI + EPI + PIP
Objective : Increase thermal conductivity of SiCf/SiC
by lowering porosity
Raw material
Interphase PyC
+ SiC Pre-densification
EPI + PIP SiC green
Matrix
T°, P
TIVE PROCESSING
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 11
o
Cf/ PyC/
SiC nano + SiC Polymer
Cf/ PyC/ SiC/
SiC nano + SiC Polymer
of a SiC layer on composites
ives : Densification and smoothing of SiCf/SiC composites
Bubbles: Polymer/resin
reactions
Raw material
ve process could be used for densification of hexagonal
avid oral) for which requirements are less harsh sites
hex
h – INSTN
on o
ss ha f SiCf/ er 5-7, 201
densi
ents a orosity
PIP S
M ss
mm
mm
mm EA Patent)
ING : « SANDWICH » CONCEPT
e (CEA/DMN)
n
CMC
Failure limit
(σσσσF~300MPa - εεεεF~0,9%)
e (CEA/DMN)
n
CMC
Failure limit
(σσσσF~300MPa - εεεεF~0,9%)
All stages of pr
are done in C
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PA
nsures tightness (processing in LTMEX)
mechanical resistance
nd reproducible
e of cladding is supposed to be tight up to failure of the pi
Internal tube SiC/SiC:
liner Ta :
External tube SiC/SiC:
0,6
0,8
1
tion (%)
tic limit
Pa - εεεεE~0,04%)
of microcracking
tion [%]
0,6
0,8
1
tion (%)
tic limit
Pa - εεεεE~0,04%)
of microcracking
tion [%] of p
in Saclay, Franc H » CONCEPT
All stages o
are done
i
LTMEX) essing
e
1 it
0,9%)
it
0,9%)
1
ng
1
ng ures
mech
d rep
of c
0,6
on (
on
0,6
on (
on Sandwich Concept – Choice of liner
5E-04
6.0E-04
6.5E-04
7.0E-04
7.5E-04
8.0E-04
8.5E-04
9.0E-04
9.5E-04
1.0E-0
1/T(K-1)
ka et al)
Ni (Naka et al)
Co (Naka et al)
a et al)
V et Cr (Naka et al)
Zr (Naka et al)
ka et al)
Nb (Naka et al)
Ta (Naka et al)
numurthy et Schmid-Fetzer)
Ni (Bhanumurthy et Schmid-Fetzer)
Cr (Bhanumurthy et Schmid-Fetzer)
ka et Feng)
Mo (Yoon et al)
W (Lee et al)
ratyan et al)
Nb (Joshi et al)
Mo (Kharatyan et al)
CH » CONCEPT: WHICH LINER? MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 13
ntalum and Niobium are the best candidates for GFR
Is it still true for PWR or BWR ? C
1400°C
1200°C
1000°C
900°C
800°C
750°C
Ta
Nb
b AGE 13
0°C 1200° talu
Ta ndwich Concept – tightness during tensile test
CHARACTERIZATION: PERMEATION
150
200
250
300
350
400
F/So (MPa)
pression relative Hélium : 2 bar
fin acquisition spectro
en continu
acquisition
uniquement
aux palliers
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| 14
Detection limit
« sandwich » concept allows to keep tightness up
failure of SiC/SiC pin cladding
0
50
100
0
2000
4000
6000
8000
10000
12000
1400
temps (s) acquisition
uniquement
aux palliers
14
imit
ss up
2000
14 MINOS
andwic NbC
NbC
SiC
TaC
Ta5Si4C
Ta5Si3
TaSi2
Ta
Précipités Ta2C
Nb – 1000h – 1200°C – Sandwich Ta
0h
63h
250h
1200 C
ICH CHARACTERIZATION
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 15
250h
560h
1000h
encouraging results with Ta
ction zones are not symmetric
observed with plates)
her characterization needed 63h
50h
PAGE
50h
60h
00h wich Ta
0
63
25
25 en
tio
obs
er en
tio
obs
er NbC CTERIZATION: IRRADIATION
0
200
400
600
800
1000
1200
0
0.2
0.4
0.6
0.8
Strain (%)
Tensile Stress (MPa)
unirradiated
Sample 1 (3.1 dpa)
Sample 2 (3.1 dpa)
rageing results have being
CVI minicomposite (CROCUS
n performed in OSIRIS)
XT STEP:
MINOS Workshop - December 5-7, 2012, CEA – INSTN Saclay, France
| PAGE 16
0 (sodium, 550°C up to 105-120 dpa SiC)
of SiC/SiC composites at such doses
ding sandwich specimens)
PIE are expected for 2015
XT STEP:
should
should start
start on
on december
december 19, 2012
19, 2012 rati
netw
al p ilo
wo
app
|
https://openalex.org/W3015944293
|
https://digital.library.unt.edu/ark:/67531/metadc1639367/m2/1/high_res_d/s10086-020-1853-x.pdf
|
English
| null |
Fabrication of densified wood via synergy of chemical pretreatment, hot-pressing and post mechanical fixation
|
Journal of wood science
| 2,020
|
cc-by
| 7,843
|
Introductioni methods, softening of wood material before mechanical
pressing is required. The process of softening is known as
a pretreatment and combined with following mechani-
cal pressing, achieving better compressing result. The
thermo-mechanical densification [3–5], thermal-hydro-
mechanical [6–8], hygro-mechanical steam treatment
[9, 10], mechanical-microwave treatment [11], and high-
pressure treatment [12, 13] were developed to manufac-
ture densified wood, in which the thermal-hydro is the
most common and simplest pretreatment method cur-
rently. The cell walls of wood would be swelled by water
although it cannot penetrate into crystalline region of
cellulose. Then, the glass-transition temperature of amor-
phous polymers (hemicellulose and lignin) decreases
under the hydrothermal condition. As a result, the pre-
treated wood allows low compressive force while without Wood densification is one of the effective techniques
for improving the strength of low density wood species,
which can effectively extend wood product application
due to the enhanced density of surfaces or entirety of
wood. As early as 1930s, the densified wood was used
replacing metal materials in military aircraft in USA
and Germany. In recent decades, many approaches were
completed for manufacturing densified wood, such as
mechanical thermal pressing [1], viscoelastic thermal
compression (VTC) [2]. Whatever the compression *Correspondence: shijt@njfu.edu.cn
1 College of Materials Science and Engineering, Nanjing Forestry
University, Nanjing 210037, China
Full list of author information is available at the end of the article © The Author(s) 2020. 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://creativeco
mmons.org/licenses/by/4.0/. Abstract Wood densification can improve the strength of low density wood species and extend wood product applications. To
enhance the wood compressive quality, chemical pretreatments for pristine wood have widely been used. Densified
Abies wood was fabricated by combining NaOH/Na2SO3 solution treatment, hot-pressing and post mechanical fixa-
tion. The appearance, color, chemical composition, and physiology and mechanical properties before and after the
densification treatment were examined by the colorimeter, FTIR and mechanical testing machine, respectively. Sur-
face color of Abies wood was changed obviously after the densification. The values of brightness L* and b* decreased
but the value of a* showed a slight increase in the densified wood. FTIR results confirmed that the color changes can
be explained by the degradation of hemicellulose and lignin in wood cell walls and migration of extractives during
the densification process. Sufficient removal of wood polymers resulted in the average compression ratio of about
80% in the radial direction of the natural wood. The density of densified wood increased with the wood thickness up
to 1.227 g cm−1, accounting for a 169% increase compared to that of the pristine wood. Modulus of rupture (MOR)
and modulus of elasticity (MOE) in the thickness direction of densified wood also markedly enhanced. Degradation of
polymers in wood cell walls also was reconfirmed by the difference of fracture interface. All the results suggested that
the densified softwood can be easily fabricated using the proposed method and the new densified softwood can be
appropriately used as interior decoration materials. Keywords: Densification, Abies wood, Decorative panel, Hot-pressing, NaOH/Na2SO3 pretreatment Jiangtao Shi1,2* , Junyi Peng1, Qiongtao Huang2, Liping Cai1,3 and Sheldon Q. Shi3 Jiangtao Shi1,2* , Junyi Peng1, Qiongtao Huang2, Liping Cai1,3 and Sheldon Q. Shi3 Shi et al. J Wood Sci (2020) 66:5
https://doi.org/10.1186/s10086-020-1853-x Shi et al. J Wood Sci (2020) 66:5
https://doi.org/10.1186/s10086-020-1853-x Journal of Wood Science Shi et al. J Wood Sci (2020) 66:5
https://doi.org/10.1186/s10086-020-1853-x Journal of Wood Science Open Access *Correspondence: shijt@njfu.edu.cn
1 College of Materials Science and Engineering, Nanjing Forestry
University, Nanjing 210037, China
Full list of author information is available at the end of the article © The Author(s) 2020. 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://creativeco
mmons.org/licenses/by/4.0/. Wood material and densified treatment i
Abies spp. wood was cut into blocks with a size of
80 mm × 50 mm (longitudinal × tangential), which had
three different thicknesses (in the radial direction) of
17.75, 8.25 and 3.15 mm. The initial average moisture
content of wood was 8.76%. After the densified treat-
ment, the average thicknesses of the thicker, medium
and thinner samples were 3.25, 1.67 and 0.81 mm,
respectively. Densified wood was fabricated by combin-
ing chemical pretreatment and hot-pressing technology. First, equivalent volumes of 2.5 mol L−1 NaOH and 0.4
mol L−1 Na2SO3 aqueous solution were mixed, which
is widely used in the chemical pulping industry. Wood
samples were immersed into the prepared mixed solu-
tion and heated at 95 °C for 5 h in a water bath. After the
wood sank into the solution and the color was darkened,
the chemical pre-treated wood was washed successively
with 1% HCl and deionized water and kept in water. The
secondary step was hot-pressing with a press of DSKE
(Wabash, USA) at 25 MPa, 160 °C for 12 h followed by
covering wood surface with tinfoil and interrupted heat-
ing and hold the pressure for 24 h. All the densified wood
samples were dried at 80 °C for 24 h and stored for the
following characterization. There were five replicates for
each wood thickness. i
However, combination of chemical pretreatment and
mechanical compression maybe an effective method to
solve the recovery in densified wood [15]. Wood poly-
mers always degraded and extracted in the chemical
pretreatment. Alkaline solution, such as sodium hydrate
or potassium hydroxide (10–20%), is the mostly chemi-
cal pretreatment method used for the wood densification
manufacturing. On the other hand, alkaline solution is
normally used in the pulping industry. Under the alka-
line condition, cellulose, hemicellulose and lignin all
would be swelled or hydrolyzed at different levels. Wood
disintegration in cells or cell walls facilitates the maxi-
mum compression in hot press. Ammonia is another
reagent for pretreatment in the manufacturing of densi-
fied wood because it has a relatively high affinity to the
polymers in wood cell walls. Although ammonia treat-
ment shows no obvious effect on the content of wood
polymers, it can easily access crystal region of cellulose
and disrupt the lignin–carbohydrate complex. Shi et al. J Wood Sci (2020) 66:5 Page 2 of 9 densified Abies wood via the co-processing of chemical
pretreatment, hot-pressing and post mechanical fixation. The color, chemical composition and physical/mechani-
cal properties of the wood after and before densification
were evaluated. breaking wood cell walls during the next hot-pressing. However, partly elastic deformation is reversible in this
densified wood, especially in earlywood. Therefore, the
recovery of deformation under humidity condition is an
inevitable problem. Previous reports stated that water
absorption expansion ratio in the compression direction
reached up to 50% if the deformation in densified wood
was not fixed [14]. Some methods, such as high-tem-
perature steam, resin impregnation, and high-frequency
microwave heating, are mostly used for deformation fixa-
tion of densified wood in the wood industry. Wood material and densified treatment Moreo-
ver, the plasticizing effect of the ammonia treatment
is temporary and the deformed wood would be return-
ing back to its initial form and the strong pungent smell
after the ammonia treatment limits its industrial applica-
tion [16, 17]. Later, Song et al. manufactured the high-
strength densified wood by coalescent method which
combined NaOH/Na2SO3 solution pretreatment and hot
press at 100 °C, exhibiting high specific tensile strength
of 422.2 MPa cm3 g−1, which is higher than some metals
[18]. In recent years, NaOH/Na2SO3 solution system was
widely used to degrade hemicellulose and lignin in wood
cell walls for preparing transparent wood composites
[19], super flexible wood [20] or other functional wood
materials [21]. SEM and FTIRh The scanning electron microscopy (SEM, Quanta200,
FEI, USA) was employed to observe the microstruc-
ture on the transverse section and tangential section of
the densified wood. Before SEM observation, control
wood and chemical-treated wood samples were oven-
dried until the constant weight was obtained and cov-
ered by gold sputtering. The observation condition was
under vacuum and at an accelerating voltage of 25 kV. Fracture behavior of pristine wood and densified wood
was observed after destruction in mechanical testing
on Quanta200 at the same condition. The Fourier trans-
form infrared spectrum of wood surface was collected
using Nicolet 6700 (Thermo Scientific, USA) equipped
with Smart orbit using attenuated total reflectance (ATR)
model. Every sample was scanned between 400 and
4000 cm−1 at a resolution of 4 cm−1. To quantitatively
compare the spectra of differently densified wood with
the spectra of pristine wood for evaluating the chemical
changes, the average spectra were further normalized
based on the high band at nearly 1027 cm−1, assigned to
C–O stretching, even this band does not remain invari-
able throughout the whole experiments, because both
lignin and carbohydrate exhibit this band [22, 23]. dry mass Before treated −dry mass After treated/
dry mass Before treated × 100
. The lengths of all test samples were around 78.5 mm. The
densified wood and pristine wood samples were cut into
approximately 12.0 mm in width. The modulus of rup-
ture (MOR) and modulus of elasticity (MOE) were tested
using the mechanical testing machine (UTM4304,Suns,
Shenzhen, China). Three-point bending model was per-
formed and the transverse loading was carried on the
tangential surface of wood at the middle span of the test
samples. The span of the test set was 56.0 mm and the
loading rate was 5 N min−1. After the mechanical test-
ing, the final average moisture contents of pristine wood,
thick densified wood, medium densified wood and thin
densified wood were 8.58, 7.38, 8.29 and 7.68%, respec-
tively. All mechanical data were calculated by built-
in software MaterialTest 4.0. Excel (Microsoft, USA)
and Origin 8.0 were employed to analyze data and plot
figures. Test of chromaticity value
Th
h
CR 5 y
The chromameter CR-5 (Konica Minolta, INC, Japan)
was employed for chromaticity value test of wood sur-
face during the densification treatment. The wood tan-
gential section was measured using the chromameter
under optional target mask (3 mm diameter) and the D65
light source (Daylight, color temperature of 6504 K). The
measurement type was reflectance mode at 10° observer
angle and specular component was excluded. Color
measurements were completed at nine locations on each
sample and mean values were calculated for each wood
sample. The color was described using the CIEL*a*b*
system, which was established by International Commis-
sion on Illumination in 1976. The CIEL*a*b* system con-
sists of three perpendicular axes, where L* describes the
lightness, a* the chromatic coordinates on the green to
red axis and b* the chromatic coordinates on the blue to
yellow axis. Five replicates in each wood thickness were
completed. Widely planted in North America and Nordic region,
Abies wood is one of the vital softwood species used in
residential buildings and other construction materials. Compared to hardwood, softwood commonly consists
of single cell type, more than 90% of tracheid, result-
ing in some special properties, such as the simple wood
texture, and lightly color, lower density, which limits it
to be applied for interior decoration or wall panels. This
work aims to develop a feasible method for fabricating Shi et al. J Wood Sci (2020) 66:5 Page 3 of 9 Determination of physical propertiesh Three different thicknesses of Abies wood (Fig. 1a) were
selected for fabricating densified wood by the radial
compression loading mode. The wood appearance and
color were changed under the synergy of chemical pre-
treatment and hot-pressing (Fig. 1). In Fig. 1b, it can
be found that the wood was squashed and its color The oven-dry density of all samples was calculated by “dry-
mass/dry-volume”. The compression ratio (CR) was calcu-
lated as follows: (thickness Before treated −thickness After treated)/
thickness Before treated × 100. (thickness Before treated −thickness After treated)/
thickness Before treated × 100. Fig. 1 Appearance and color changes of pristine wood (PW) and densified wood. a Three pristine wood samples with different thicknesses; b
densified wood; c chromatic value of pristine wood and densified wood. DW densified wood Fig. 1 Appearance and color changes of pristine wood (PW) and densified wood. a Three pristine wood samples with different thicknesses; b
densified wood; c chromatic value of pristine wood and densified wood. DW densified wood Shi et al. J Wood Sci (2020) 66:5 Page 4 of 9 Page 4 of 9 the trend of wood surface became reddish. In conifer
wood, it was shown directly proportional relationship
between the extractive content and redness values [27]. This suggested that more extractives moved to the wood
surface during the densification process. After compar-
ing the colors of three different wood thicknesses, it was
found that both L* and b* values of the thickest wood
were lower than those in the wood samples with medium
and thin thicknesses. With the increase of wood thick-
ness, b* value trended toward to decrease. The value of a*
showed no noticeable differences. The results suggested
that the thickness of pristine wood affected its color after
the densification treatment. This might be explained by
the difference of chemical reaction efficiency with dif-
ferent wood thicknesses. More cell walls in the thickest
wood meant more chemical reaction and generation of
chromophoric groups, which would be shine through in
the hot-pressing process. The total color difference (ΔE)
was calculated based on the reference to pristine wood. The following formula was utilized: darkened after the densification. On the densified wood
surface, the light and black color alternation was caused
by early wood and late wood, which was resulted
from differences in the amount and size of wood cell
walls. Determination of physical propertiesh The extraction of sodium hydroxide solution
from wood matrix resulted in the color changes after
the densification. Previous studies reported that the
NaOH/Na2SO3 solution system can dissolve the extrac-
tives in wood and can also degrade hemicellulose and
lignin in wood cell walls [15]. The degradation of hemi-
cellulose and lignin was another reason for wood color
changes in the densified wood [24]. i
Due to the polysaccharide composition of hemicel-
lulose, various saccharic acids are gradually generated
through the peeling reaction started from the reduc-
ing terminal group of polysaccharides in alkaline envi-
ronment. Moreover, new chromophoric group may be
polymerized by various saccharic acids and extractions
[25]. In addition, lignin was also subjected to dearylation
and dealkylation reaction with both nucleophile SO3
2−
and OH− ions in chemical pretreatment and also pro-
duced some new chromophoric groups, such as quinone,
epoxide, or lignosulphonates. Another reason for the
color changes in wood densification was thermochroma-
tism of the chemicals on wood surface. In this work, the
160 °C hot-pressing temperature and aerobic condition
affected the migration and oxidation of chromophoric
and auxochrome groups. The different colors between
early wood and late wood perhaps were caused by the
more cell wall polymers for stronger reaction degree. Bekhta et al. also reported that the brightness decreased
in the short-term thermo-mechanically densified veneer
of various wood species [26]. These mentioned results
suggested that the synergistic effect of chemical pretreat-
ment, hot-pressing and post mechanical fixation was
responsible for color darkening in the densified wood. From the appearance, the densification treatment signifi-
cantly improved the decorative value of Abies wood. E =
(Lx −L0)2 + (ax −a0)2 + (bx −b0)21/2
, where Lx, ax and bx are values measured in the densified
wood and L0, a0 and b0 are values measured in the pris-
tine wood. Figure 1c shows that all densified wood pre-
sented significantly ΔE, which can be easily visible with
naked eyes. It was indicated that the densification in this
work influenced wood color seriously. FTIR analysis It was indicated that the polar
functional groups conjugated with benzene ring caus-
ing some changes. Because of the highly susceptible to
nucleophilic reactions between carbonyl C=O in lignin
and hemicellulose and SO3
2− and OH− ions in NaOH/
Na2SO3 solution, the disappearance of absorption band
at 1650 cm−1 was related to the vanishing of conjugate
carbonyl group attached to benzene ring. The sharp
band at 1507 cm−1 was attributed to vibration absorp-
tion of benzene ring skeletal. In Fig. 2, this band was
still present in the densified wood suggesting that there
was no chemical reaction of benzene ring in NaOH/
Na2SO3 solution. A certain amount of lignin in wood
cell walls benefited to bonding strength in microfibrils. After normalization, the intensity of absorption band
at 1507 cm−1 increased more in the densified wood
than the pristine wood, indicating the increase of lignin
relative content. It was also confirmed by the increased
intensity ratio of I1507/I1372 (Table 1). To the contrary,
previously studies insisted on lignin would be degraded
in NaOH/Na2SO3 solution [18, 30]. This contradictory
can be explained by the migration of degraded prod-
ucts of hemicellulose and lignin and depositing on the surfaces of the densified wood. The FTIR data col-
lected on the densified wood surfaces by ATR mode in
this study confirmed this finding as well. In addition,
the lignin molecular structure may be changed from
vitreous to high-elastic [1] and the changes of band at
1261 cm−1 (C–H of guaiacyl ring in lignin) indicated
that lignin unit may be changed. The bands 1425 cm−1
(C–H2 scissoring vibration), 1372 cm−1 (C–H bending
vibration) and 897 cm−1 (C1 vibration) can character-
ize cellulose and hemicellulose. And previous reports
stated that the relative crystallinity of cellulose can be
characterized by the band intensity ratio I1372/I2900 and
I1427/I897 [31, 32] and it was shown that this ratio was
higher in the densified wood than the pristine wood. It
can be inferred that the degradation of hemicellulose
and partly amorphous cellulose resulted in the recom-
bination of cellulose microstructure and finally caused
the increase in cellulose crystallinity. Comparatively,
the wood thickness might influence wood chemical
properties to some extent. FTIR analysis To uncover the changes of wood cell wall polymers dur-
ing the densification process, the infrared spectra were Fig. 2 Original infrared spectrum of pristine wood (PW) and
densified wood (DW) Fig. 2 Original infrared spectrum of pristine wood (PW) and
densified wood (DW) To quantify the changes of wood color in the densifi-
cation, chromaticity value on wood surface was meas-
ured by the chromameter CR-5. In Fig. 1c, more wood
brightness value (L*) and b* value decreased in the den-
sified wood than those in the pristine wood. Decreas-
ing of L* means wood color darkening, which may be
caused by the degradation of hemicellulose and move-
ment of extractives. Kubovský et al. also reported that the
decrease of L* value in wood surface was closely related
to the degradation of hemicellulose [24]. The decreas-
ing of b* value describes the trend of the wood surface
towards bluish, which can be explained by the reduction
of a tonality component in color and a slight decreas-
ing value of color saturation [26]. However, the slightly
increased a* value in the densified wood indicated that Fig. 2 Original infrared spectrum of pristine wood (PW) and
densified wood (DW) Fig. 2 Original infrared spectrum of pristine wood (PW) and
densified wood (DW) Shi et al. J Wood Sci (2020) 66:5 Page 5 of 9 collected and are shown in Fig. 2. The attribution of
absorption band was according to the previous publish
of Pandey [28]. The bands at 3378 cm−1 and 2900 cm−1
attributed to O–H and C–H stretching vibration in cel-
lulose, hemicellulose and lignin. Some characteristic
bands were analyzed in untreated wood and densified
wood. The absorption band at 1729 cm−1 attributed
to C=O stretching vibration in unconjugated ketones,
which was a characteristic band of hemicellulose [25,
28]. Disappearance of this band in the densified wood
was caused by the deacetylation in hemicellulose, indi-
cating that hemicellulose entirely dissolved in NaOH/
Na2SO3 solution. After the densification treatment,
the intensity ratio of I1372/I1507 decreased, which sug-
gested that the content of holocellulose reduced and
also proved the decrease in relative content of hemi-
cellulose [29]. The band in range of 1588–1650 cm−1
appeared shoulder absorption peak in the pristine
wood but turned into sharp peak only at 1588 cm−1
(C=C stretching vibration on benzene ring) in the den-
sified wood spectrum. FTIR analysis The probable reasons which
affected the FTIR results were (1) the more massive
thick specimens had greater potential for migrating and
accumulating some chromatic extractives at the surface
than thin specimens and (2) the inside moisture in the
thin wood sample was more easily volatilized than the
thicker wood in the hot-processing treatment. collected and are shown in Fig. 2. The attribution of
absorption band was according to the previous publish
of Pandey [28]. The bands at 3378 cm−1 and 2900 cm−1
attributed to O–H and C–H stretching vibration in cel-
lulose, hemicellulose and lignin. Some characteristic
bands were analyzed in untreated wood and densified
wood. The absorption band at 1729 cm−1 attributed
to C=O stretching vibration in unconjugated ketones,
which was a characteristic band of hemicellulose [25,
28]. Disappearance of this band in the densified wood
was caused by the deacetylation in hemicellulose, indi-
cating that hemicellulose entirely dissolved in NaOH/
Na2SO3 solution. After the densification treatment,
the intensity ratio of I1372/I1507 decreased, which sug-
gested that the content of holocellulose reduced and
also proved the decrease in relative content of hemi-
cellulose [29]. The band in range of 1588–1650 cm−1
appeared shoulder absorption peak in the pristine
wood but turned into sharp peak only at 1588 cm−1
(C=C stretching vibration on benzene ring) in the den-
sified wood spectrum. It was indicated that the polar
functional groups conjugated with benzene ring caus-
ing some changes. Because of the highly susceptible to
nucleophilic reactions between carbonyl C=O in lignin
and hemicellulose and SO3
2− and OH− ions in NaOH/
Na2SO3 solution, the disappearance of absorption band
at 1650 cm−1 was related to the vanishing of conjugate
carbonyl group attached to benzene ring. The sharp
band at 1507 cm−1 was attributed to vibration absorp-
tion of benzene ring skeletal. In Fig. 2, this band was
still present in the densified wood suggesting that there
was no chemical reaction of benzene ring in NaOH/
Na2SO3 solution. A certain amount of lignin in wood
cell walls benefited to bonding strength in microfibrils. After normalization, the intensity of absorption band
at 1507 cm−1 increased more in the densified wood
than the pristine wood, indicating the increase of lignin
relative content. It was also confirmed by the increased
intensity ratio of I1507/I1372 (Table 1). To the contrary,
previously studies insisted on lignin would be degraded
in NaOH/Na2SO3 solution [18, 30]. FTIR analysis This contradictory
can be explained by the migration of degraded prod-
ucts of hemicellulose and lignin and depositing on a and b values indicate the intensity ratio of the absorption band and the maximum absorption band near 1027 cm−1 in that curve Physical and mechanical characterization Physical and mechanical characterization
Figure 3 shows the oven-dried densities, compression
ratios (CR), MOE and MOR of the wood before and
after densification. The wood oven-dry density increased
over 1.00 g cm−1 in all densified woods compared to
0.455 g cm−1 of the pristine wood (Fig. 3a). The incre-
ment of density depended on wood sample thickness and
the highest density was 1.227 g cm−1 (169% higher than
the pristine wood) in the thickest wood sample. Moreo-
ver, wood density increased from the thin to the thick
densified wood sample and CR showed the similar trend. The higher density appeared in the thicker wood sample,
and the higher compressibility was obtained. Whereas,
the lower density appeared in the thinner wood sam-
ple and the lower compressibility was achieved. As well
known, many studies investigated various compression Table 1 The band intensity and ratio of pristine wood (PW) and densified wood (DW)
a and b values indicate the intensity ratio of the absorption band and the maximum absorption band near 1027 cm−1 in that curve
I1372/I1507
I1507/I1372
I1372/I2900
I1427/I897
Ia
1588
Ib
1507
PW
0.40
2.47
0.32
1.11
–
0.16
Thin DW
0.39
2.57
0.43
4.63
0.39
0.29
Medium DW
0.32
3.21
0.49
5.50
0.81
0.39
Thick DW
0.33
3.00
0.37
3.50
0.45
0.33 Table 1 The band intensity and ratio of pristine wood (PW) and densified wood (DW) Shi et al. J Wood Sci (2020) 66:5 Shi et al. J Wood Sci Page 6 of 9 Fig. 3 Physical and mechanical characteristics of pristine wood (PW) and densified wood (DW). CR compression ratio, LWR loss weight ratio, MOR
modulus of rupture, MOE modulus of elasticity Fig. 3 Physical and mechanical characteristics of pristine wood (PW) and densified wood (DW). CR compression ratio, LWR loss weight ratio, MOR
modulus of rupture, MOE modulus of elasticity ratios of densified wood under different processing con-
ditions. It was reported that the compression ratio was
generally lower than 30% after the densification with-
out any chemical pretreatment [33, 34]. However, in this
work, the average compression ratio was approximately
80% in the radial direction of wood. We inferred that the
pretreatment with NaOH/NaSO3 solution was one of the
reasons accounting for the higher compression ratio in
densified wood. Also, the higher compaction ratio can
be obtained by other pretreatments, such as saturated
steam. Physical and mechanical characterization The maximum
MOR is about 228.5 MPa in the thinnest densified wood
and increased by 97% than the pristine wood. MOE also
increased up to 33.55 GPa in the thinnest densified wood
and 346% of that in pristine wood. Overall, the increment
of strength showed negatively relation with the wood
sample thickness. Cruz et al. reported that the content of
hemicellulose in the densified wood showed high nega-
tive correlation to MOE and MOR [8], while the positive
correlation was shown compared to the density of wood. As well known, wood cell wall is mainly consisted of cel-
lulose, hemicellulose and lignin, and the cellulose chain
aggregates microfibrils and serves as skeleton as well as
hemicellulose and lignin are crosslinked into microfibrils. These three polymers have different contributions to the
mechanical properties of wood [39]. Hence, in this work,
the synergistic effect of hemicellulose and lignin was
degraded or partly degraded during the NaOH/Na2SO3
pretreatment combined with recombination of wood
cells in the hot-pressing process, resulting in the increase
in density and significant increase in MOR and MOE for
the densified wood. Physical and mechanical characterization Kutnar and Kamke treated Douglar-fir wood by
pressurized steam before compression and obtained a
compaction ratio of 153% using hydrothermal treatment
with a pressure of lower than 5 MPa [35]. According to
the previous reports, part removal or degradation of
amorphous polymers in wood is beneficial to adequate
compression [36, 37]. In this work, wood hemicellulose
and partly lignin were degraded in the pretreatment
with NaOH/NaSO3 solution, which was confirmed by
FTIR results, and allowed the wood easier to be com-
pressed in the hot-processing treatment. Meanwhile, the
much higher density and strength of the wood could be
achieved under sufficient compressibility [38]. This prob-
ably mainly attributed to synergistic effect of degradation
of hemicellulose and lignin in the chemical pretreatment
and recombination of wood cells during the hot-pressing
process. Abies wood is easily densified and cell recom-
bined because of the swelling of cell wall in the alkaline
medium environment of NaOH/Na2SO3 solution. From
the similar loss weight ratio (about 15%) in the densi-
fied wood, it was inferred that the wood samples with
three different thicknesses subjected same degradation
degrees.h Compared to the pristine wood, both MOR and MOE
were increased in the densified wood. The maximum
MOR is about 228.5 MPa in the thinnest densified wood
and increased by 97% than the pristine wood. MOE also
increased up to 33.55 GPa in the thinnest densified wood
and 346% of that in pristine wood. Overall, the increment
of strength showed negatively relation with the wood
sample thickness. Cruz et al. reported that the content of
hemicellulose in the densified wood showed high nega-
tive correlation to MOE and MOR [8], while the positive
correlation was shown compared to the density of wood. As well known, wood cell wall is mainly consisted of cel-
lulose, hemicellulose and lignin, and the cellulose chain
aggregates microfibrils and serves as skeleton as well as
hemicellulose and lignin are crosslinked into microfibrils. These three polymers have different contributions to the
mechanical properties of wood [39]. Hence, in this work,
the synergistic effect of hemicellulose and lignin was
degraded or partly degraded during the NaOH/Na2SO3
pretreatment combined with recombination of wood
cells in the hot-pressing process, resulting in the increase
in density and significant increase in MOR and MOE for
the densified wood. Compared to the pristine wood, both MOR and MOE
were increased in the densified wood. Microstructure of densified wood On the other hand, the densified
wood showed layered fracture interface (Fig. 4f, g), which
can be explained by the longitudinal sliding in tracheid
aggregates. The main reason of this fracture behavior was
the decreased adhesion between tracheids after the deg-
radation of hemicellulose and lignin in middle lamella. Although layered fractures occurred in all the densified
wood samples, it was not obvious in the thinnest sample
(Fig. 4g). A number of fibers present in fracture surface
of the thick densified wood (Fig. 4h) further confirmed excellent mechanical properties to make sure it can be
widely used in wood structure building. However, the
tracheid lumens on the transverse section of the den-
sified wood almost vanished (Fig. 4c). Because of the
regular radial arrangement, only cracks were present
inside the compressed tracheids in the thickness direc-
tion. It was probably caused by the degradation of middle
lamella at the loading direction during the hot-pressing. Meanwhile, previous reports suggested that such hydro-
thermal conditions generated more microcracks on
wood cell walls [25, 40]. Wood tracheids showed a bunch
of aggregates on the tangential surface in the densified
wood (Fig. 4d), which indicated that wood tracheids
subjected to sufficient compression and recombination
after the chemical, hot-pressing and mechanical co-pro-
cessing. Furthermore, the fracture surfaces of the natu-
ral wood and densified wood were also observed by SEM
(Fig. 4e–h). The three-point bending method and loading
on the thickness direction of wood samples were used. In Fig. 4e, the fracture interface of natural wood shows
jagged irregularly fracture and tracheids were pulled out
to each other (Fig. 4e). On the other hand, the densified
wood showed layered fracture interface (Fig. 4f, g), which
can be explained by the longitudinal sliding in tracheid
aggregates. The main reason of this fracture behavior was
the decreased adhesion between tracheids after the deg-
radation of hemicellulose and lignin in middle lamella. Although layered fractures occurred in all the densified
wood samples, it was not obvious in the thinnest sample
(Fig. 4g). A number of fibers present in fracture surface
of the thick densified wood (Fig. 4h) further confirmed the degradation of intercellular layers and secondary cell
walls of tracheid. Another reason should be considered
was the lateral expansion of different wood thicknesses in
the hot-processing treatment. Microstructure of densified wood When all specimens were
compressed with the same compression stress, the thin
specimens had more lateral restraint than the thick speci-
mens due to the friction of the press plates [41]. At last
but not least, because of the complicated wood structure,
the thicker specimens were more likely to experience
the fracture and stress concentration during compres-
sion, which may destroy wood structure easily and finally
reduced MOR and MOE. There is sn evidence of fracture
between tracheids in Fig. 4d, f. The tracheids are clearly
displaced out of longitudinal alignment as a result of the
Poisson effect. Microstructure of densified wood To testify the changes on microstructure of wood cell
walls, SEM was used to observe the transverse and tan-
gential surfaces of the wood samples before and after the
densification. On the transverse surface, it was shown
the honeycomb holes (tracheid lumen) on natural Abies
wood tracheids, which were arranged radial-regularly
(Fig. 4a). Wood tracheids showed as grooves were inter-
val with uniserial wood rays on the tangential surface
(Fig. 4b). As well known, Abies wood is one of the soft-
wood and its typical regular cell arrangement provides The MOR and MOE in the thickness direction of the
densified wood and pristine wood are shown in Fig. 3b. Shi et al. J Wood Sci (2020) 66:5 Shi et al. J Wood Sci Page 7 of 9 Fig. 4 SEM of pristine wood (a cross-section, b tangential section), densified wood (c cross-section, d tangential section), and rupture of various
wood (e pristine wood, f thick densified wood, g thin densified wood, h magnifying of thick densified wood). T tracheid, R rays, RD resin duct Fig. 4 SEM of pristine wood (a cross-section, b tangential section), densified wood (c cross-section, d tangential section), and rupture of various
wood (e pristine wood, f thick densified wood, g thin densified wood, h magnifying of thick densified wood). T tracheid, R rays, RD resin duct excellent mechanical properties to make sure it can be
widely used in wood structure building. However, the
tracheid lumens on the transverse section of the den-
sified wood almost vanished (Fig. 4c). Because of the
regular radial arrangement, only cracks were present
inside the compressed tracheids in the thickness direc-
tion. It was probably caused by the degradation of middle
lamella at the loading direction during the hot-pressing. Meanwhile, previous reports suggested that such hydro-
thermal conditions generated more microcracks on
wood cell walls [25, 40]. Wood tracheids showed a bunch
of aggregates on the tangential surface in the densified
wood (Fig. 4d), which indicated that wood tracheids
subjected to sufficient compression and recombination
after the chemical, hot-pressing and mechanical co-pro-
cessing. Furthermore, the fracture surfaces of the natu-
ral wood and densified wood were also observed by SEM
(Fig. 4e–h). The three-point bending method and loading
on the thickness direction of wood samples were used. In Fig. 4e, the fracture interface of natural wood shows
jagged irregularly fracture and tracheids were pulled out
to each other (Fig. 4e). Conclusions In summary, the densified wood samples with three
different thicknesses were fabricated by the combina-
tion of chemical pretreatment, hot-pressing and post
mechanical treatments. Surface color of Abies wood
changed obviously after the densification. Quantitative
results indicated that the values of brightness L* and b*
decreased but the value of a* showed a slight increase in
the densified wood. The FTIR examinations confirmed
that the color changes can be explained by the degrada-
tion of hemicellulose and lignin in wood cell walls and
migration of extractives during the densification process. New chromophoric groups generated from re-polym-
erization of wood cell wall degradation product were
the other reason for the color changes in the densified Shi et al. J Wood Sci (2020) 66:5 Page 8 of 9 Page 8 of 9 wood. In this work, sufficient removal of wood polymers
resulted in the average compression ratio of about 80% in
the radial direction of the pristine wood. Furthermore,
the increased compression ratio positively related to the
wood density. The density of wood increased with wood
thickness up to 1.227 g cm−1, counting 169% higher than
the pristine wood. Being benefited from the increased
density, MOR and MOE in the thickness direction of the
densified wood also markedly enhanced. The fracture
interface of the densified wood reconfirmed the deg-
radation of polymers in wood cell walls. Moreover, the
thickness of initial wood sample affected the color, den-
sity, chemical groups and mechanical properties in the
densified wood. All the mentioned results suggested that
the densified softwood can be easily fabricated using the
proposed method and the new densified softwood can be
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1 1 College of Materials Science and Engineering, Nanjing Forestry University,
Nanjing 210037, China. 2 Yihua Lifestyle Technology Co., Ltd, Huaidong Indus-
trial Zone, Lianxia Town, Chenghai District, Shantou 515834, China. 3 Depart-
ment of Mechanical and Energy Engineering, University of North Texas,
Denton, TX 76203, USA. 19. Zhu M, Song J, Li T, Gong A, Wang Y, Dai J, Yao Y, Luo W, Henderson D,
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The amphibians of Pará, Brazil
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Boletim do Museu Paraense Emílio Goeldi. Ciências Naturais
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Palavras-chave: Lissamphibia. Amazônia. Lista de espécies. Herpetologia. Cassundé, G. F., Sturaro, M. J., Maciel, A. O., Prudente, A. L. C., Sarmento, J. F. M., & Peloso, P. (2022). The amphibians of Pará, Brazil.
Boletim do Museu Paraense Emílio Goeldi. Ciências Naturais, 17(2), 445-473. http://doi.org/10.46357/bcnaturais.v17i2.782
Autora para correspondência: Gisele Ferreira Cassundé. Museu Paraense Emílio Goeldi. Programa de Pós-Graduação em Zoologia (UFPA/
MPEG). Setor de Vertebrados. Av. Perimetral, 1901 – Terra Firme. Belém, PA, Brasil. CEP 66077-830 (gi.cassunde@hotmail.com).
Recebido em 09/07/2021
Aprovado em 10/02/2022
Responsabilidade editorial: José Nazareno Araújo dos Santos Junior The amphibians of Pará, Brazil Gisele Ferreira CassundéI | Marcelo José SturaroII | Adriano Oliveira MacielIII |
Ana Lúcia da Costa PrudenteIV | João Fabrício Melo SarmentoIV | Pedro PelosoI, III
IUniversidade Federal do Pará. Programa de Pós-Graduação em Zoologia. Belém, Pará, Brasil
IIUniversidade Federal de São Paulo. Departamento de Ecologia e Biologia Evolutiva. Diadema, São Paulo, Brasil
IIIMuseu Paraense Emílio Goeldi/MCTI. Coordenação de Zoologia. Programa de Capacitação Institucional. Belém, Pará, Brasil
IVMuseu Paraense Emílio Goeldi/MCTI. Coordenação de Zoologia. Belém, Pará, Brasil Abstract: Pará is the second largest state in Brazil, with all its territory within the Amazonian rainforest. The state has a wide variety
of habitats and bioregions and is home to a large diversity of species. In the race to uncover this diversity and to provide
support for future research, we have compiled the first list of amphibian species occurring in Pará, based on the identification
of specimens deposited in scientific collections and analysis of primary literature. We recorded 195 species of amphibians,
30 of which are endemic to the state, and five represented new occurrence records. Despite its large territory, high
number of endemic species and very intense levels of deforestation, only five species are officially considered threatened
with extinction. We discuss reasons as to why so few species are threatened and why this number is likely to increase
soon. We also discuss issues related to taxonomy, such as the occurrence of multiple unnamed species that have already
been discovered in Pará. Finally, we highlight some opportunities and challenges for future research areas with amphibian
diversity and taxonomy in the state of Pará. Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 ARTIGOS CIENTÍFICOS INTRODUCTION et al., 2005). The consensus is that at least nine areas of
vertebrate endemism can be easily identified in Amazonia
(Silva et al., 2005). Due to its wide territory, geographic
placement, and the fact that its territory is divided by three
of the largest tributaries of the Amazon River (Tapajós,
Xingu and Tocantins), Pará includes portions of five of
the nine areas of endemism: Belém, Guyana, Rondônia,
Tapajós and Xingu (Figure 1). Therefore, the State’s fauna
is extremely rich and has many endemic species. The Amazonian Rainforest (or simply, Amazonia) is
distributed over nine countries in South America, with more
than half of its area in Brazil (Ab’Saber, 1977). Knowledge
about the species diversity, distribution and phylogeny of
Amazonian organisms remains, nonetheless, incipient. Several areas of Amazonia have never been sampled and
thousands of specimens of its biota have accumulated in
scientific collections, fruits of decades of expeditions, have
been insufficiently studied (Oren & Albuquerque, 1991;
Ávila-Pires et al., 2010; Peloso, 2010; Jenkins et al., 2015;
Steege et al., 2016; Prudente et al., 2018). The biodiversity of Pará has been studied since the
first scientific expeditions to South America (Papavero et al.,
2000; Papavero & Teixeira, 2011, 2013). Among the various
explorers who passed through Pará, Spix and Von Martius
stand out—they were in Belém in 1819 and described several
animal species in Amazonia, including amphibians (Spix,
1824). Additional examples of amphibian species described
from material certainly obtained in Pará since the 19th century
exist (e.g., Günther, 1859 [1858]; Goeldi, 1907, figure 2), but
despite almost two hundred years of documented research
with amphibians in the state, the number of species, and their
distribution in the Pará is largely unknown. Like most biotic groups, information about
Amazonian amphibians is limited, mostly due to a lack
of basic studies on species taxonomy and distribution
(Ávila-Pires et al., 2007; Stuart et al., 2008; Peloso,
2010; Guerra et al., 2020). Moreover, many Amazonian
species have yet to be discovered or are awaiting formal
taxonomic recognition (Vacher et al., 2020; Moura &
Jetz, 2021). Combined, these factors cause uncertainty
regarding species richness in the region, with discrepant
estimates of the number of Amazonian amphibians varying
from 221 species in older assessments (Caldwell, 1996;
Duellman, 1999), to 609 (Mayer et al., 2019), to nearly
900 in more recent studies (Vacher et al., 2020). Keywords: Lissamphibia. Amazonia. Checklist. Herpetology. Resumo: O Pará é o segundo maior estado do Brasil, com todo o seu território dentro da floresta amazônica. O estado possui grande
variedade de habitats e bio-regiões e tem, portanto, potencial para ser um dos maiores depositários da biodiversidade
de anfíbios da América do Sul. Na corrida para descobrir essa diversidade e fornecer subsídios para pesquisas futuras,
compilamos a primeira lista de espécies de anfíbios do Pará, com base na identificação de espécimes depositados em
coleções científicas e análise da literatura primária. Registramos 195 espécies de anfíbios, das quais 30 são endêmicas
do estado e cinco representaram novos registros de ocorrência. Apesar de seu extenso território, elevado número de
espécies endêmicas e níveis muito intensos de desmatamento, apenas cinco espécies são oficialmente consideradas
ameaçadas de extinção. Discutimos as razões pelas quais tão poucas espécies estão ameaçadas e as razões pelas quais
esse número provavelmente aumentará em breve. Também discutimos questões relacionadas à taxonomia, como, por
exemplo, a ocorrência de várias espécies não nomeadas no Pará. Por fim, destacamos algumas oportunidades e desafios
para futuras áreas de pesquisa com diversidade e taxonomia de anfíbios no estado do Pará. 445 BY 445 BY 445 The amphibians of Pará, Brazil INTRODUCTION As in the rest of the Amazonia, Pará represents an area
where the number of amphibian species described recently Figure 1. Map of northern South America representing the endemic
areas of the state of Pará. Pará encompasses five areas of endemism
and has a large number of endemic and endangered vertebrate
species. Map: Gisele Cassundé (2021). Pará is the second largest Brazilian state, with
1,245,870.798 km² of territorial extension, second only
to Amazonas (IBGE, 2019), also in the Amazonian region. Pará has all its territory in Amazonia, but includes several
unique types of vegetation, such as savanna enclaves in
the northern portion, and areas of Amazonia-Cerrado
ecotone in the south, mainly along the border with
the state of Tocantins, which confers a wide variety
of phytophysiognomies (Goulding et al., 2003). Such
characteristics make the State a depository of a unique
biodiversity in South America. For example, Amazonia has
been subdivided into ‘areas of endemism’ (geographic area
that limits the distribution of several species), largely defined
based on the co-distribution of terrestrial vertebrates (Silva Figure 1. Map of northern South America representing the endemic
areas of the state of Pará. Pará encompasses five areas of endemism
and has a large number of endemic and endangered vertebrate
species. Map: Gisele Cassundé (2021). 446 446 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Figure 2. Reproduction of original figures of species named over a
century ago and for which the type-locality is in Pará. Top: “Hyla (=
Boana) multifasciata”, by Albert Günther (Gunther, 1859 [1858]:
plate 8, figure D). The type locality was given as “Pará”, later
interpreted as probably Belém (Bokermann, 1966). Bottom: “Hyla
(=Trachycephalus) resinifictrix”, by Emílio Goeldi (Goeldi, 1907). The type-locality for this species is Missão Santo Antônio do Prata,
Maracanã river, Pará, Brazil. published for several locations in the state (e.g., Ávila-Pires &
Hoogmoed, 1997; Azevedo-Ramos & Galatti, 2002; Ávila-
Pires et al., 2010; Mendes-Pinto & Souza, 2011; Bernardo
et al., 2012; Pinheiro et al., 2012; Vaz-Silva et al., 2015;
Hoogmoed & Galatti, 2019). Our main objective was to compile the list of
amphibian species in Pará. During the process of evaluation
and construction of the list, we identified some of the major
difficulties associated with the study of amphibians in the
Amazonian rainforest. INTRODUCTION We conclude our contribution with
an outline and definitions of a few priorities for future studies
with amphibians in the State. COLLECTION SPECIMENS FROM MPEG COLLECTION SPECIMENS FROM MPEG (Segalla et al., 2021). From that list, we considered that
all species recognized to occur in the Brazilian territory
could potentially also occur in Pará. We then searched
for each of these potential species in the electronic
databases Amphibian Species of the World (Frost, 2022),
AmphibiaWeb (AmphibiaWeb, 2022), and IUCN Red List
of Threatened Species (IUCN, 2022)—these databases
have information based on literature about the distribution
of each species. Based on the data from these databases,
those with records for Pará were preliminarily included in
the list and we then searched for voucher specimens of such
species in collections or in the literature. A species was only
included if specimens were either analyzed by one of us
or mentioned in recent and relevant taxonomic literature. (Segalla et al., 2021). From that list, we considered that
all species recognized to occur in the Brazilian territory
could potentially also occur in Pará. We then searched
for each of these potential species in the electronic
databases Amphibian Species of the World (Frost, 2022),
AmphibiaWeb (AmphibiaWeb, 2022), and IUCN Red List
of Threatened Species (IUCN, 2022)—these databases
have information based on literature about the distribution
of each species. Based on the data from these databases,
those with records for Pará were preliminarily included in
the list and we then searched for voucher specimens of such
species in collections or in the literature. A species was only
included if specimens were either analyzed by one of us
or mentioned in recent and relevant taxonomic literature. The first step of the study consisted of identifying specimens
deposited in natural history collections. The MPEG collection,
the main source of data used here, was officially founded
in 1965 by Osvaldo Rodrigues da Cunha, and currently
holds over 40,000 specimens of amphibians, most of which
collected in Pará (a little over 22,000). The collection holds
invaluable material which testifies for the magnificent diversity
of amphibians in the State. These holdings have been used
to produce studies on the diversity of species in the region
for over a century (Goeldi, 1907), and continues to do so in
the present. For this reason, we relied heavily on the material
listed in the MPEG collection to build the list. A primary list was compiled from the database of the
MPEG amphibian collection. An electronic spreadsheet
was exported from the MPEG archives including all
amphibian entries of the collection. RESULTS We recorded 195 species composing the fauna of
amphibians in the state of Pará. This diversity is mostly
formed by Anura (178 species), followed by Gymnophiona
(15 species), and Caudata (two species). Among these,
five species are new occurrence records for the State:
Boana diabolica, Boana leucocheila, Pristimantis gutturalis,
Pristimantis reichlei and Trachycephalus coriaceus. Thirty
species (about 15% of all species included) represent
species that only exist in Pará (endemic species). These
are: Anura—Adelphobates castaneoticus, Adenomera COLLECTION SPECIMENS FROM MPEG This spreadsheet
was filtered to include only specimens collected within
the limits of Pará. After filtering, we derived a list of all
taxa with occurrences in Pará. After this primary list was
created, we checked the actual collection specimens
to search for at least one voucher specimen for each
species in the list. If a voucher specimen was found and
its ID confirmed, the species occurrence was confirmed. However, in many cases, specimens are wrongly
identified—in such cases, if no voucher specimen was
found at MPEG, the species was not immediately included
in the list. In these cases, we searched for records of the
species in other collections, or in the primary literature
(i.e., taxonomic literature). We immediately included in the list, formally named
species for which type material (holotypes or at least
one paratype) were obtained in Pará, even if we did not
have access to the specimens for confirmation purposes. In the case of works, such as species lists, extensions of
species distribution, taxonomic reviews, among others,
the record was only included without the analysis of
testimony material in some cases (e.g., recent taxonomic
reviews, 2005–present; phylogenetic analyses with broad
sampling that is sufficient to unambiguously identify a
sample). Most of the time, we attempted to analyze
the voucher specimens that support the registration to
confirm the identification. MATERIAL AND METHODS The List of Amphibians of Pará, presented in this study, was
fundamentally based on the analysis of material deposited
in the Coleção Herpetológica Osvaldo Rodrigues da Cunha,
at the Museu Paraense Emílio Goeldi (MPEG), Belém,
Pará, Brazil, and on the literature. However, we also
included information on selected specimens deposited in
other collections worldwide and analysed by us: AMNH
(American Museum of Natural History, New York, EUA);
CHUNB (Coleção Herpetológica da Universidade de
Brasília, Brasília, Brazil); INPA-H (Coleção de Herpetologia,
Instituto Nacional de Pesquisas da Amazônia, Manaus,
Brazil); LZATM (Laboratório de Zoologia de Altamira,
Altamira, Brazil); MNRJ (Museu Nacional, Rio de Janeiro,
Rio de Janeiro, Brazil); MCP (Museu de Ciências e
Tecnologia da Pontifícia Universidade Católica do Rio Grande
do Sul, Porto Alegre, Brazil); MZUSP (Museu de Zoologia,
Universidade de São Paulo, São Paulo, Brazil); NHMW
(Naturhistorisches Museum, Zoologische Abtheilung,
Wien, Austria); USNM (Smithsonian, National Museum
of Natural History, Washington, EUA). The inclusion of
data from the literature was essential, as it allowed us to
include species for which we did not find any specimens in
the collections we examined. A list of voucher specimens
used to confirm the species occurrence in Pará is given
in Appendix 1. Figure 2. Reproduction of original figures of species named over a
century ago and for which the type-locality is in Pará. Top: “Hyla (=
Boana) multifasciata”, by Albert Günther (Gunther, 1859 [1858]:
plate 8, figure D). The type locality was given as “Pará”, later
interpreted as probably Belém (Bokermann, 1966). Bottom: “Hyla
(=Trachycephalus) resinifictrix”, by Emílio Goeldi (Goeldi, 1907). The type-locality for this species is Missão Santo Antônio do Prata,
Maracanã river, Pará, Brazil. is high (Maciel et al., 2018; Peloso et al., 2018; Pinheiro et
al., 2018; Rojas-Zamora et al., 2018; Carvalho et al., 2019;
Kaefer et al., 2019; Moraes et al., 2019; Simões et al., 2019;
Carvalho et al., 2020; Oliveira et al., 2020) and current
genetic studies indicate a great diversity of species not yet
described occurring in the State (Fouquet et al., 2016; Peloso
et al., 2018; Carvalho et al., 2020; Jaramillo-Martinez et al.,
2020; Vacher et al., 2020; Fouquet et al., 2021b). However,
the number of amphibian species in Pará has never been
estimated based on a detailed review of biological collection
data. Moreover, there is no compiled list of amphibians in
Pará, although some punctual inventories have already been 447 447 The amphibians of Pará, Brazil ADDITIONAL COLLECTIONS AND
LITERATURE DATA The second stage of the study consisted of confirming or
adding species to the list based on the literature, and on
data from additional collections (other than MPEG). To verify that our search was nearly exhaustive,
we initially investigated the official list of amphibians in
Brazil, provided by the Brazilian Society of Herpetology 448 448 448 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Hyalinobatrachium muiraquitan, Pristimantis giorgii,
Pristimantis latro, Rhinella magnussoni, Scinax villasboasi, and
Trachycephalus helioi; Caudata—Bolitoglossa paraensis and
Bolitoglossa tapajonica; and Gymnophiona—Microcaecilia
butantan, Microcaecilia trombetas and Rhinatrema uaiuai. The complete list of species currently known for Pará is
given below (Table 1). amicorum, Adenomera aurantiaca, Adenomera inopinata,
Adenomera martinezi, Adenomera phonotriccus, Adenomera
tapajonica, Allobates carajas, Allobates grillicantus, Allobates
magnussoni, Allobates masniger, Allobates nunciatus,
Allobates tapajos, Amazophrynella bilinguis, Amazophrynella
gardai, Amazophrynella minuta, Amazophrynella xinguensis,
Chiasmocleis papachibe, Dendropsophus minimus, amicorum, Adenomera aurantiaca, Adenomera inopinata,
Adenomera martinezi, Adenomera phonotriccus, Adenomera
tapajonica, Allobates carajas, Allobates grillicantus, Allobates
magnussoni, Allobates masniger, Allobates nunciatus,
Allobates tapajos, Amazophrynella bilinguis, Amazophrynella
gardai, Amazophrynella minuta, Amazophrynella xinguensis,
Chiasmocleis papachibe, Dendropsophus minimus, Table 1. List of amphibian species from the State of Pará, including a list of taxa currently considered endemic to the State. Information on
the conservation status of the species by the IUCN was included considering the following categories: Data Deficient (DD), Least Concern
(LC), Near Threatened (NT), Vulnerable (VU), Endangered (EN), Critically Endangered (CR), Not Evaluated (NE). (Continue) Table 1. List of amphibian species from the State of Pará, including a list of taxa currently considered endemic to the State. Information on
the conservation status of the species by the IUCN was included considering the following categories: Data Deficient (DD), Least Concern
(LC), Near Threatened (NT), Vulnerable (VU), Endangered (EN), Critically Endangered (CR), Not Evaluated (NE). ADDITIONAL COLLECTIONS AND
LITERATURE DATA (Continue) IUCN
Endemic Taxon Taxon Taxon
IUCN
Endemic
AMPHIBIA
Order ANURA
Allophrynidae Savage, 1973
Allophryne ruthveni Gaige, 1926
LC
Aromobatidae Grant, Frost, Caldwell, Gagliardo, Haddad, Kok, Means, Noonan, Schargel, & Wheeler, 2006
Allobates carajas Simões, Rojas, & Lima, 2019
NE
X
Allobates crombiei (Morales, 2002)
DD
Allobates femoralis (Boulenger, 1884)
LC
Allobates grillicantus Moraes, & Lima, 2021
NE
X
Allobates magnussoni Lima, Simões, & Kaefer, 2014
NE
X
Allobates marchesianus (Melin, 1941)
LC
Allobates masniger (Morales, 2002)
DD
X
Allobates nunciatus Moraes, Pavan, & Lima, 2019
NE
X
Allobates sumtuosus (Morales, 2002)
DD
Allobates tapajos Lima, Simões, & Kaefer, 2015
NE
X
Anomaloglossus stepheni (Martins, 1989)
LC
Bufonidae Gray, 1825
Amazophrynella bilinguis Kaefer, Rojas-Zamora, Ferrão, Farias, & Lima, 2019
NE
X
Amazophrynella bokermanni (Izecksohn, 1994)
LC
Amazophrynella gardai Mângia, Koroiva, & Santana, 2020
NE
X
Amazophrynella minuta (Melin, 1941)
LC
X
Amazophrynella xinguensis Rojas-Zamora, Fouquet, Ron, Hernández-Ruz, Melo-Sampaio, Chaparro,
Vogt, Carvalho, Pinheiro, Ávila, Farias, Gordo, & Hrbek, 2018
NE
X
Atelopus hoogmoedi Lescure, 1974
NE
Atelopus spumarius Cope, 1871
VU
Rhaebo guttatus (Schneider, 1799)
LC
Rhinella castaneotica (Caldwell, 1991)
LC Order ANURA
Allophrynidae Savage, 1973
Allophryne ruthveni Gaige, 1926
LC
Aromobatidae Grant, Frost, Caldwell, Gagliardo, Haddad, Kok, Means, Noonan, Schargel, & Wheeler, 2006
Allobates carajas Simões, Rojas, & Lima, 2019
NE
X
Allobates crombiei (Morales, 2002)
DD
Allobates femoralis (Boulenger, 1884)
LC
Allobates grillicantus Moraes, & Lima, 2021
NE
X
Allobates magnussoni Lima, Simões, & Kaefer, 2014
NE
X
Allobates marchesianus (Melin, 1941)
LC
Allobates masniger (Morales, 2002)
DD
X
Allobates nunciatus Moraes, Pavan, & Lima, 2019
NE
X
Allobates sumtuosus (Morales, 2002)
DD
Allobates tapajos Lima, Simões, & Kaefer, 2015
NE
X
Anomaloglossus stepheni (Martins, 1989)
LC
Bufonidae Gray, 1825
Amazophrynella bilinguis Kaefer, Rojas-Zamora, Ferrão, Farias, & Lima, 2019
NE
X
Amazophrynella bokermanni (Izecksohn, 1994)
LC
Amazophrynella gardai Mângia, Koroiva, & Santana, 2020
NE
X
Amazophrynella minuta (Melin, 1941)
LC
X
Amazophrynella xinguensis Rojas-Zamora, Fouquet, Ron, Hernández-Ruz, Melo-Sampaio, Chaparro,
Vogt, Carvalho, Pinheiro, Ávila, Farias, Gordo, & Hrbek, 2018
NE
X
Atelopus hoogmoedi Lescure, 1974
NE
Atelopus spumarius Cope, 1871
VU
Rhaebo guttatus (Schneider, 1799)
LC
Rhinella castaneotica (Caldwell, 1991)
LC 449 449 The amphibians of Pará, Brazil Taxon
IUCN
Endemic
Rhinella dapsilis (Myers & Carvalho, 1945)
LC
Rhinella diptycha (Cope, 1862)
DD
Rhinella granulosa (Spix, 1824)
LC
Rhinella major (Müller & Hellmich, 1936)
NE
Rhinella magnussoni Lima, Menin, & Araújo, 2007
LC
X
Rhinella margaritifera (Laurenti, 1768)
LC
Rhinella marina (Linnaeus, 1758)
LC
Rhinella mirandaribeiroi (Gallardo, 1965)
NE
Rhinella ocellata (Günther, 1858)
LC
Rhinella proboscidea (Spix, 1824)
LC
Centrolenidae Taylor, 1951
Hyalinobatrachium mondolfii Señaris & Ayarzagüena, 2001
LC
Hyalinobatrachium muiraquitan Oliveira & Hernández-Ruz, 2017
NE
X
Hyalinobatrachium iaspidiense (Ayarzagüena, 1992)
DD
Ceratophryidae Tschudi, 1838
Ceratophrys cornuta (Linnaeus, 1758)
LC
Dendrobatidae Cope, 1865 (1850)
Adelphobates castaneoticus (Caldwell & Myers, 1990)
LC
X
Adelphobates galactonotus (Steindachner, 1864)
LC
Adelphobates quinquevittatus (Steindachner, 1864)
LC
Ameerega braccata (Steindachner, 1864)
LC
Ameerega flavopicta (Lutz, 1925)
LC
Ameerega hahneli (Boulenger, 1884)
LC
Ameerega munduruku Neves, Silva, Akieda, Cabrera, Koroiva, & Santana, 2017
NE
Ameerega trivittata (Spix, 1824)
LC
Dendrobates tinctorius (Cuvier, 1797)
LC
Ranitomeya amazonica (Schulte, 1999)
DD
Eleutherodactylidae Lutz, 1954
Adelophryne gutturosa Hoogmoed & Lescure, 1984
LC
Phyzelaphryne miriamae Heyer, 1977
LC
Hemiphractidae Peters, 1862
Hemiphractus scutatus (Spix, 1824)
LC
Hylidae Rafinesque, 1815
Boana boans (Linnaeus, 1758)
LC
Boana caiapo Pinheiro, Cintra, Valdujo, Silva, Martins, Silva, & Garcia, 2018
NE
Boana calcarata (Troschel, 1848)
LC
Boana cinerascens (Spix, 1824)
LC
Table 1. ADDITIONAL COLLECTIONS AND
LITERATURE DATA Taxon 451 451 The amphibians of Pará, Brazil Taxon
IUCN
Endemic
Osteocephalus leprieurii (Duméril & Bibron, 1841)
LC
Osteocephalus oophagus Jungfer & Schiesari, 1995
LC
Osteocephalus taurinus Steindachner, 1862
LC
Pseudis paradoxa (Linnaeus, 1758)
LC
Pseudis tocantins (Linnaeus, 1758)
LC
Scarthyla goinorum (Bokermann, 1962)
LC
Scinax boesemani (Goin, 1966)
LC
Scinax fuscomarginatus (Lutz, 1925)
LC
Scinax garbei (Miranda-Ribeiro, 1926)
LC
Scinax nebulosus (Spix, 1824)
LC
Scinax proboscideus (Brongersma, 1933)
LC
Scinax rostratus (Peters, 1863)
LC
Scinax ruber (Laurenti, 1768)
LC
Scinax villasboasi Brusquetti, Jansen, Barrio-Amorós, Segalla, & Haddad, 2014
NE
X
Scinax x-signatus (Spix, 1824)
LC
Sphaenorhynchus lacteus (Daudin, 1800)
LC
Trachycephalus coriaceus (Peters, 1867)
LC
Trachycephalus cunauaru Gordo, Toledo, Suárez, Kawashita-Ribeiro, Ávila, Morais, & Nunes, 2013
NE
Trachycephalus hadroceps (Duellman & Hoogmoed, 1992)
LC
Trachycephalus helioi Nunes, Suárez, Gordo, & Pombal, 2013
NE
X
Trachycephalus resinifictrix (Goeldi, 1907)
LC
Trachycephalus typhonius (Linnaeus, 1758)
LC
Leptodactylidae Werner, 1896 (1838)
Adenomera amicorum Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera andreae (Müller, 1923)
LC
Adenomera aurantiaca Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera heyeri Boistel, Massary, & Angulo, 2006
LC
Adenomera hylaedactyla (Cope, 1868)
LC
Adenomera inopinata Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera kayapo Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
Adenomera martinezi (Bokermann, 1956)
LC
X
Adenomera phonotriccus Carvalho, Giaretta, Angulo, Haddad, & Peloso, 2019
NE
X
Adenomera tapajonica Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Table 1. (Continue) Table 1. ADDITIONAL COLLECTIONS AND
LITERATURE DATA (Continue) Table 1. Table 1. 450 450 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Taxon
IUCN
Endemic
Boana courtoisae Fouquet, Marinho, Réjaud, Carvalho, Caminer, Jansen, Rainha, Rodrigues, Werneck,
Lima, Hrbek, Giaretta, Venegas, Chávez, & Ron, 2021
NE
Boana dentei (Bokermann, 1967)
LC
Boana diabolica (Fouquet, Martinez, Zeidler, Courtois, Gaucher, Blanc, Lima, Souza, Rodrigues, &
Kok, 2016)
NE
Boana geographica (Spix, 1824)
LC
Boana icamiaba Peloso, Oliveira, Sturaro, Rodrigues, Lima, Bitar, Wheeler, & Aleixo, 2018
NE
Boana lanciformis (Cope, 1871)
LC
Boana leucocheila (Caramaschi & Niemeyer, 2003)
DD
Boana multifasciata (Günther, 1859)
LC
Boana punctata (Schneider, 1799)
LC
Boana raniceps (Cope, 1862)
LC
Boana steinbachi (Boulenger, 1905)
NE
Boana wavrini (Parker, 1936)
LC
Dendropsophus brevifrons (Duellman & Crump, 1974)
LC
Dendropsophus cachimbo (Napoli & Caramaschi, 1999)
DD
Dendropsophus gaucheri (Lescure & Marty, 2000)
LC
Dendropsophus haraldschultzi (Bokermann, 1962)
LC
Dendropsophus leucophyllatus (Beireis, 1783)
LC
Dendropsophus marmoratus (Laurenti, 1768)
LC
Dendropsophus melanargyreus (Cope, 1887)
LC
Dendropsophus microcephalus (Cope, 1886)
LC
Dendropsophus minimus (Ahl, 1933)
DD
X
Dendropsophus minusculus (Rivero, 1971)
LC
Dendropsophus minutus (Peters, 1872)
LC
Dendropsophus nanus (Boulenger, 1889)
LC
Dendropsophus ozzyi Orrico, Peloso, Sturaro, Silva, Neckel-Oliveira, Gordo, Faivovich, & Haddad, 2014
NE
Dendropsophus parviceps (Boulenger, 1882)
LC
Dendropsophus reticulatus (Jiménez de la Espada, 1870)
NE
Dendropsophus rossalleni (Goin, 1959)
LC
Dendropsophus sarayacuensis (Shreve, 1935)
LC
Dendropsophus schubarti (Bokermann, 1963)
LC
Dendropsophus triangulum (Günther, 1869)
LC
Dendropsophus walfordi (Bokermann, 1962)
LC
Dryaderces inframaculata (Boulenger, 1882)
DD
Lysapsus laevis (Parker, 1935)
LC
Lysapsus limellum Cope, 1862
LC
Osteocephalus cabrerai (Cochran & Goin, 1970)
LC
Table 1. (Continue) Table 1. ADDITIONAL COLLECTIONS AND
LITERATURE DATA Taxon
IUCN
Endemic
Osteocephalus leprieurii (Duméril & Bibron, 1841)
LC
Osteocephalus oophagus Jungfer & Schiesari, 1995
LC
Osteocephalus taurinus Steindachner, 1862
LC
Pseudis paradoxa (Linnaeus, 1758)
LC
Pseudis tocantins (Linnaeus, 1758)
LC
Scarthyla goinorum (Bokermann, 1962)
LC
Scinax boesemani (Goin, 1966)
LC
Scinax fuscomarginatus (Lutz, 1925)
LC
Scinax garbei (Miranda-Ribeiro, 1926)
LC
Scinax nebulosus (Spix, 1824)
LC
Scinax proboscideus (Brongersma, 1933)
LC
Scinax rostratus (Peters, 1863)
LC
Scinax ruber (Laurenti, 1768)
LC
Scinax villasboasi Brusquetti, Jansen, Barrio-Amorós, Segalla, & Haddad, 2014
NE
X
Scinax x-signatus (Spix, 1824)
LC
Sphaenorhynchus lacteus (Daudin, 1800)
LC
Trachycephalus coriaceus (Peters, 1867)
LC
Trachycephalus cunauaru Gordo, Toledo, Suárez, Kawashita-Ribeiro, Ávila, Morais, & Nunes, 2013
NE
Trachycephalus hadroceps (Duellman & Hoogmoed, 1992)
LC
Trachycephalus helioi Nunes, Suárez, Gordo, & Pombal, 2013
NE
X
Trachycephalus resinifictrix (Goeldi, 1907)
LC
Trachycephalus typhonius (Linnaeus, 1758)
LC
Leptodactylidae Werner, 1896 (1838)
Adenomera amicorum Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera andreae (Müller, 1923)
LC
Adenomera aurantiaca Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera heyeri Boistel, Massary, & Angulo, 2006
LC
Adenomera hylaedactyla (Cope, 1868)
LC
Adenomera inopinata Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Adenomera kayapo Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
Adenomera martinezi (Bokermann, 1956)
LC
X
Adenomera phonotriccus Carvalho, Giaretta, Angulo, Haddad, & Peloso, 2019
NE
X
Adenomera tapajonica Carvalho, Moraes, Lima, Fouquet, Peloso, Pavan, Drummond, Rodrigues,
Giaretta, Gordo, Neckel-Oliveira, & Haddad, 2021
NE
X
Table 1. (Continue) Adenomera martinezi (Bokermann, 1956) Adenomera phonotriccus Carvalho, Giaretta, Angulo, Haddad, & Peloso, 2019 452 452 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Table 1. ADDITIONAL COLLECTIONS AND
LITERATURE DATA Taxon
IUCN
Endemic
Engystomops freibergi (Donoso-Barros, 1969)
LC
Hydrolaetare schmidti (Cochran & Goin, 1959)
LC
Leptodactylus fuscus (Schneider, 1799)
LC
Leptodactylus intermedius Lutz, 1930
NE
Leptodactylus knudseni Heyer, 1972
LC
Leptodactylus labyrinthicus (Spix, 1824)
LC
Leptodactylus leptodactyloides (Andersson, 1945)
LC
Leptodactylus longirostris Boulenger, 1882
LC
Leptodactylus macrosternum Miranda-Ribeiro, 1926
NE
Leptodactylus myersi Heyer, 1995
LC
Leptodactylus mystaceus (Spix, 1824)
LC
Leptodactylus paraensis Heyer, 2005
LC
Leptodactylus pentadactylus (Laurenti, 1768)
LC
Leptodactylus petersii (Steindachner, 1864)
LC
Leptodactylus pustulatus (Peters, 1870)
LC
Leptodactylus rhodomystax Boulenger, 1884
LC
Leptodactylus stenodema Jiménez de la Espada, 1875
LC
Physalaemus cuvieri Fitzinger, 1826
LC
Physalaemus ephippifer (Steindachner, 1864)
LC
Lithodytes lineatus (Schneider, 1799)
LC
Pseudopaludicola boliviana Parker, 1927
LC
Pseudopaludicola canga Giaretta & Kokubum, 2003
DD
Pseudopaludicola mystacalis (Cope, 1887)
LC
Microhylidae Günther, 1858 (1843)
Chiasmocleis avilapiresae Peloso & Sturaro, 2008
LC
Chiasmocleis bassleri Dunn, 1949
LC
Chiasmocleis hudsoni Parker, 1940
LC
Chiasmocleis papachibe Peloso, Sturaro, Forlani, Gaucher, Motta, & Wheeler, 2014
NE
X
Chiasmocleis shudikarensis Dunn, 1949
LC
Ctenophryne geayi Mocquard, 1904
LC
Elachistocleis carvalhoi Caramaschi, 2010
LC
Elachistocleis helianneae Caramaschi, 2010
LC
Elachistocleis magna Toledo, 2010
NE
Elachistocleis surinamensis (Daudin, 1802)
LC
Hamptophryne boliviana (Parker, 1927)
LC
Otophryne pyburni Campbell & Clarke, 1998
LC
Synapturanus ajuricaba Fouquet, Leblanc, Fabre, Rodrigues, Menin, Courtois, Dewynter, Hölting,
Ernst, Peloso, & Kok, 2021
NE
Table 1. ADDITIONAL COLLECTIONS AND
LITERATURE DATA (Continue) 453 453 453 The amphibians of Pará, Brazil Taxon
IUCN
Endemic
Synapturanus mirandaribeiroi Nelson & Lescure, 1975
LC
Odontophrynidae Lynch, 1969
Proceratophrys concavitympanum Giaretta, Bernarde, & Kokubum, 2000
DD
Proceratophrys rondonae Prado & Pombal, 2008
NE
Phyllomedusidae Günther, 1858
Callimedusa tomopterna (Cope, 1868)
LC
Cruziohyla craspedopus (Funkhouser, 1957)
LC
Phyllomedusa bicolor (Boddaert, 1772)
LC
Phyllomedusa vaillantii Boulenger, 1882
LC
Pithecopus hypochondrialis (Daudin, 1800)
LC
Pipidae Gray, 1825
Pipa arrabali Izecksohn, 1976
LC
Pipa pipa (Linnaeus, 1758)
LC
Pipa snethlageae Müller, 1914
LC
Ranidae Batsch, 1796
Lithobates palmipes (Spix, 1824)
LC
Strabomantidae Hedges, Duellman, & Heinecke, 2008
Pristimantis chiastonotus (Lynch & Hoogmoed, 1977)
LC
Pristimantis fenestratus (Steindachner, 1864)
LC
Pristimantis giorgii Oliveira, Alves da Silva, Guimarães, Penhacek, Martínez, Rodrigues, Santana, &
Hernández-Ruz, 2020
NE
X
Pristimantis gutturalis (Hoogmoed, Lynch, & Lescure, 1977)
LC
Pristimantis latro Oliveira, Rodrigues, Kaefer, Pinto, & Hernández-Ruz, 2017
NE
X
Pristimantis marmoratus (Boulenger, 1900)
LC
Pristimantis ockendeni (Boulenger, 1912)
LC
Pristimantis pictus Oliveira, Alves da Silva, Guimarães, Penhacek, Martínez, Rodrigues, Santana, &
Hernández-Ruz, 2020
NE
Pristimantis zeuctotylus (Lynch & Hoogmoed, 1977)
LC
Pristimantis zimmermanae (Heyer & Hardy, 1991)
LC
Table 1. (Continue) Table 1. Table 1. Order CAUDATA 454 454 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Taxon
IUCN
Endemic
Rhinatrematidae Nussbaum, 1977
Rhinatrema bivittatum (Guérin-Méneville, 1838)
LC
Rhinatrema gilbertogili Maciel, Sampaio, Hoogmoed, & Schneider, 2018
NE
Rhinatrema uaiuai Maciel, Sampaio, Hoogmoed, & Schneider, 2018
NE
X
Siphonopidae Bonaparte, 1850
Brasilotyphlus guarantanus Maciel, Mott, & Hoogmoed, 2009
NE
Microcaecilia butantan Wilkinson, Antoniazzi, & Jared, 2015
NE
X
Microcaecilia marvaleewakeae Maciel & Hoogmoed, 2013
NE
Microcaecilia rochai Maciel & Hoogmoed, 2011
NE
Microcaecilia trombetas Maciel & Hoogmoed, 2011
NE
X
Siphonops annulatus (Mikan, 1820)
LC
Typhlonectidae Taylor, 1968
Atretochoana eiselti (Taylor, 1968)
DD
Nectocaecilia petersii (Boulenger, 1882)
LC
Potomotyphlus kaupii (Berthold, 1859)
LC
Typhlonectes compressicauda (Duméril & Bibron, 1841)
LC
Table 1. (Conclusion) Table 1. and molecular analyses will change the taxonomic status of
these populations and in the future a new Microcaecilia will
compose the list of amphibians in the state of Pará (A. O. M.,
personal communication, 2022). In addition to the species included in the present
list, others are candidates to be included in the list in the
future—these taxa do occur in Pará (based on literature
records): at least six species from the Boana semilineata
group (one from the Boana geographica complex and
five from the Boana semilineata complex) (Fouquet et al.,
2016; Peloso et al., 2018), and two species of Synapturanus
(Fouquet et al., 2021a) have already been confirmed to be
new species (some of which already being described, PLVP,
personal observation; Fouquet et al., 2021b). The species Ameerega picta guayanensis, currently
considered a subspecies of A. picta (often, but unofficially,
regarded as a synonym) may represent a valid taxon. Specimens from MPEG (MPEG 2803, MPEG 2805,
MPEG 2807, MPEG 2815–2816, MPEG 2828, MPEG
17495–17503), obtained in the northern part of Pará,
are compatible with diagnostic characters of this taxon. However, a more detailed taxonomic study is needed to
confirm the status of this taxon. A recent study with Atelopus suggests that an
unnamed species of the genus occurs in southern Pará (the
Tapajós river) (Jorge et al., 2020), but this is pending a more
robust analysis of the taxonomic status of these populations. Finally, we did not include Chiasmocleis jimi Caramaschi
& Cruz, 2001 in our list—a species currently included and
listed as valid in both Segalla et al. (2021) and Frost (2022),
and for which paratypes are available at MPEG. Order CAUDATA The species
was named based on specimens from Amazonas and Pará
(type-locality Humaitá, Amazonas, Brazil). Peloso et al. (2014) suggested that both species are not unambiguously An undergoing study on the Microcaecilia from Pará
will probably provide additions of new caecilians. Maciel &
Hoogmoed (2011a) denominated all populations of this genus
from south of the Amazon River, and east to the Tapajós river
as Microcaecilia taylori Nussbaum & Hoogmoedi, 1979 based
on external morphology. New undergoing morphological 455 455 The amphibians of Pará, Brazil states of Mato Grosso (Aripuanã and Apiacás) and Rondônia
(Nova Carolina), Brazil. Pansonato et al. (2011) confirmed
its occurrence in Mato Grosso and expanded the range
within that State. We confirm the presence of the species
in Pará from specimens from the municipalities of Juruti
and Itaituba (MPEG 14271; MPEG 27239–27244; MPEG
22393–22395; MPEG 22210–22211; MPEG 22347–
22349; MPEG 33538; MPEG 37062). Most specimens we
correctly identified as Boana leucocheila and in some cases
as B. lanciforms. Despite most specimens being correctly
labeled in the collection, the occurrence in Pará was never
published and remained unavailable in the literature. differentiated based on a detailed analysis of morphology
and advertisement call from throughout the range of both
species (including the analyses of both types). De Sá et al. (2019) reinstated C. jimi as a valid species, based on their
interpretation of genetic data. However, the clades labeled as
C. jimi and C. hudsoni by De Sá et al. (2019) did not include
the type-locality of C. jimi, whereas they form sister clades
for which the distributions apparently overlap. Furthermore,
many of the specimens included in the genetic study of De
Sá et al. (2019) were examined (for morphology) by Peloso
et al. (2014), including specimens in both clades. De Sá et
al. (2019) did not provide any new evidence that could be
used to diagnose both taxa. Given that the lineages labeled
C. jimi and C. hudsoni by De Sá et al. (2019) form a clade
that is diagnoseable based on morphological and acoustic
characters, we suggest these two taxa should not be treated as
separate species until more convincing evidence is available. Trachycephalus coriaceus
Trachycephalus coriaceus is widely distributed in Amazonia,
but interestingly, no record of the species existed for Pará. The species was originally described for Suriname, with
vague information about its type locality (Peters, 1867). Order CAUDATA However, over the years its distribution broadened to
include French Guiana, Guyana, Upper Amazon Basin
in Colombia, Ecuador, Peru, Bolivia, and downstream
into Rondônia and Amazonas, near Manaus, Brazil (Frost,
2022). In Brazil, there are known records from the state of
Acre (Souza, 2009), Amazonas (Zimmerman & Rodrigues,
1990) and, more recently, Rondônia (Meneghelli et al.,
2017). The species occurrence for Pará was confirmed
for the municipalities of Marabá (MPEG 35500) and
Parauapebas (MPEG 41293). Boana diabolica Boana diabolica Boana diabolica is known to occur in most of French Guiana
and in the state of Amapá, Brazil (Fouquet et al., 2016). The
record of the species for Pará was anticipated, since some
points of occurrence, defined by Fouquet et al. (2016), are
close to the border between Amapá and Pará. A single
specimen from Pará was found in MPEG (MPEG 33920),
obtained in the municipality of Almeirim. This specimen was
previously included in the genetic analysis of Peloso et al. (2018)—therein tentatively assigned to B. diabolica. After a
detailed examination of that specimen, we concluded it is a
member of that species and confirm the occurrence of B. diabolica in Pará. Pristimantis gutturalis Pristimantis gutturalis was described by Hoogmoed
et al. (1977) and listed as occurring in French Guiana. Later, its distribution was expanded to Suriname and
Brazil (Amapá) (Ouboter & Jairam, 2012; Frost, 2022). Here, we expand the distribution of the species to Pará
(MPEG 21395–21396, MPEG 27873–27874) from Porto
Trombetas, municipality of Oriximiná. Boana leucocheila Boana leucocheila was described and named by Caramaschi
& Niemeyer (2003), who suggested a distribution in the 456 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 published lists and when compared to numbers given in
Toledo & Batista (2012), followed by São Paulo, Minas
Gerais and Rio de Janeiro. However, comparing the
number of species from different regions can be relatively
uninformative, especially if we consider the different
methodologies applied, intrinsic differences between
the regions, differences in the size of the areas, disparate
sampling efforts, and especially the number of taxonomists
and taxonomic work published within these regions
(Duellman & Thomas, 1996; Martins & Oliveira, 1998). Pará
covers a large territorial area with several areas that are
little studied or have never been sampled at all, whereas
the states of São Paulo and Rio de Janeiro, for example,
have been much better studied historically (Guerra et al.,
2020). These factors certainly contribute to São Paulo
and Rio de Janeiro having a better understanding of its
biodiversity, resulting in relatively large lists of amphibians,
and further highlighting the urgent need for additional work
with amphibians in Pará (see also Guerra et al., 2020). Pristimantis reichlei was described and named by Padial &
De La Riva (2009), as occurring for Bolivia and Peru. The
first record of the species for Brazil was in 2010, for the
municipality of Senador Guiomard, Acre (Melo-Sampaio
& Souza, 2010). After ten years, no other records for
the country have been published. During the analysis of
MPEG specimens, originally identified as P. peruvianus in the
collection database, we concluded that the specimens are
actually P. reichlei, collected in the municipalities of Vitória
do Xingu and Itaituba (MPEG 36826–36827, MPEG
39015–39019). DISCUSSION Few Brazilian states have recent (i.e., from 2000 to present)
lists of amphibian species occurring within their political
limits, namely: Rio Grande do Sul—86 species (Machado
& Maltchik, 2007); Espírito Santo—133 spp. (Almeida
et al., 2011); São Paulo—236 spp. (Rossa-Feres et al.,
2011); Piauí—55 spp. (Roberto et al., 2013); Alagoas—74
spp. (Almeida et al., 2016); Ceará—57 spp. (Roberto &
Loebmann, 2016); Rio de Janeiro—201 spp. (Dorigo et al.,
2018); Mato Grosso do Sul—97 spp. (Souza et al., 2017);
Tocantins—90 spp. (Silva et al., 2020). A list for Goiás
reported 39 species (Santos et al., 2014), but a recent
publication that jointly reports the richness in Goiás and
Distrito Federal included 114 species (Vaz-Silva et al., 2020). In addition to these carefully elaborated lists, Toledo & Batista
(2012) provided estimates of number of species for all States,
based on IUCN’s and amphibian collection’s data—their data
show numbers that are similar to the individually published
lists, but also provide estimates for states where official lists
have never been published. In Toledo & Batista (2012) the
greatest species richness was found in Amazonas (212 spp.),
Minas Gerais (259 spp.), São Paulo (241 spp.), and Rio de
Janeiro (205 spp.)—the authors estimated a total of 148
species for Pará, considerably less than what we report herein. O
d
h
h
P á i
i h h Considering the size of the state of Pará (larger than
Colombia), we consider that the amphibian fauna in this
region has so far been poorly studied. Although several
sites across Pará have been studied and inventoried for
amphibian diversity, only a few local/regional lists have
been published—discussing these is beyond the scope of
this work, but some are worth mentioning. Crump (1971) studied amphibian diversity in the
vicinities of Belém and reported the occurrence of at least
41 species (37 frogs, 3 caecilians, one salamander) in the
region. Her study detailed habitat use, abundance, and
several other ecological aspects for most species, and is
a fairly complete account of the amphibian fauna in the
capital of Pará. A later study reported 55 species over the
same general area (Galatti et al., 2007), and more recently,
a study focused on Parque Estadual do Utinga (PEUT, a
relatively large and well-preserved forest fragment within
Belém) reported a list comprising of 50 amphibian species
(Ávila-Pires et al., 2018). DISCUSSION Surprisingly, these are the only
detailed studies of amphibian diversity published for Belém, Our data shows that Pará is among states with the
largest number of amphibian species registered among 457 The amphibians of Pará, Brazil The amphibians of Pará, Brazil ON THE QUALITY OF THE SPECIES LIST the second largest city of the Brazilian Amazonia. These
studies are further discussed below (see section “Endemic
and Threatened Species”). Data on the geographical and temporal distribution of
organisms are often obtained from direct information from
databases of zoological collections, and, more recently,
citizen science (Dickinson et al., 2010; Callaghan et al.,
2019). Very often, in the case of natural history collections,
data from the registration books are made available
worldwide, and are used for further studies without careful
reviews of original entry identifications (Goodwin et al.,
2015). Some examples involving information obtained from
online databases without a careful assessment of the quality
of the information can be seen in Feeley & Silman (2011),
Escalante et al. (2013), and Meyer et al. (2015). Additional studies reported over the amphibian
fauna from broad geographical areas (based on short-term
surveys), or narrow areas that have been more densely
sampled and studies over time. Examples of the first is a
series of expeditions conducted to the northern part of Pará
(Ávila-Pires et al., 2010)—north of the Amazonas River (part
of the Guiana Shield). Over the course of seven expeditions
to different localities, a team of researchers mostly from
Museu Paraense Emílio Goeldi reported a total of 80
amphibian species in the region, with the number of species
per site varying from 21 to 36 (Ávila-Pires et al., 2010). In
another example, Vaz-Silva et al. (2015), compiled data on
species richness over a large area known as Volta Grande
do Xingu (in the Xingu River)—109 species of amphibians
were recorded for this region, a diversity considerably
higher compared to the other inventories carried out in Pará
(representing over 52% of all species found in the state). At
least one other region has been relatively well studied and
have relatively detailed accounts about amphibian diversity
published—Floresta Nacional de Carajás where species
richness has been reported to be as high as 71 species
(Neckel-Oliveira et al., 2012; Pinheiro et al., 2012). DISCUSSION Although the metadata from collection databases
is extremely important for meta-analysis in studies on
biodiversity, the practice is not without problems and
criticism (Goodwin, et al., 2015; Peloso, 2010; Vollmar
et al., 2010). Erroneous data recorded in collections
and museums are the result of a chain of problems that
can accumulate over time. The mistaken and outdated
identifications in regional, national or global databases
consequently provide erroneous information about species
diversity and distribution patterns. In an assessment of
the accuracy of identifying plants deposited in scientific
collections worldwide, Goodwin et al. (2015) mention that
more than half of the studied specimens were incorrectly
identified. Although the study was restricted to only a few
groups of plants, the authors mention the expectation that
the pattern will be the same for most taxonomic groups. To generate a better understanding of the geographical
distribution of species richness in Pará, further studies are
urgently needed. This will be a hard task to accomplish,
as many areas have not been sufficiently sampled, and
specimens collected sporadically over the area of the State
are spread across multiple collections (often misidentified). This is aggravated by the fact that many places where
inventories had been carried out have not seen these lists
published or were published in the so-called grey literature
(e.g., annals of meetings, technical reports, websites without
a permanent link). Noticeable places with large amounts of
material available at the MPEG collection but without lists
published are, for example, the upper and middle Tapajós
River regions, the upper Xingu River, and the Marajó island. In the case of our list, a preliminary study involving
only specimens from a frog family deposited in the MPEG
collection also revealed a reasonable rate of identification
errors (Ferreira et al., 2016). The list of Microhylidae based on
raw (uncorrected) data from MPEG led to a total of 15 species,
but after re-identification of the material in the collection, the list
was reduced to only 13 species. It is noteworthy, however, that
despite the similar numbers, the corrected list is considerably
different from the original list, with only nine species common
to both lists (Table 2: see also Ferreira et al., 2016). 458 458 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. DISCUSSION 2022 Among the factors pointed out by Goodwin et al. (2015) and Ferreira et al. (2016) as probable causes of the
high rate of misidentifications in the collections are the lack
of recent systematic review works for most groups (which
causes new errors to be incorporated into the collections),
and the lack of constant review of the identification of the
material incorporated in the collections (which means that
errors inserted in the databases are not corrected despite sufficient taxonomic information to do so). It is clear from
these two examples, how important taxonomic revision
work and periodic revision of the material deposited in the
collections are. For example, the correct re-identification
of several specimens of Microhylidae from MPEG was only
possible because two of the largest genera of Microhylidae
have undergone relatively recent systematic reviews
(Caramaschi, 2010; Peloso et al., 2014). Table 2. List of taxa of the Microhylidae family registered for the state of Pará obtained from the raw data from the MPEG collection database
(Original List), and after reviewing the specimens of the collection (Refined List). Table adapted from Ferreira et al. (2016). Taxon
Original List
Refined List
Justification
Chiasmocleis avilapiresae
Present
Confirmed
-
Chiasmocleis bassleri
Present
Confirmed
-
Chiasmocleis hudsoni
Present
Confirmed
-
Chiasmocleis papachibe
Absent
Added
Species recently described and endemic to Pará
(Peloso et al., 2014)
Chiasmocleis shudikarensis
Present
Confirmed
-
Chiasmocleis ventrimaculata
Present
Removed
Species with no occurrence in Eastern Amazonia. Specimens
reidentified as C. bassleri, C. papachibe
Ctenophryne geayi
Present
Confirmed
-
Elachistocleis bicolor
Present
Removed
Specimens reidentified as E. carvalhoi, E. helianneae,
E. surinamensis
Elachistocleis carvalhoi
Present
Confirmed
-
Elachistocleis helianneae
Absent
Added
Several specimens in the collection previously identified as
E. bicolor, E. ovalis
Elachistocleis magna
Absent
Added
Several specimens in the collection previously identified as
E. ovalis
Elachistocleis pearsei
Present
Removed
Specimens reidentified as E. carvalhoi
Elachistocleis surinamensis
Absent
Added
Specimens reidentified as E. carvalhoi
Hamptophryne boliviana
Present
Confirmed
-
Otophryne pyburni
Present
Confirmed
-
Synapturanus mirandaribeiroi
Present
Confirmed
-
Synapturanus salseri
Present
Removed
Specimens reidentified as S. mirandaribeiroi or as unnamed
species of Synapturanus
Chiasmocleis jimi
Present
Removed
Junior synonym of C. hudsoni (Peloso et al., 2014). See text for details
Elachistocleis ovalis
Present
Removed
Nominal species is not valid (Caramaschi, 2010). Specimens
reidentified as E. carvalhoi, E. helianneae, E. DISCUSSION Systematic and
recent reviews by some groups allowed for the easy
and accurate re-identification of most of the analyzed
material. For example, due to the relative low diversity
and the existence of recent reviews for several taxa
in Gymnophiona and Caudata (Maciel & Hoogmoed,
2011b; Brcko et al., 2013, respectively) the identification
of the material of these groups was greatly facilitated. Likewise, recent work with some Anura groups has
also been of great value (examples in Caramaschi,
2010; Caminer & Ron, 2014; Caminer et al., 2017;
Carvalho et al., 2020; Peloso et al., 2014). Finally, recent
genetic studies have also helped to identify some MPEG
specimens with a high degree of reliability (Castroviejo-
Fisher et al., 2011; Jungfer et al., 2013; Fouquet et al.,
2014, 2016, 2021b; Peloso et al., 2018). For several other
groups, however, the lack of recent review work and
known taxonomic problems made it extremely difficult
to identify the available material. Consequently, the
degree of reliability in the identifications is much higher
for some groups than for others. Some species were not
possible to identify to the species level, due to confusion
in their diagnosis or due to the presence of a set of
similar species indistinguishable morphologically. For
example, Hyalinobatrachium has, in theory, three species
occurrying in Pará: H. mondolfi, H. muiraquitan and H. iaspidiense (Oliveira & Hernández-Ruz, 2017). However,
in the literature (Castroviejo-Fisher et al., 2011) H. mondolfi and H. iaspidiense are indistinguishable when
based solely on morphological characters. The overlap
of characters between H. mondolfi, H. iaspidiense, H. taylori and H. tricolor hindered the diversity sampling of
the Centrolenidae family in Pará. It is possible that some
of the specimens identified as H. iaspidiense refer to H. tricolor. The same occurs with H. mondolfi, where some
of the specimens may represent records of H. taylori. Many species of amphibians are difficult to identify based
solely on the evaluation of morphological characters—many
important characters are lost or altered once the animals
are preserved, while other characters are subjective. Moreover, some species cannot be distinguished at all based
on morphology alone, and one must rely on alternative
sources of data, such as bioacoustics, genetics, or behavior. Peloso (2010) reinforced that morphological, molecular and
bioacoustic data, when used in an integrated manner, are
extremely effective tools for the identification of amphibians
in the Brazilian Amazonia. DISCUSSION magna mily registered for the state of Pará obtained from the raw data from the MPEG collection database
ecimens of the collection (Refined List). Table adapted from Ferreira et al. (2016). 459 459 459 The amphibians of Pará, Brazil TAXONOMY, A GREAT CHALLENGE In the present study, the problem was once
again detected, although not quantified. Systematic and
recent reviews by some groups allowed for the easy
and accurate re-identification of most of the analyzed
material. For example, due to the relative low diversity
and the existence of recent reviews for several taxa
in Gymnophiona and Caudata (Maciel & Hoogmoed,
2011b; Brcko et al., 2013, respectively) the identification
of the material of these groups was greatly facilitated. Likewise, recent work with some Anura groups has
also been of great value (examples in Caramaschi,
2010; Caminer & Ron, 2014; Caminer et al., 2017;
Carvalho et al., 2020; Peloso et al., 2014). Finally, recent
genetic studies have also helped to identify some MPEG
specimens with a high degree of reliability (Castroviejo-
Fisher et al., 2011; Jungfer et al., 2013; Fouquet et al.,
2014, 2016, 2021b; Peloso et al., 2018). For several other
groups, however, the lack of recent review work and
known taxonomic problems made it extremely difficult
to identify the available material. Consequently, the
degree of reliability in the identifications is much higher
for some groups than for others. Some species were not
possible to identify to the species level, due to confusion
in their diagnosis or due to the presence of a set of
similar species indistinguishable morphologically. For
example, Hyalinobatrachium has, in theory, three species
occurrying in Pará: H. mondolfi, H. muiraquitan and H. iaspidiense (Oliveira & Hernández-Ruz, 2017). However,
in the literature (Castroviejo-Fisher et al., 2011) H. mondolfi and H. iaspidiense are indistinguishable when
based solely on morphological characters. The overlap
of characters between H. mondolfi, H. iaspidiense, H. taylori and H. tricolor hindered the diversity sampling of
the Centrolenidae family in Pará. It is possible that some
of the specimens identified as H. iaspidiense refer to H. tricolor. The same occurs with H. mondolfi, where some
of the specimens may represent records of H. taylori. Moreover, several specimens in several collections
(including MPEG) remain unidentified. In the present study, the problem was once
again detected, although not quantified. DISCUSSION Several are the examples
where integrative taxonomy helped in the discovery and
characterization of Amazonian species, including species
from Pará (Padial et al., 2010; Jansen et al., 2011; Simões et
al., 2013; Caminer & Ron, 2014; Peloso et al., 2014, 2018;
Fouquet et al., 2016, 2021a; Carvalho et al., 2020). Despite recent advances and the efforts of several
researchers working directly in systematic studies of
Amazonian amphibians, an enormous number of species
still await formal description. Several lineages have already
been formally recognized as species, but not described
and named, are still awaiting validation by taxonomists. As examples, we highlight some lineages recognized as
independent evolutionary units (species) through genetic
studies, which were never named (Fouquet et al., 2012,
2014, 2016, 2021b; Funk et al., 2012; Jungfer et al., 2013;
Caminer & Ron, 2014; Caminer et al., 2017; Peloso et
al., 2018). Among these species not described, some
occur in Pará, as shown by our analysis of specimens of
collection and the provenance of the samples used in those
studies. The discovery of these taxonomic holes highlights
the need to renew and intensify efforts to discover and
catalog amphibians in the Amazon region, especially in
Pará, where the destruction and fragmentation of the
forest is extremely higher compared to other regions. Finally, it is easy to point out several examples of groups
that need more systematic studies. Many groups with
difficult identification and low genetic sampling need more 460 460 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 levels of deforestation, very few species of Pará are officially
considered threatened with extinction. The current official
Brazilian red list (“Lista Nacional Oficial de Espécies da Fauna
Ameaçadas de Extinção”, MMA, 2014) includes 42 species
of amphibians, of which only one is known from Pará: the
salamander Bolitoglossa paraensis (Vulnerable) (Figure 4). The last update for the list of threatened species of Pará
was published by the state government in 2007 (“Lista de
Espécies da Flora e da Fauna Ameaçadas no Estado do
Pará”, Governo do Estado do Pará, 2007) and includes three
species: the salamander Bolitoglossa paraensis, and two frogs,
Rhinella ocellata and Pseudopaludicola canga (Figure 4). The
IUCN Red list includes Atelopus spumarius as threatened
with extinction, and our list include this species. attention. ENDEMIC AND THREATENED SPECIES The distribution of organisms in the world is not random,
resulting in the tendency for biodiversity to aggregate on
specific areas (Sigrist & Carvalho, 2008). The concentration
of organisms with restricted distribution, generated by
historical factors, define the areas of endemism (Harold &
Mooi, 1994; Morrone, 1994; Linder, 2001). These areas are
important for providing support to postulate hypotheses
about the history of the biotas and for harboring unique
species (Cracraft, 1988, 1994; Morrone, 1994; Morrone
& Crisci, 1995; Silva et al., 2004). Why so few species threatened with extinction,
given the large diversity, a considerable number of endemic
species, and major threats to the environment? Peloso
(2010) discussed some of the reasons why, and many of
which also likely apply here. Among the most important
factors impeding correct assessment of threats and
number threatened species is taxonomy, and considerable
deficiencies in data related to geographical distributions. For
example, Peloso (2010) mentioned the problems related
to taxonomy and conservation in Adenomera. At the time,
diversity of the group was vastly underestimated, and two
species were considered widespread in the Amazonia (A. andreae and A. hylaedactyla), despite evidence that they
might represent distinct species—both considered as Least
Concern (LC). Peloso (2010) then posed some questions:
Are all known, but undescribed, species in the complexes
also of Least Concern? Are those widespread entities? Time
has shown that these concerns were warranted. Fouquet
et al. (2014) based on genetic data showed that both A. andreae and A. hylaedactyla represented complexes of many
species, some with considerable narrow ranges. Since then,
ten new species of Adenomera had been named, mostly
from Amazonia, and several of them from Pará (Carvalho
et al., 2019, 2020; Frost 2022). Among these at least one,
A. phonotriccus, has an extremely narrow geographic range, We recorded 30 species endemics to Pará (Table 1;
Figure 3). Although many species can represent actual
endemism, it is also possible that some will be found in
neighboring states and countries. This is especially true
for recently named species. For example, several of the
endemic species were only named in the last five years,
with the majority between the years 2019 and 2022 (e.g.,
Adenomera amicorum, Adenomera aurantiaca, Adenomera
inopinata, Adenomera phonotriccus, Adenomera tapajonica,
Allobates carajas, Allobates nunciatus, Allobates tapajos,
Amazophrynella bilinguis, Amazophrynella xinguensis,
Hyalinobatrachium muiraquitan, Microcaecilia butantan,
Pristimantis giorgii, Pristimantis latro, and Rhinatrema uaiuai). DISCUSSION Always problematic are the specimens of the
genera Allobates, Amazophrynella, Atelopus, Bolitoglossa,
Dendropsophus, Leptodactylus, Microcaecilia, Pristimantis,
Rhinella (especially those of the Rhinella margaritifera
group), and Scinax. Despite some major improvement in
some of these groups, a lot remains to be done—all have
in common the fact that they include several species that
are morphologically similar, but genetically and biologically
distinct (i.e., cryptic species). ENDEMIC AND THREATENED SPECIES The sole fact that these species are endemic to the state
of Pará suggests that additional conservation attention is
warranted to these species. Despite its large territory, great diversity (almost
200 species), high levels of endemism, and very intense 461 461 The amphibians of Pará, Brazil The amphibians of Pará, Brazil gure 3. Example of amphibian species endemic to the state of Pará: A) Amazophrynella xinguensis; B) Rhinella magnussoni; C) Pristima
ro; D) Adelphobates castaneoticus; E) Adenomera phonotriccus; F) Chiasmocleis papachibe; G) Bolitoglossa tapajonica; H) Rhinotrema uai
photos by PLVP, except (H), by T.C. Ávila-Pires. Figure 3. Example of amphibian species endemic to the state of Pará: A) Amazophrynella xinguensis; B) Rhinella magnussoni; C) Pristimantis
latro; D) Adelphobates castaneoticus; E) Adenomera phonotriccus; F) Chiasmocleis papachibe; G) Bolitoglossa tapajonica; H) Rhinotrema uaiuai. All photos by PLVP, except (H), by T.C. Ávila-Pires. 462 462 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 and occur within a devastated portion of Pará’s Amazonian
forest (Carvalho et al., 2019). It is likely that A. phonotriccus
is threatened with extinction, although an official assessment
by IUCN is pending. This conclusion was only possible due
to the concentrated effort the resolve the taxonomic status of
these likely endangered populations (Carvalho et al., 2019, 2020). It is likely that more species relate to the example
above—narrow range, threatened species being treated as
widespread, Least Concern taxa. We urge that stakeholders
invest heavily in initiatives that accelerate taxonomy and the
collection/publication of distribution and natural history data
on Amazonian biodiversity. Figure 4. Endangered species of amphibians from Pará: A) Pará’s Lungless Salamander (Bolitoglossa paraensis). The only species from Pará
included in the Brazilian redlist (“Lista nacional oficial de espécies da fauna ameaçadas de extinção”: MMA, 2014). Photo from Santa Bárbara
do Pará, Pará, Brazil; B) Pseudopaludicola canga, from Carajás; and C) Rhinella ocellata, from Serra do Cachimbo. Both P. canga and R. ocellata
were included in the state’s red list (“Lista de espécies da flora e da fauna ameaçadas no estado do Pará”: Governo do Estado do Pará, 2007). Figure 4. Endangered species of amphibians from Pará: A) Pará’s Lungless Salamander (Bolitoglossa paraensis). The only species from Pará
included in the Brazilian redlist (“Lista nacional oficial de espécies da fauna ameaçadas de extinção”: MMA, 2014). REFERENCES Great challenges lie ahead on our path to a decent
understanding of amphibian diversity in Amazonia. Our study
highlighted a high species richness of amphibians in Pará—a
total of 195 species registered, of which five represent new
records, and 30 are considered endemic to the region. This
is the largest species richness among all Brazilian states with
published or estimated species lists, after São Paulo and Rio
de Janeiro, respectively. The high diversity is not surprising,
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underestimated. This work represents an important step
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checklist of all known tree taxa. Scietific Reports, 6, 29549. https://doi.org/10.1038/srep29549 Vollmar, A., Macklin, J. A., & Ford, L. S. (2010). Natural
history specimen digitization: challenges and concerns. Biodiversity Informatics, 7(2), 93-112. https://doi.org/10.17161/
bi.v7i2.3992 Stuart, S., Hoffmann, M., Chanson, J., Cox, N., Berridge, R., Ramani,
P., & Young, B. (2008). Threatened amphibians of the World. ACKNOWLEDGEMENTS Lynx Edicions, IUCN, Conservation International. World Wide Fund for Nature (WWF). (2010). Amazon alive! A
decade of discovery 1999-2009. https://wwf.panda.org/wwf_
news/?200056/AmazonAliveAdecadeofdiscovery1999--2009 Toledo, L. F., & Batista, R. F. (2012). Integrative study of Brazilian
Anurans: geographic distribution, size, environment,
taxonomy, and conservation. Biotropica, 44(6), 785–792. https://doi.org/10.1111/j.1744-7429.2012.00866.x Zimmerman, B. L., & Rodrigues, M. T. (1990). Frogs, snakes, and
lizards of the INPA/WWF reserves near Manaus, Brazil. In A. H. Gentry (Eds.), Four Neotropical rainforests (pp. 426–454). Yale University Press. Vacher, J. P., Chave, J., Ficetola, F. G., Sommeria-Klein, G., Tao, S.,
Thébaud, C., . . . Fouquet, A. (2020). Large-scale DNA-based
survey of frogs in Amazonia suggests a vast underestimation of
species richness and endemism. Journal of Biogeography, 47(8),
1781–1791. https://doi.org/10.1111/jbi.13847 AUTHORS’ CONTRIBUTIONS
G. F. Cassundé contributed to formal analysis, conceptualization, data curation, investigation, validation, and writing
(original draft); M. J. Sturaro to data curation, investigation, and writing (review and editing); A. O. Maciel to data
curation, investigation, and writing (review and editing); A. L. C. Prudente to data curation, resources, and writing
(review and editing); J. F. M. Sarmento to data curation, and writing (review and editing); and P. Peloso to project
administration, funding acquisition, conceptualization, data curation, supervision, and writing (original draft). AUTHORS’ CONTRIBUTIONS G. F. Cassundé contributed to formal analysis, conceptualization, data curation, investigation, validation, and writing
(original draft); M. J. Sturaro to data curation, investigation, and writing (review and editing); A. O. Maciel to data
curation, investigation, and writing (review and editing); A. L. C. Prudente to data curation, resources, and writing
(review and editing); J. F. M. Sarmento to data curation, and writing (review and editing); and P. Peloso to project
administration, funding acquisition, conceptualization, data curation, supervision, and writing (original draft). 469 469 469 469 The amphibians of Pará, Brazil Appendix 1. Voucher of testimony specimens used to generate the list of amphibians in the State of Pará. Appendix 1. Voucher of testimony specimens used to generate the list of amphibians in the State of Pará Order Anura Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. Order Anura Order Anura
Adelophryne gutturosa: BM 1983.1139; LACM 44277; LACM 44278; Adelphobates castaneoticus: MPEG 10329; MPEG
10581; MPEG 22000; MPEG 25186; Adelphobates galactonotus: MPEG 2921-2924; Adelphobates quinquevittatus:
MPEG 6691; MPEG 6709; MPEG 6947; Adenomera amicorum: INPA-H 40490–40499; INPA-H 40501–40510;
Adenomera andreae: MPEG 30747; Adenomera aurantiaca: INPA-H 40518–40521; Adenomera heyeri: MPEG
30095–30101; Adenomera hylaedactyla: MPEG 30903; Adenomera inopinata: INPA-H 40517; Adenomera kayapo:
CFBH 43885; MPEG 41619–41620; Adenomera martinezi: CHUNB 40218; CHUNB 40220; Adenomera phonotriccus:
MPEG 41155–41156; Adenomera tapajonica: INPA-H 40515–40516; Allobates carajas: INPA-H 38635; INPA-H 38642;
INPA-H 38643; Allobates crombiei: MPEG 37859; MPEG 37860; Allobates grillicantus: MPEG 43038–43050; Allobates
femoralis: MPEG 29444–29445; MPEG 33686–33687; MPEG 33799; MPEG 33800–33882; Allobates magnussoni:
MPEG 30888–30891; MPEG 33623-33627; Allobates marchesianus: MPEG 16193; MPEG 18187; MPEG 18193; MPEG
18201–18202; MPEG 18206; Allobates masniger: USNM 303585–303587; MZUSP 69166; MZUSP 69167; Allobates
nunciatus: INPA-H 40305; INPA-H 40307; INPA-H 40482; INPA-H 40486; Allobates sumtuosus: USNM 303591–
303593; MZUSP 69157; MZUSP 69158–69160; Allobates tapajos: MPEG 3198–31801; MPEG 35854–35855; Allophryne
ruthveni: MPEG 2972; MPEG 3751; MPEG 10083; MPEG 30390; Amazophrynella bilinguis: INPA-H 39780; INPA-H
39782; INPA-H 39784; Amazophrynella bokermanni: MPEG 24656; MPEG 24669; MPEG 27191; MPEG 27201; MPEG
27204; MPEG 27208; Amazophrynella gardai: ZUFMS-AMP12821–12828; Amazophrynella minuta: MPEG 23228;
MPEG 23234; MPEG 23239; MPEG 23243; Amazophrynella xinguensis: INPA–H 35471; INPA–H 35482, INPA–H
35493; INPA–H 35472; Ameerega braccata: MPEG 712; MPEG 2860; MPEG 2864; MPEG 3207; MPEG 3266; MPEG
3268; MPEG 3313; Ameerega flavopicta: MPEG 28442–28443; Ameerega hahneli: MPEG 25076–25083; MPEG
25373; MPEG 29425; MPEG 30291; Ameerega munduruku: ZUFMS-AMP 03762; ZUFMS-AMP 03747–03749;
Ameerega trivittata: MPEG 30687–30691; Anomaloglossus stefeni: MPEG 17175; MPEG 15185–15186; Atelopus
hoogmoedi: MPEG 25071–25075; MPEG 30988–30998; Atelopus spumarius: MPEG 22606; MPEG 34479; Boana
boans: MPEG 21969–21971; MPEG 21973; MPEG 33461–33462; Boana caiapo: MZUSP 138987–139009; Boana
calcarata: MPEG 25634; MPEG 25657; MPEG 30468; MPEG 38866–38870; Boana cinerascens: MPEG 35593–35595;
MPEG 25638–25643; Boana courtoisae: MPEG 30336; MPEG 30341–30342; Boana dentei: MPEG 30299–30300;
Boana diabolica: MPEG 33920; Boana geographica: MPEG 1316–1317; MPEG 8162; Boana icamiaba: MNRJ 89836–
89839, MNRJ 90997–91000; MPEG 27245–27249; MPEG 40100–40110; Boana lanciforms: MPEG 17118–17122;
MPEG 37451–37453; Boana leucocheila: MPEG 14271; MPEG 22210–22211; MPEG 22347–22349; MPEG 22393–
22395; MPEG 27239–27244; MPEG 33538; MPEG 37062; Boana multifasciata: MPEG 31637–31638, MPEG 33324,
MPEG 39182, MPEG 39185; Boana punctata: MPEG 8813; MPEG 761; MPEG 37414; MPEG 32313; MPEG 19804;
Boana raniceps: MPEG 21264–21268; MPEG 11722–11727; MPEG 8308; MPEG 6387; MPEG 6337; MPEG 6347;
MPEG 21158; Boana steinbachi: MPEG 39405; MPEG 39532; MPEG 39534–39535; MPEG 25661; MPEG 29648–
25650; MPEG 36753; Boana wavrini: MPEG 11718–11721; MPEG 5923; MPEG 27247; MPEG 37061; Callimedusa
tomopterna: MPEG 4330–4334; MPEG 11157; MPEG 11159-11162; MPEG 31978; Ceratophrys cornuta: MPEG 15625;
MPEG 1525; MPEG 28987–28988; Chiasmocleis avilapiresae: MPEG 23276–23280; MPEG 23287–23293;
Chiasmocleis bassleri: MPEG 18574; MPEG 28326; Chiasmocleis hudsoni: MPEG 14172; MPEG 32696–32704; 470 Bol. Order Anura 2022 Chiasmocleis papachibe: MPEG 30683; MPEG 27788; Chiasmocleis shudikarensis: MPEG 6603; MPEG 30396–30404;
Cruziohyla craspedopus: MPEG 38389; Ctenophryne geayi: MPEG 11400–11401; Dendrobates tinctorius: MPEG 27875;
27877; MPEG 19965; Dendropsophus brevifrons: MPEG 25558–25561; MPEG 14367–14368; MPEG 25516; MPEG
11647–11657; Dendropsophus cachimbo: MZUSP 21912; MNRJ 17298–17299; MZUSP 21911, 21913–21918, 21920–
21926; Dendropsophus gaucheri: MPEG 38719; Dendropsophus haraldschultzi: MPEG 33289–33290; Dendropsophus
leucophyllatus: MPEG 8808; MPEG 19008–19023; Dendropsophus marmoratus: MPEG 20515; MPEG 27459; MPEG
27461; MPEG 12076–12077; Dendropsophus melanargyreus: MPEG 31466–31483; MPEG 18945–18954; Dendropsophus
microcephalus: MPEG 35553; MPEG 35544; MPEG 35555; MPEG 15104; MPEG 27546; Dendropsophus minimus:
NHMW 19436; Dendropsophus minusculus: MPEG 7560; MPEG 16428–16444; Dendropsophus minutus: MPEG
16481–16489; MPEG 31700–31704; MPEG 30910–30920; Dendropsophus nanus: MPEG 21635; 21642; MPEG 21659;
MPEG 21647; MPEG 21634; Dendropsophus ozzyi: MPEG 27263–27279; Dendropsophus parviceps: MPEG 38719;
Dendropsophus reticulatus: MPEG 19565; MPEG 16025; Dendropsophus rossalleni: MPEG 16365; MPEG 20050–20052;
Dendropsophus sarayacuensis: MPEG 61340; Dendropsophus schubarti: MPEG 25537–25541; Dendropsophus
triangulum: MPEG 32310–32311; MPEG 15976; Dendropsophus walfordi: MPEG 17104–17115; Dryaderces inframaculata:
MPEG 35725–35728; Elachistocleis carvalhoi: MPEG 3200; MPEG 3258; MPEG 3260; Elachistocleis helianneae:
MPEG 1767; MPEG 8929–8931; MPEG 29415–29420; MPEG 6875; MPEG 6934; MPEG 6939; MPEG 20566; MPEG
21423–21479; MPEG 35720–35724; MPEG 6929–6931; MPEG 5992; MPEG 6353; Elachistocleis magna: MPEG
23785; MPEG 31705–31709; MPEG 34579–34581; Elachistocleis surinamensis: MPEG 28130–28132; MPEG 28444;
MPEG 28445; MPEG 35710–35713; MPEG 35866; Engystomops freibergi: MPEG 40244–40246; Hamptophryne
boliviana: MPEG 24705–24710; MPEG 30488–30491; Hemiphractus scutatus: INPA-H 38116–38118; Hyalinobatrachium
iaspidiense: MPEG 30871; MPEG 38896; MPEG 38899; Hyalinobatrachium mondolfii: MPEG 38906; MPEG 30872;
MPEG 38898; Hyalinobatrachium muiraquitan: LZA 841; LZA 842; LZA 843; LZA 844; Hydrolaetare schmidti: MPEG
8790; MPEG 18330–18333; Leptodactylus fuscus: MPEG 31713–31719; Leptodactylus intermedius: CFBH 39668–
39669; Leptodactylus knudseni: MPEG 17589; MPEG 32314–32326; Leptodactylus labyrinthicus: MZUSP 21734;
MPEG 5784; MPEG; 14197; MPEG 14207; MPEG 14320; MPEG 14326; Leptodactylus leptodactyloides: MPEG 11516;
MPEG 11537; MPEG 14404–14406; Leptodactylus longirostris: MPEG 30831–30848; MPEG 33282-33285;
Leptodactylus macrosternum: CHUNB 31189; Leptodactylus myersi: MPEG 30758–30765; MPEG 19744–19746;
Leptodactylus mystaceus: MPEG 29113–29114; MPEG 34048–34052; Leptodactylus paraenses: MZUSP 69318; MPEG
25764–25770; MPEG 33319; MPEG 32588–32590; Leptodactylus pentadactylus: MPEG 25771–25774; MPEG
25781–25783; Leptodactylus petersii: CFBH 16742; CFBH 167423; Leptodactylus pustulatus: MPEG 35832–35834;
Leptodactylus rhodomystax: MPEG 25871–25876; Leptodactylus stenodema: MPEG 20643; MPEG 20648; MPEG
21403–21405; MPEG 29423–29424; Lithobates palmipes: MPEG 29451–29452; Lithodytes lineatus: MPEG 25707–
25709; MPEG 30849–30869; Lysapsus laevis: MPEG 33751–33754; MPEG 20015–20021; MPEG 33631–33632;
MPEG 33277–33281; Lysapsus limellum: MPEG 19805–19809; Osteocephalus cabrerai: MPEG 27212–27222;
Osteocephalus leprieurii: MPEG 38937; MPEG 38942; MPEG 27900; MPEG 37614–37617; Osteocephalus oophagus:
MPEG 38134; MPEG 38130–38131; Osteocephalus taurinus: MPEG 40258; MPEG 22205–22207; MPEG 29991–29996;
Otophryne pyburni: MPEG 17605; Phyllomedusa bicolor: MPEG 38121–38123; MPEG 39890; Phyllomedusa vaillantii:
MPEG 12121–12128; MPEG 36583; MPEG 36605; MPEG 29009; 29391; Physalaemus cuvieri: MPEG 19759–19760;
MPEG 30882–30887; Physalaemus ephippifer: MPEG 6125–-6128; MPEG 34624–34626; Phyzelaphryne miriamae: 471 471 471 The amphibians of Pará, Brazil USNM 239363; Pipa arrabali: MPEG 25155–25158; MPEG 27915; MPEG 31305; Pipa pipa: MPEG 8791–8800; MPEG
25935; MPEG 32486; Pipa snethlageae: MPEG 16939; MPEG 23275; Pithecopus hypochondrialis: MPEG 20631;
MPEG 40218–40222; MPEG 9301–9324; Potamotyphlus kaupii: MPEG 7345; Pristimantis chiastonotus: MPEG 32222;
MPEG 32224; MPEG 32227; MPEG 32229; Pristimantis fenestratus: MPEG 33477–33480; Pristimantis giorgii: LZAG
1381–1389; MPEG 21145–21147; MPEG 34838–33847; MPEG 35610–35613; Pristimantis gutturalis: MPEG 21395;
MPEG 21396; MPEG 27873; MPEG 27873; Pristimantis latro: LZATM 0063; LZATM 139; LZATM 197; LZATM 467;
LZATM 739; LZATM 747; MPEG 26050; MPEG 26059; MPEG 31415–31416; Pristimantis marmoratus: MPEG 30085;
MPEG 30088; Pristimantis ockendeni: MZUSP (field number BM153); Pristimantis pictus: ZUFMS–AMP 8540–8543;
Pristimantis zeuctotylus: MPEG 29684–29692; MPEG 30892–30899; Proceratophrys concavitympanum: MPEG 40377;
MPEG 40379; Proceratophrys rondonae: MPEG 33451; MPEG 22517; Pseudis paradoxa: MPEG 18328; Pseudis tocantins:
MPEG 34803–34805; MPEG 35827–35829; MPEG 28111; MPEG 38102; Pseudopaludicola boliviana: UFMT 15981;
UFMT 16176; UFMT 16177; UFMT 16178; UFMT 16181; Pseudopaludicola canga: ZUEC 6088; ZUEC 6274; ZUEC
6275; Pseudopaludicola mystacalis: AAG-UFU 6262; Ranitomeya amazonica: MPEG 22742; MPEG 19706; MPEG
24602–24608; MPEG 17417; Rhaebo guttatus: MPEG 30693; MPEG 3422; MPEG 39567–39570; Rhinella castaneotica:
MZUSP 67162; Rhinella dapsilis: CFBHT 12072; Rhinella diptycha: MPEG 39197; Rhinella granulosa: MPEG 21983–
21988; Rhinella magnussoni: INPA-H 19527–195310; Rhinella major: MPEG 31779– 31780; MPEG 31782; MPEG
31790–MPEG 31792; Rhinella margaritifera: MPEG 30766–30790; Rhinella marina: MPEG 39194–39196; MPEG
39198– 39199; Rhinella mirandaribeiroi: MPEG 31757–31760; Rhinella ocellata: CHUNB 40244; Rhinella proboscidea:
MPEG 33829–33831; Scarthyla goinorum: CZPB-AA 949–950; Scinax boesemani: MPEG 16565–16577; MPEG
33675–33677; MPEG 22356–22357; Scinax fuscomarginatus: MPEG 31325–31359; Scinax garbei: MPEG 30301–
30304; MPEG 31827; MPEG 36831–36832; Scinax nebulosus: MPEG 37622–37624; MPEG 31631–31634; MPEG
31636; MPEG 24993–25503; Scinax proboscideus: MPEG 29668; Scinax rostratus: MPEG 28060–28061; Scinax ruber:
MPEG 28100; MPEG 31608–31610; MPEG 37427–37428; MPEG 6350; Scinax villasboasi: CHUNB 34498−34500;
CHUNB 34502; CHUNB 34505−34510; CHUNB 40156–40157, CHUNB 40159−40161; Scinax x-signatus: MPEG
16506–16507; MPEG 6008; MPEG 6012–6014; MPEG 6017–6018; Sphaenorhynchus lacteus: MPEG 36842; MPEG
3106; MPEG 739; MPEG 33709; MPEG 6136–3138; MPEG 6185; MPEG 6187; Synapturanus ajuricaba: MPEG 29453–
29454; MPEG 29456–MPEG 29458; INPA-H 28519; INPA-H 35751; INPA-H 38464; Synapturanus mirandaribeiroi:
MPEG 19962–19964; MPEG 20007–20011; Trachycephalus coriaceus: MPEG 35500; 41293; Trachycephalus cunauaru:
MZUSP 71146; Trachycephalus helioi: MPEG 32558; MPEG 39200; MPEG 20507; Trachycephalus hadroceps: MPEG
43224;Trachycephalus resinifictrix: MPEG 15507; MPEG 8650; MPEG 16961; MPEG 14710; Trachycephalus typhonius:
MPEG 38068; MPEG 34057; MPEG 20873. Order Anura Order Caudata
Bolitoglossa paraensis: MPEG 31682; Bolitoglossa tapajonica: MPEG 22176. Bolitoglossa paraensis: MPEG 31682; Bolitoglossa tapajonica: MPEG 22176. Order Gymnophiona Atretochoana eiselti: MPEG 33621; Brasilotyphlus guarantanus: MPEG 22170; Caecilia gracilis: MPEG 8368; MPEG
9848; MPEG 15857; Caecilia tentaculata: MPEG 22068–22073; MPEG 22811; Microcaecilia butantan: MZUSP 143389;
Microcaecilia marvaleewakeae: MPEG 21896; Microcaecilia rochai: MPEG 14596–14597; Microcaecilia trombetas: 472 472 472 Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022
MPEG 26476; Nectocaecilia petersii: UFOPA-H 1231; Potamotyphlus kaupii: MPEG 7345; Rhinatrema bivittatum:
MPEG 23548–23549; Rhinatrema gilbertogili: MPEG 16975; MPEG 17435; MPEG 19966–19967; Rhinatrema
uaiuai: MPEG 26477; Siphonops annulatus: MPEG 33734; Typhlonectes compressicauda: MPEG 7337–7339; MPEG
7355–7361; MPEG 7363–7374. Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022
MPEG 26476; Nectocaecilia petersii: UFOPA-H 1231; Potamotyphlus kaupii: MPEG 7345; Rhinatrema bivittatum:
MPEG 23548–23549; Rhinatrema gilbertogili: MPEG 16975; MPEG 17435; MPEG 19966–19967; Rhinatrema
uaiuai: MPEG 26477; Siphonops annulatus: MPEG 33734; Typhlonectes compressicauda: MPEG 7337–7339; MPEG
7355–7361; MPEG 7363–7374. Bol. Mus. Para. Emílio Goeldi. Cienc. Nat., Belém, v. 17, n. 2, p. 445-473, maio-ago. 2022 MPEG 26476; Nectocaecilia petersii: UFOPA-H 1231; Potamotyphlus kaupii: MPEG 7345; Rhinatrema bivittatum:
MPEG 23548–23549; Rhinatrema gilbertogili: MPEG 16975; MPEG 17435; MPEG 19966–19967; Rhinatrema
uaiuai: MPEG 26477; Siphonops annulatus: MPEG 33734; Typhlonectes compressicauda: MPEG 7337–7339; MPEG
7355–7361; MPEG 7363–7374. 473 473 473
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English
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The behavior of reinforced lightweight concrete beams with initial cracks
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Frattura ed integrità strutturale
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cc-by
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Received: 09.07.2023
Accepted: 14.09.2023
Online first: 18.09.2023
Published: 01.10.2023 Received: 09.07.2023
Accepted: 14.09.2023
Online first: 18.09.2023
Published: 01.10.2023 Copyright: © 2023 This is an open access
article under the terms of the CC-BY 4.0,
which permits unrestricted use, distribution,
and reproduction in any medium, provided the
original author and source are credited. KEYWORDS. Lightweight concrete, Rehabilitation, Carbon fiber, U-wrapping,
CFRP. M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 ABSTRACT. This research examines the performance of reinforced
lightweight concrete beams subjected to several degrees of damage (50%,
60%, 70%, and 100%). It can use a sheet made of Carbon Fiber Reinforced
Polymer (CFRP) to reinforce. The Full U-wrapping rehabilitation method was
tested in the presented experimental program. In this method, CFRP sheets
are attached to the bottom only and the side and bottom of the beam section. Experiments proved that the service load (Ps) increases by 7.06 % from a
damage level of 50 % to 70 %, rises by 1.21 % from a damage level of 60 %
to 70 %, and falls by 3.07 % from a damage level of 100 %. The result also
rose for the fortified sample by 11.99%. Increases of 42.67 %, 33.07 %, and
23.73 % in the stiffness ratio (k) were observed at damage intensities of 50,
60, and 70 %, respectively. Damage at lower severity levels is increasing at a
faster rate. The ductility of the restored LWC beams is more excellent than
the control, as with the stiffness. Damage levels of 50%, 60%, and 70% saw
increased ductility of 35.60, 34.92, and 34.69 %, respectively. Citation: Hasan, M. Q., Abdulridha, A. J.,The
behavior of reinforced lightweight concrete
beams with initial cracks, Frattura ed Integrità
Strutturale, 66 (2023) 297-310. Citation: Hasan, M. Q., Abdulridha, A. J.,The
behavior of reinforced lightweight concrete
beams with initial cracks, Frattura ed Integrità
Strutturale, 66 (2023) 297-310. The behavior of reinforced lightweight concrete beams with initial
cracks Mustafa Q. Hasan, Abdulkhalik J. Abdulridha
Department of Civil Engineering, College of Engineering, Al-Nahrain University, Jadriya, Baghdad, Iraq
mustafa88qusay@gmail.com
Abdulkhalik.J.AbdulRidha@nahrainuniv.edu.iq, https://orcid.org/0000-0001-6403-2325 Mustafa Q. Hasan, Abdulkhalik J. Abdulridha
Department of Civil Engineering, College of Engineering, Al-Nahrain University, Jadriya, Baghdad, Iraq
mustafa88qusay@gmail.com
Abdulkhalik.J.AbdulRidha@nahrainuniv.edu.iq, https://orcid.org/0000-0001-6403-2325 INTRODUCTION made from natural materials like pumice, diatomite, and volcanic ash or manufactured materials like perlite, extended schist,
clay, slate, and sintered powdered fuel ash (PFA). Lightweight aggregate concrete (LWAC) replaces natural aggregates with
manufactured rocks that are less dense but still strong [11-15]. This type of concrete has scientific and commercial benefits,
and the environment may also benefit from using LWAC. The mechanical properties of LWAC are determined by mix
design (water-to-cement ratio, quality, and aggregates’ characteristics), the preformed foam's quality, and the type of foaming
agent [16-19]. FRP can be added to the mix to make concrete or bricks more durable. A significant concern when dealing
with FRP [20] is that the reinforcement can separate from the attached material. Changes in body damage substantially affect
how smoothing works [21], but only until damage at the interface exceeds that at the body. g
]
y
g
y
For many reinforced concrete building systems, reducing the dead load is essential for relieving stress on the supporting
structures and cutting costs. Insulation from heat and sound is a common requirement for many newer structures [22]. The
relatively high water-to-cement (W/C) ratios were once the norm in the concrete industry. The hybrid variety's resilience to
both drought and pests is exceptional. Nonetheless, there are usual difficulties, as shown by shrinking at cracking [23],
despite these benefits. While chemical shrinkage occurs in both high and low W/C mixes, low W/C mixes are more prone
to self-drying out because of holes and capillary pressure, which produces fractures [23-25]. LWC (lightweight concrete)
might solve many of these problems. If the weight placed on an RC beam is more significant than it can support, it will
crack. Although unlikely, this can occur, especially if the building's framework is experiencing significant stress [26]. This
study looks at the feasibility of employing FRP designs to secure LWC beams. Light Weight Aggregate (LWA) has a reduced
density of mass compared to Normal Weight Aggregate (NWA) [27]. Adopting LWA for internal hardening in RC
applications may increase the service life of the entire structure by reducing early-age stresses and shrinkage. Researchers
have shown that introducing LWA increases moisture, increases mechanical strength across a broader range, and reduces
heat conductivity [28]. After drilling, the pressure inside the capillary holes will drop because the cement paste will hydrate
and dry out independently, allowing water from the LWA's perforations to soak into the cement. INTRODUCTION It is essential to supply enough water inside the LWA—paste system and guarantee that it is distributed uniformly for proper
paste integration. The concept's central defining feature controls water flow inside the grid: the distance between LWA
particles. According to the statistics reported in this paper, increasing the LWA substitution ratio might dramatically improve
water distribution [22]. Lightweight Expanded Clay Aggregate (LECA) is a kind of LWA produced by heating clay to 1200
C in a rotating kiln. Due to the decompression of the gases upon boiling, thousands of bubbles make up the bulk of this
mixture. As a result of these gases, clay tends to expand, taking on a honeycomb pattern [29]. Most rotating kilns have a
round form because of the way they produce heat. This chemical will be used as LWA in the synthesis of LWC in this
experimental research. FRP use in this capacity has become prominent in recent years. The superiority of some materials
over more common ones like steel makes this abundantly clear. Utilizing three primary types of FRPs for RC beam
strengthening and repair are studied. CFRP is an early leader in this field. The second variety is a composite reinforced with
aramid and glass fibers. CFRP is the best material for strengthening and repairing RC beams. g
g
g
p
g
When components of a building are upgraded either before or after they begin to fail, this process is known as a retrofit. Restoration, however, covers how a damaged building can be fixed. Recent articles published in peer-reviewed journals in
this discipline have dabbled in various formats and mediums. Pilot programs are frequently used to test these methods. People are always making an effort in the pursuit of better results. An essential part of recovery is pinpointing what went
wrong. This factor may come into play while deciding what to do next. For these reasons, many scholars maintain that this
topic still merits study. Due to the minimal likelihood of repeating border conditions, this is a serious concern. As a result,
the strategy taken may be affected by factors such as technology, economics, and even society [30-32]. INTRODUCTION here is a growing interest in using fiber-reinforced polymer FRP technology to update RC construction. FRP has
been widely used for repairing and replacing worn-out and broken structures. Changes in CFRP thickness have a
significant effect on the ultimate load-bearing capability. Longitudinal soffit-bonded CFRP strips are used to
reinforce shear-weak RC beams so that they are better able to bear lateral service loads, as opposed to the more common
transversely aligned or wrapped CFRP strips, used in multi-girder bridge decks. [1-4]. Using fewer resources in construction
yields savings in both energy and money [5-7]. LWA's output includes a material known as Lightweight Aggregate Concrete
(LWAC). T i fT (
)
The compressive strength of LWAC (concrete with a weight per cubic meter of less than 1800 kilograms) is greater than 18
MPa [8-10]. Lightweight Aggregate Concrete (LWAC) is most often used to increase the insulating properties of a structure,
particularly in terms of heat and sound. Traditional aggregates are replaced by lightweight aggregates (LWA), which may be The compressive strength of LWAC (concrete with a weight per cubic meter of less than 1800 kilograms) is greater than 18
MPa [8-10]. Lightweight Aggregate Concrete (LWAC) is most often used to increase the insulating properties of a structure,
particularly in terms of heat and sound. Traditional aggregates are replaced by lightweight aggregates (LWA), which may be 297 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 made from natural materials like pumice, diatomite, and volcanic ash or manufactured materials like perlite, extended schist,
clay, slate, and sintered powdered fuel ash (PFA). Lightweight aggregate concrete (LWAC) replaces natural aggregates with
manufactured rocks that are less dense but still strong [11-15]. This type of concrete has scientific and commercial benefits,
and the environment may also benefit from using LWAC. The mechanical properties of LWAC are determined by mix
design (water-to-cement ratio, quality, and aggregates’ characteristics), the preformed foam's quality, and the type of foaming
agent [16-19]. FRP can be added to the mix to make concrete or bricks more durable. A significant concern when dealing
with FRP [20] is that the reinforcement can separate from the attached material. Changes in body damage substantially affect
how smoothing works [21], but only until damage at the interface exceeds that at the body. OUTLINE OF THE EXPERIMENTAL SECTION d hT he research investigates what happens to beams made of reinforced lightweight concrete when they sustain 50%,
60%, 70%, or 100% damage. Use the CFRP sheet to strengthen. Five reinforced lightweight concrete beams span
1600mm center to center and 1800mm total length. The dimensions of the beam section are a total height of 300mm
and the width of 200mm. The 2 Ø 8mm top reinforcement and 3 Ø 12mm bottom steel bars were used as primary
reinforcement. Additionally, Ø 10 mm @ 120mm were used as stirrups, illustrated in Fig. 1. Tab. 1 shows the beam specimen
descriptions. T The first digit of the specimen number indicates whether the sample was strengthened (S) or repaired (R). The second
number (F), means that the Full wrapping method is used over the whole section height. The severity of the damage (in
terms of ultimate load) is indicated by the last digit. Tabs. 2 and 3 show the chemical and physical parameters of the regular
Portland cement utilized in this experiment, and they conform to the Iraqi standard specification (I.Q.S No.5-2019). We've 298 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 been using natural sand with a maximum particle size of 4.75 millimeters. As shown in Tab. 4, it satisfies the grading
requirements of the Iraqi standard specification (I.Q.S No.45-1984). Tab. 5 shows that the maximum diameter of the
lightweight coarse aggregate LECA employed in this investigation is 12 mm. This material replaced the coarse aggregate in
the LWC. Iraqi standards (I.Q.S. No.45-1984) were used to conduct the necessary testing on this sand. the LWC. Iraqi standards (I.Q.S. No.45-1984) were used to conduct the necessary testing on this sand. Figure 1: Specimen dimensions of the present study Sec. (A-A). Specimen designation
Description
Control
Referential specimen without CFRP
SF-100
Strengthened beam with full wrapping CFRP sheets. RF-50
Repaired beam with full U-wrapping CFRP sheets and subjected to 50% of damage. RF-60
Repaired beam with full U-wrapping CFRP sheets and subjected to 60% of damage. RF-70
Repaired beam with full U-wrapping CFRP sheets and subjected to 70% of damage. Table 1: Beam specimens’ descriptions. Oxide
Percentage by weight%
Limit of IQS No. OUTLINE OF THE EXPERIMENTAL SECTION 5/ 2019
CaO
60.37
-
SiO2
20.74
-
Al2O3
5.78
-
Fe2O3
3.48
-
MgO
1.91
< 5.0%
SO3
1.85
≤ 2.8% for C3A ≥ 3.5%
Loss on Ignition (L.O.I)
2.44
< 4.0%
Lime Saturation Factor (L.S.F)
0.92
0.66 - 1.02
Insoluble residue (I.R)
0.19
< 1.5 %
Main compound (Bouge equation)
% by weight of cement
-
Limit of IQS No. 5/ 2019
C3S
41.7
-
C2S
27.4
-
C3A
10.2
-
C4AF
9.9
-
Table 2: Chemical analysis of cement. Physical properties
Test result
Limit of IQS No. 5/ 2019
Fineness, Blaine, gm/cm2
319
>230
Setting Time: Initial, min
Setting Time: Final, min
95
410
≥45 min
≤10hrs
Table 3: Physical analysis of cement. Figure 1: Specimen dimensions of the present study Sec. (A-A). Specimen designation
Description
Control
Referential specimen without CFRP
SF-100
Strengthened beam with full wrapping CFRP sheets. RF-50
Repaired beam with full U-wrapping CFRP sheets and subjected to 50% of damage. RF-60
Repaired beam with full U-wrapping CFRP sheets and subjected to 60% of damage. RF-70
Repaired beam with full U-wrapping CFRP sheets and subjected to 70% of damage. Table 1: Beam specimens’ descriptions. Oxide
Percentage by weight%
Limit of IQS No. 5/ 2019
CaO
60.37
-
SiO2
20.74
-
Al2O3
5.78
-
Fe2O3
3.48
-
MgO
1.91
< 5.0%
SO3
1.85
≤ 2.8% for C3A ≥ 3.5%
Loss on Ignition (L.O.I)
2.44
< 4.0%
Lime Saturation Factor (L.S.F)
0.92
0.66 - 1.02
Insoluble residue (I.R)
0.19
< 1.5 %
Main compound (Bouge equation)
% by weight of cement
-
Limit of IQS No. 5/ 2019
C3S
41.7
-
C2S
27.4
-
C3A
10.2
-
C4AF
9.9
-
Table 2: Chemical analysis of cement. Physical properties
Test result
Limit of IQS No. 5/ 2019
Fineness, Blaine, gm/cm2
319
>230
Setting Time: Initial, min
95
≥45 min Figure 1: Specimen dimensions of the present study Sec. (A-A). Figure 1: Specimen dimensions of the present study Sec. (A-A). Table 3: Physical analysis of cement. 299 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 M. Q. OUTLINE OF THE EXPERIMENTAL SECTION Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18
Diameter of Sieve (mm)
Percent of Passing %
10
100
4.75
99
2.36
96
1.18
90
0.60
84
0.300
50
0.150
12
Table 4: Sand sieve analyses. Diameter of Sieve (mm)
Percent of Passing %
75
100
63
100
37.5
100
20
97
14
38
10
30
5
0
2.36
0
Table 5: LECA sieve analyses. Table 5: LECA sieve analyses. The high-range water-reducing additive PC600 (superplasticizer) was used. It has a specific gravity of 1.22, and its properties,
meet the requirements of both BS 5075 and ASTM C494. Mixing Water Concrete was mixed and hardened using Baghdad's
tap water. This study kept this water clear and pure as much as possible. Reinforcing deformed bars used throughout the
present study are 8mm and 10mm, and 12mm in diameter. The reinforcing steel testing results of such bars are listed in
Tab. 6. Such tests, are done according to American Testing Standard Measurements (ASTM) A615. These tests were done
at the University of Al-Nahrain concrete laboratory. CFRP SikaWrap-300 C unidirectional, woven, carbon-fiber fabrics have
been used to reinforce the beams externally. Tab. 7 shows the CFRP laminates' mechanical properties. The bonding material
for the appropriate adhesive material for CFRP sheets is Sikadur-330. There's a white paste (the Resin) and a grey paste (the
Hardener) that make up the two halves. According to the manufacturer, the ideal mix ratio is (4:1). Tab. 8 shows some of
the characteristics of the used adhesive material. Nominal diameter mm
Yield stress
MPa
Yield strain
Ultimate strength
MPa
Ultimate strain
Elongation %
8
489.26
0.00244
629.26
0.00282
15.46
10
501.93
0.00253
635.09
0.00301
13.58
12
505.12
0.00268
646.96
0.00357
12.77
Table 6: Tension tests results for steel bars within this study. Properties
SikaWrap-300 C
Density (g/cm3)
1.8
Thickness (mm)
0.17
Tensile Strength (MPa)
3900
Modulus of Elasticity (GPa)
230
width (mm)
300
Table 7: The technical properties of CFRP. Properties
SikaWrap-300 C
Density (kg/L)
1.30 (mixed component A+B mixed) (+23°C)
Modulus of Elasticity in flexure (GPa)
3.8 (7 days, +23°C)
Modulus of Elasticity in tension (GPa)
4.8 (7 days, +23°C)
Tensile Strength (MPa)
30 (7 days, +23°C)
Elongation at Break (%)
0.88 (7 days at +23°C)
Mixing ratio
4 : 1
Table 8: Properties of the used bonding materials. CONCRETE MIX DESIGN he mix-design of the LWC that existed in this study is presented in Tab. (9). This mix reflected 1700 kg/m3 of
density. However, the required compression strength and slump were achieved after several trial mixtures. Material
Cement (kg/m3)
Sand (kg/m3)
LECA (kg/m3)
Water (kg/m3)
Admixture (Liter/m3)
Quantity
480
600
500
144
5
T he mix-design of the LWC that existed in this study is presented in Tab. (9). This mix reflected 1700 kg/m3 of
density. However, the required compression strength and slump were achieved after several trial mixtures. T he mix-design of the LWC that existed in this study is presented in Tab. (9). This mix reflected 1700 kg/m3 of
density. However, the required compression strength and slump were achieved after several trial mixtures. Material
Cement (kg/m3)
Sand (kg/m3)
LECA (kg/m3)
Water (kg/m3)
Admixture (Liter/m3)
Quantity
480
600
500
144
5
Table 9: Concrete mixture proportions. T T OUTLINE OF THE EXPERIMENTAL SECTION Nominal diameter mm
Yield stress
MPa
Yield strain
Ultimate strength
MPa
Ultimate strain
Elongation %
8
489.26
0.00244
629.26
0.00282
15.46
10
501.93
0.00253
635.09
0.00301
13.58
12
505.12
0.00268
646.96
0.00357
12.77
Table 6: Tension tests results for steel bars within this study. Properties
SikaWrap-300 C
Density (g/cm3)
1.8
Thickness (mm)
0.17
Tensile Strength (MPa)
3900
Modulus of Elasticity (GPa)
230
width (mm)
300
Table 7: The technical properties of CFRP. Properties
SikaWrap-300 C
Density (kg/L)
1.30 (mixed component A+B mixed) (+23°C)
Modulus of Elasticity in flexure (GPa)
3.8 (7 days, +23°C)
Modulus of Elasticity in tension (GPa)
4.8 (7 days, +23°C)
Tensile Strength (MPa)
30 (7 days, +23°C)
Elongation at Break (%)
0.88 (7 days at +23°C)
Mixing ratio
4 : 1
Table 8: Properties of the used bonding materials. Table 8: Properties of the used bonding materials. 300 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 THE REHABILITATION TECHNIQUE he rehabilitation technique was implemented and examined in the presented experimental program called Full U-
wrapping. In this technique, CFRP sheets are installed to cover the section bottom and the full-height of its sides,
as shown in Fig. 2. This technique consists of four specimens; the first is RF-50, an LWC beam that was repaired
with full-height U-wrapping CFRP sheets and subjected to 50% of damage, as shown in Fig. 3. The second is RF-60, an
LWC beam that was repaired with full-height U-wrapping CFRP sheets and subjected to 60% of damage, as shown in Fig. 4. The third is RF-70, an LWC beam that was repaired with full-height U-wrapping CFRP sheets and subjected to 70% of
damage, as shown in Fig. 5. The last specimen is SF-100, a strengthened LWC beam by full-height U-wrapping CFRP sheets,
as shown in Fig. 6. The structural behavior of the specimen is compared with a control specimen (Referential specimen
without CFRP). T T without CFRP). Figure 2: Full-height U-wrapping. Figure 3: Full-height U-wrapping CFRP sheets and subjected to 50% of the damage. Figure 4: Full-height U-wrapping CFRP sheets and subjected to 60% of the damage. Figure 2: Full-height U-wrapping. Figure 2: Full-height U-wrapping. Figure 3: Full-height U-wrapping CFRP sheets and subjected to 50% of the damage. Figure 2: Full-height U-wrapping. Figure 2: Full-height U-wrapping. Figure 3: Full-height U-wrapping CFRP sheets and subjected to 50% of the damage. Figure 3: Full-height U-wrapping CFRP sheets and subjected to 50% of the damage. Figure 4: Full-height U-wrapping CFRP sheets and subjected to 60% of the damage. Figure 4: Full-height U-wrapping CFRP sheets and subjected to 60% of the damage. 301 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 Figure 5: Full-height U-wrapping CFRP sheets and subjected to 70% of the damage. Figure 6: Full-height U-wrapping CFRP sheets and subjected to 100% of the damage. Figure 5: Full-height U-wrapping CFRP sheets and subjected to 70% of the damage. Figure 6: Full-height U-wrapping CFRP sheets and subjected to 100% of the damage. Loading Capacity
T g
p
y
Ab. 10 and Fig. 10 shows the size effect degree of damage to the Ps and Pu of LWC beams rehabilitated by full-
height U-wrapping CFRP sheets. Changing the degree of damage from 50% to 70% increased the Ps by 7.06% and
1.21% for 50% and 60%, respectively, while it decreased by 3.07 for 100%. In addition, such value increased the
strengthened specimen by 11.99%. Service load Ps levels decreased as damage severity increased for LWC beams
rehabilitated with full-height U-wrapped CFRP sheets. Using such a technique recovers this value for 50% and 60%, but
when this degree is extended to 70%, Ps is lower than the control reading. This can be attributed to the consequent
considerable mechanical performance of the CFRP – Epoxy composite that can compensate for the loss in structural
rigidity-for Pu, increasing the degree of damage from 50% to 70% decrease this value. However, implementing full-height
U-wrapping CFRP sheets can recover this value increasingly (as damage decreased) by 11.47%, 6.31%, and 0.57% for 50%,
60%, and 70% degrees of damage, respectively. Ps value for the strengthened specimen is more than the referential reading
by 14.81% due to the consequent gain in structural rigidity. For, Pcr levels reported 40.08 kN and 78.56 kN, which
corresponds to an excellency of 96% for the strengthened beam. Further research is needed to investigate the degree of the
relation between the degree of damage and the relevant Pcr, Ps, and Pu. T gT Increasing in ultimate load
Pu %
Ultimate load
Pu (kN)
Increasing in service load
Ps %
Service load
Ps (kN)
Beam Specimen
-
197.99
-
168.47
Control
11.47
220.70
7.06
180.34
RF - 50
6.31
210.48
1.21
170.51
RF - 60
0.57
199.12
-3.07
163.30
RF - 70
14.81
227.32
11.99
188.67
SF - 100
Table 10: The Ps and Pu for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Table 10: The Ps and Pu for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. REHABILITATION PROCEDURE F irst, as shown in Fig. 7, the per-failed specimens were mechanically ground to a satisfactory smoothness using
appropriate grinding commercial sheets. After that, an air compressor was used to clean the beams, preventing dust
from settling on the specimens. To produce the adhesive material for the CFRP installation, KUT BOND Epoxy
was mixed using a laboratory spatula. Figs. 8 and 9 demonstrate how these sheets were placed and established using an
appropriate roller to prevent trapped air. F Figure 7: Mechanical Grinding. Figure 8: KUT BOND Epoxy. Figure 7: Mechanical Grinding. Figure 7: Mechanical Grinding. Figure 7: Mechanical Grinding. Figure 8: KUT BOND Epoxy. Figure 8: KUT BOND Epoxy. Figure 8: KUT BOND Epoxy. 302 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 Figure 9: Installing CFRP. Figure 9: Installing CFRP. DEFLECTION Ab. 11 and Fig. 11 demonstrate the extent of damage remedied by full-height U-wrapping CFRP sheets on LWC
beams. There is a drop of 24.97 %, 23.95 %, and 21.66 %, respectively, when the damage is increased from 50 to
60 to 70 %, compared to the control. The same three groups had decreases of 6.98%, 8.75%, and 9.35%, respectively. Good mechanical characteristics of CFRP- Epoxy composite (stiffness) in the early response phases led to a reduction in
all existing damage degrees in this investigation. Due to the different degrees of crushing the concrete pieces before
restoration, the levels also reduced as the degree of damage proceeded. The reinforced beam has a lower weight (31.47%
lower) and a higher strength (3.11%) than the control beam (no early crushing in concrete cracking before attaching CFRP
sheets). Load-deflection plots for the Control, RF-50, RF-60, RF-70, and SF-100 configurations, are shown in Fig. 12. Phase
I (Elastic) of the control specimen lasts until the first cracking limit is reached. By its conclusion, the fissures will be visible. T Ab. 11 and Fig. 11 demonstrate the extent of damage remedied by full-height U-wrapping CFRP sheets on LWC
beams. There is a drop of 24.97 %, 23.95 %, and 21.66 %, respectively, when the damage is increased from 50 to
60 to 70 %, compared to the control. The same three groups had decreases of 6.98%, 8.75%, and 9.35%, respectively. Good mechanical characteristics of CFRP- Epoxy composite (stiffness) in the early response phases led to a reduction in
all existing damage degrees in this investigation. Due to the different degrees of crushing the concrete pieces before
restoration, the levels also reduced as the degree of damage proceeded. The reinforced beam has a lower weight (31.47%
lower) and a higher strength (3.11%) than the control beam (no early crushing in concrete cracking before attaching CFRP
sheets). Load-deflection plots for the Control, RF-50, RF-60, RF-70, and SF-100 configurations, are shown in Fig. 12. Phase
I (Elastic) of the control specimen lasts until the first cracking limit is reached. By its conclusion, the fissures will be visible. T G
dT 303 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18
Phase II (Phase II) occurs after the initial cracking load when the cracks increase in number and breadth. This continues till
the Ps. DEFLECTION Figure 12: Load deflection response for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. DEFLECTION Once this threshold was passed, the last step (step III) created wider-cracks. Phase I and II inflection points are also
easily identifiable, as is Ps, and this holds over a wide range of damage intensities. Phase III is extended for the reinforced
specimen in comparison to the control. M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 Phase II (Phase II) occurs after the initial cracking load when the cracks increase in number and breadth. This continues till
the Ps. Once this threshold was passed, the last step (step III) created wider-cracks. Phase I and II inflection points are also
easily identifiable, as is Ps, and this holds over a wide range of damage intensities. Phase III is extended for the reinforced
specimen in comparison to the control. Phase II (Phase II) occurs after the initial cracking load when the cracks increase in number and breadth. This continues till
the Ps. Once this threshold was passed, the last step (step III) created wider-cracks. Phase I and II inflection points are also
easily identifiable, as is Ps, and this holds over a wide range of damage intensities. Phase III is extended for the reinforced
specimen in comparison to the control. Figure 10: The Ps and Pu for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Figure 10: The Ps and Pu for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Changing in ultimate displacement
m
%
Ultimate
displacement
m
(mm)
Decreasing in Service
displacement
s
%
Service
displacement
sP
(mm)
Beam
Specimen
-
38.27
-
25.39
Control
3.11
39.46
-31.47
17.4
SF - 100
-6.98
35.6
-24.97
19.05
RF - 50
-8.75
34.92
-23.95
19.31
RF - 60
-9.35
34.69
-21.66
19.89
RF - 70
Table 11: The
s
and
m
for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Figure 11: The
s
and
m
for LWC beams rehabilitated. Figure 11: The
s
and
m
for LWC beams rehabilitated. Figure 11: The
s
and
m
for LWC beams rehabilitated. 304 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 Figure 12: Load deflection response for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. FAILURE MODE ig. 13 shows the failure mode visual observation of the control specimen. The normal tension failure mode (flexure
failure) was observed for the control specimen. In addition, crack propagation was always expected, and no cracks
had reached the extreme compression fiber. Fig. 14 shows the failure mode of the beam specimen (SF-100). It is
clear that the cracks propagated increasingly as the degree of damage progressed the RF-50, RF-60, and RF-70, as shown in
Fig. 15. After rehabilitation, the mode of failure was transformed to crushing failure for all the degrees of damage proposed. This form of failure was also observed in the strengthened specimen. F F Figure 13: The mode of failure for the beam specimen (Control). Figure 14: The mode of failure beam specimen (SF – 100). Control
SF – 100 Figure 13: The mode of failure for the beam specimen (Control). Control Figure 13: The mode of failure for the beam specimen (Control). Figure 14: The mode of failure beam specimen (SF – 100). SF – 100 Figure 14: The mode of failure beam specimen (SF – 100). 305 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 306
Figure 15: The mode of failure for the full-height U-wrapping CFRP sheets rehabilitation technique
RF – 50 (Before)
RF – 50 (After)
RF – 60 (Before)
RF – 60 (After)
RF – 70 (Before)
RF – 70 (After) Figure 15: The mode of failure for the full-height U-wrapping CFRP sheets rehabilitation technique 306 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 STIFFNESS RATIO (K) Figure 16: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. Increasing in stiffness ratio
k %
Stiffness ratio
(k) kN/mm
Service load
Ps (kN)
Service displacement
s
(mm)
Beam specimen
-
6.64
168.47
25.39
Control
42.67
9.47
180.34
19.05
RF - 50
33.07
8.83
170.51
19.31
RF - 60
23.73
8.21
163.30
19.89
RF - 70
63.42
10.84
188.67
17.4
SF - 100
Table 12: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. ( )
y
g
pp g
Figure 16: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. Figure 16: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets STIFFNESS RATIO (K) hroughout the current study, the stiffness behavior of LWC rehabilitated beams is characterized by th
ratio (k) as shown in Eq. 1:
T hroughout the current study, the stiffness behavior of LWC rehabilitated beams is characterized by the stiffness
ratio (k) as shown in Eq. 1:
T hroughout the current study, the stiffness behavior of LWC rehabilitated beams is characterized by the stiffness
ratio (k) as shown in Eq. 1:
sP
k
(1)
T T s
s
P
k (1) where k= Stiffness Ratio (kN/mm),
sP = Service load (kN), and
s
= Service deflection (mm). Tab. 12 and Fig. 16 show
the degree of damage effect to k of LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Compared to the
control specimen, the stiffness of the rehabilitated LWC beams by full-height U-wrapping CFRP sheets is more than the
referential reading. For degrees of damage of 50%, 60%, and 70%, k levels were increased by 42.67%, 33.07%, and 23.73%,
respectively. The rate of increase is more in the low levels of degree of damage. This can be attributed to the high levels of
Ps and low and the consequent levels due to the reason discussed in the previous section. For the strengthened beam, the
stiffness is also more than the control (63.42%) and the rehabilitated beams. Another effort should be devoted to exploring
the degree of relation between the degree of damage and the related k. Increasing in stiffness ratio
k %
Stiffness ratio
(k) kN/mm
Service load
Ps (kN)
Service displacement
s
(mm)
Beam specimen
-
6.64
168.47
25.39
Control
42.67
9.47
180.34
19.05
RF - 50
33.07
8.83
170.51
19.31
RF - 60
23.73
8.21
163.30
19.89
RF - 70
63.42
10.84
188.67
17.4
SF - 100
Table 12: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. Figure 16: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. DUCTILITY FACTOR (D) Increasing in stiffness ratio
k %
Stiffness ratio
(k) kN/mm
Service load
Ps (kN)
Service displacement
s
(mm)
Beam specimen
-
6.64
168.47
25.39
Control
42.67
9.47
180.34
19.05
RF - 50
33.07
8.83
170.51
19.31
RF - 60
23.73
8.21
163.30
19.89
RF - 70
63.42
10.84
188.67
17.4
SF - 100
Table 12: The stiffness ratio (k) for LWC control and rehabilitated beams by full-height U-wrapping CFRP sheets. uring this study, the ductility behavior of LWC rehabilitated beams is represented by the stiffness ratio (d) as
shown in Eq. 2:
D DUCTILITY FACTOR (D) uring this study, the ductility behavior of LWC rehabilitated beams is represented by the stiffness ratio (d) as
shown in Eq. 2:
m
s
d
(2)
D uring this study, the ductility behavior of LWC rehabilitated beams is represented by the stiffness ratio (d) as
shown in Eq. 2:
m
d
(2)
D uring this study, the ductility behavior of LWC rehabilitated beams is represented by the stiffness ratio (d) as
shown in Eq. 2:
D D (2) 307 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 where d= Ductility factor,
m
= Service load (kN) and
s
= Service deflection (mm). Tab. 13 and Fig. 17 show the degrees
of damage effect to d of LWC beams rehabilitated by full-height U-wrapping CFRP sheets. As in the stiffness, the ductility
of the rehabilitated LWC beams by full-height U-wrapping CFRP sheets is more than the control. For degrees of damage
of 50%, 60% and 70%, d levels were increased by 35.60%, 34.92% and 34.69%, respectively. As in the stiffness behavior,
the rate of d increase is more when the degree of damage was low due to the
s
and
m
levels. The strengthened specimen
has a high level compared to the control (50.46%). Again, this happened due to the inherent low level of
s
and high level
of
m
. More research on this topic is needed to be undertaken about correlating d to the degree of damage for any CFRP
rehabilitation technique. Increasing in Ductility Factor
d %
Ductility Factor
(d)
Maximum Deflection
(mm)
Service Deflection
(mm)
Beam specimen
-
1.51
38.27
25.39
Control
23.98
1.87
35.60
19.05
RF - 50
19.98
1.81
34.92
19.31
RF - 60
15.70
1.75
34.69
19.89
RF - 70
50.46
2.27
39.46
17.4
SF - 100
Table 13: The ductility factor (d) for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. The ductility factor (d) for LWC beams rehabilitated by full-height U-wrapping CFRP sheets. Figure 17: The ductility factor (d) for LWC control beams rehabilitated by full-height U-wrapping CFRP sheets. Figure 17: The ductility factor (d) for LWC control beams rehabilitated by full-height U-wrapping CFRP sheets. Figure 17: The ductility factor (d) for LWC control beams rehabilitated by full-height U-wrapping CFRP sheets. CONCLUSION The rate of escalation is the greatest for moderate and minor damage levels. g
g
7. Rehabilitated LWC beams with complete U-wrapped CFRP sheets have superior ductility than the originals, just as
they do in stiffness. y
8. The levels of deflection increased by 35.60 %, 34.92 %, and 34.69% for damage levels of 50 %, 60 %, and 70 %,
respectively. 8. The levels of deflection increased by 35.60 %, 34.92 %, and 34.69% for damage levels of 50 %, 60 %, and 70 %,
respectively. p
y
9. Restoring the original structural behavior features of LWC beams is possible with full U CFRP wrapping. 10 Th
i
l
d
d
i
i
f h LWC b
di i i h
i h i
i
d
i
i 9. Restoring the original structural behavior features of LWC beams is possible with full U CFRP wrapping. service load and carrying capacity of the LWC beams diminish with increasing deterioration. 11. The ductility and stiffness of LWC beams are affected by the severity of the damage they have sustained. 11. The ductility and stiffness of LWC beams are affected by the severity of the damage they have sustained. REFERENCES [1] Harba, I., Abdulridha, A. and ALShaar, A. (2023). Numerical analysis of reinforced concrete circular columns
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T he following conclusions can be drawn:
1. Using full-height U-CFRP wrapping can recover the inherent structural behavior characteristics of LWC
beams. T T g
1. Using full-height U-CFRP wrapping can recover the inherent structural beha
beams. T beams. 2. Increasing the degree of damage in the LWC beams decreases the performance characterization parameter such as
service load and load carrying capacity for the proposed techniques
T beams. 2. Increasing the degree of damage in the LWC beams decreases the performance characterization parameter such as
service load and load carrying capacity for the proposed techniques. 3. Increasing the degree of damage decreases the relevant ductility and stiffness of LWC beams for all the proposed
techniques when the proposed technique is used for strengthening, the flexural performance was increased. 308 M. Q. Hasan et alii, Frattura ed Integrità Strutturale, 66 (2023) 297-310; DOI: 10.3221/IGF-ESIS.66.18 4. The service load (Ps) increased by 7.06 % at a damage level of 50 % versus 60 % and 1.2 % at 70 %, while it
decreased by 3.07 % at a damage level of 100 %. The value also contributed to an 11.99% boost in strength in the
improved specimen. 4. The service load (Ps) increased by 7.06 % at a damage level of 50 % versus 60 % and 1.2 % at 70 %, while it
decreased by 3.07 % at a damage level of 100 %. The value also contributed to an 11.99% boost in strength in the
improved specimen. p
p
5. Service deflection decreased across the board due to the stiffness of the CFRP-Epoxy composite in the early stages
of response, with increases in stiffness ratio (k) of 42.67 %, 33.07 %, and 23.7 for damage levels of 50 %, 60 %,
and 70 %, respectively. p
p
5. Service deflection decreased across the board due to the stiffness of the CFRP-Epoxy composite in the early stages
of response, with increases in stiffness ratio (k) of 42.67 %, 33.07 %, and 23.7 for damage levels of 50 %, 60 %,
and 70 %, respectively. p
p
5. Service deflection decreased across the board due to the stiffness of the CFRP-Epoxy composite in the early stages
of response, with increases in stiffness ratio (k) of 42.67 %, 33.07 %, and 23.7 for damage levels of 50 %, 60 %,
and 70 %, respectively. p
y
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Effect of uniaxial strain on characteristic frequency of scaled SiGe HBT with embedded stress raiser
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Effect of Uniaxial Strain On Characteristic
Frequency of Scaled SiGe HBT With Embedded
Stress Raiser
Senlin Kong
Chongqing University of Posts and Telecommunications
Guanyu Wang ( sigebicmos@foxmail.com )
Chongqing University of Posts and Telecommunications
Chunyu Zhou
Yanshan University
Jianhao Wen
Chongqing University of Posts and Telecommunications
Peng Ling
Chongqing University of Posts and Telecommunications
Yingcong Xiang
Chongqing University of Posts and Telecommunications
Research Article
Keywords: SiGe HBT, uniaxial stress, stress raiser, cut-off frequency
Posted Date: February 14th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-1310829/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License.
Read Full License
Springer Nature 2021 LATEX template
Effect of Uniaxial Strain on Characteristic Frequency of
Scaled SiGe HBT with Embedded Stress Raiser
Senlin Kong1 , Guanyu Wang1*, Chunyu Zhou2† , Jianhao Wen1 , Peng Ling1
and Yingcong Xiang1
1 College
of Electronic Engineering, Chongqing University of Posts and
Telecommunications, 400065, Chongqing, China.
2 Key Laboratory for Microstructural Material Physics of Hebei Province, School of
Science, Yanshan University, Qinhuangdao, 066004, Hebei, China.
*Corresponding author(s). E-mail(s): sigebicmos@foxmail.com;
Contributing authors: zhoucy@ysu.edu.cn;
† These authors contributed equally to this work.
Abstract
In order to further improve the performance of scaled silicon-germanium (SiGe) heterojunction bipolar
transistor (HBT) and consider the compatibility with mature CMOS process, a novel SiGe HBT is
designed by introducing the embedded Si1−y Gey stress raiser into the collector. In the proposed HBT
structure, the collector region is subjected to additional uniaxial stress, to enhance the characteristic
frequency. The effect of embedded Si1−y Gey stress raiser on the frequency performance with different
Ge mole fractions is simulated and analyzed by employing SILVACOr TCAD tools. The simulation
results show that the high frequency performance of the device can be significantly improved by
applying additional uniaxial stress in the collector. At y = 0.3, the current gain of the device is
increased by approximately 6% compared to the case where no stress is applied to the collector region
(y = 0). Taking the uniform SiGe base case with the Ge fraction of 0.25 as an example, by adjusting
the Ge fraction of the stress raiser, the peak values of f T and f max reach about 507.7 GHz and
730.7 GHz, respectively. Compared with the traditional SiGe HBT without any additional stress in
the collector region, f T and f max are respectively increased by 29.1% and 71.5%. When y = 0.1, the
proposed device has the best frequency characteristics due to the peak value of the f T ×f max product.
Keywords: SiGe HBT, uniaxial stress, stress raiser, cut-off frequency
1 Introduction
As integrated circuits (ICs) continue to move
towards smaller process nodes, the cut-off frequency (f T ) and maximum oscillation frequency
(f max ) of silicon-based devices gradually enter
the terahertz (THz) band. Compared with traditional III-V semiconductor devices, silicon-based
1
high-frequency devices have the advantages of
low cost, easy mass production, and compatibility with developed CMOS process, then gradually
attract the attention of countries around the world
[1]. As the core device in RF ICs, SiGe HBT
takes advantage of energy band engineering and
is fully compatible with mature silicon processes.
The “DOTFIVE” and “DOTSEVEN” initiatives
Springer Nature 2021 LATEX template
were proposed by STMicroelectronics, Infineon,
and other research institutes [2, 3]. Its goal is
to develop SiGe HBT devices that can be used
in communication and remote sensing with (f T )
up to 0.5 ∼ 0.7THz, and give full play to the
great potential and technical advantages of SiGe
HBT in reference circuits and system applications. The International Semiconductor Technology Roadmap (ITRS) predicts that the f T /f max
of HBT will reach 570/610 GHz by 2020 [4]. Currently, the frequency performance of SiGe HBTs
is mostly improved at the expense of high process costs, and the frequency performance of SiGe
HBTs is improved by continuously optimizing the
process flow and reducing the process node to
reduce the lateral size of the device [5–7].
On the other hand, as the feature size of
ICs becomes smaller and smaller, the isometric scaling technique faces more and more severe
challenges. Silicon-based strain technology can
effectively improve the mobility of carriers, thus
improving the performance of devices, and has
become an important mature technology and
development direction of high-frequency/highperformance semiconductor devices and ICs [8].
Strain effect now has been introduced into SiGe
HBT to improve device performance [9–12]. STMicroelectronics uses stacked metal interconnect
wire structure near HBT based on BiCMOS-9W
process [9]. The uniaxial stress is introduced into
the device by the different thermal expansion coefficients of each metal layer. f T and f max increased
by 21% and 12%, respectively. Ref. [10] proposed
a new strain Si HBT device structure that uses
a relaxed SiGe virtual substrate as the collector
region and grows biaxial strain Si (SSi) on it as
the emitter region. Compared with the traditional
SiGe HBT, the current gain is increased by 11%.
It should be noticed that the self-heating effect of
virtual SiGe substrate is very significant, which
cannot meet the requirement of ultra-high frequency [11]. In Ref. [12], external SiGe stress film
is used to apply uniaxial stress to the base region
of conventional bulk Si BJT, and TCAD simulation is carried out based on the fluid dynamics
(HD) model. The simulation results showed that
the f T and f max are only increased by about 5%
and 3% respectively, and the improvement effect
of a characteristic frequency is very limited. Ref.
[13] investigated the effect of global stress on the
high-frequency characteristics by full-band MonteCarlo simulation, but the way of applying the
additional uniaxial stress is not discussed in detail.
In view of the above, the device structure proposed in this work employs the “Embedded SiGe
source/drain Technology” which commonly used
in the uniaxial strain Si PMOS transistors. In this
work. the Si1−y Gey stress raiser is implanted in
the collector region of the device, and the uniaxial stress is introduced into the collector region,
which is convenient for BiCMOS integration with
the strained-Si CMOS process. The influence of Ge
mole fraction y in the embedded Si1−y Gey stress
raiser on f T and f max was further investigated and
simulated analysis was conducted to reveal the
physical causes for the influence of additional uniaxial stress in the collector region on characteristic
frequency, to provide some potential possibilities
for the design of silicon-based terahertz ICs in the
future.
2 Device Structure
The structure of the NPN SiGe HBT device with
additional uniaxial stress in the collector region
designed in this work is shown in Fig. 1. In this
structure, the base region and emitter region have
the same width. The parasitic effect between Si
cap layer and SiGe base layer can be reduced and
the frequency characteristics of the device can be
improved. The emitter region width is reduced to
100 nm to effectively reduce the intrinsic resistance of the base region. Embedded Si1−y Gey
stress raiser at both sides of the collector region
introduces uniaxial strain, which improves the
mobility of carriers, effectively reduces the square
resistance of the collector region and the transmission time of carriers in the collector region,
reduces the effective collector region width and
BC junction capacitance, and improves the frequency characteristics of the device. The Si cap
layer is subjected to uniaxial tensile stress and the
resulting interfacial barrier in the emitter region
effectively reduces the reverse current injected
into the emitter region from the base region,
thus improving the current gain of the device. In
addition, for SiGe HBT fabricated by traditional
bipolar process, the BE junction area is usually
smaller than the BC junction area, and the current gain is limited by the larger BC junction area.
Springer Nature 2021 LATEX template
3
For the structure proposed here, two P+ diffusion regions are implanted below the SiGe base
region as the contact part of the external base
region, therefore, the current gain can be further
improved.
For the SiGe base layer with composite strain, the
lattice constant of the collector region is further
reduced by uniaxial stress compared with that of
the conventional biaxial strain. To be consistent
with the longitudinal strain tensor εk,Si in Eq. (2),
the base region of the composite strain level and
strain tensor εk,SiGe is equivalent to:
εk,SiGe = (1 + εk,Si )
Fig. 1 Device structure with embedded Si1−y Gey stress
raiser
Since the lattice constant of SiGe is greater
than that of Si, the embedded Si1−y Gey stress
raiser generates a longitudinal uniaxial compressive stress σ xx in the collector region. The Si
lattice in the collector region is further compressed
and the lattice constant decreases. The Si1−x Gex
base region is superimposed with uniaxial compressive stress on top of the conventional biaxial
compressive stress to form the composite strain
base region. The Si cap in the emitter region is also
affected by the uniaxial tensile stress σ xx . Considering the requirement of integration with uniaxial
strain Si PMOS transistors, uniaxial compressive
stress is usually applied along the [110] direction
of (001) substrate, and the Si cap and the substrate collector region should have the same strain
tensor εSi [13].
0
1
,
4 s44 σxx
1
2 (s11 + s12 )σxx
(1)
s 11 , s 12 and s 44 are elastic compliance coefficients,
the longitudinal strain tensor is:
s12 σxx
εSi = 0
0
0
1
(s
+
s12 )σxx
11
2
1
s
σxx
44
4
εk,Si
1
= (s11 + s12 )σxx .
2
a(x)
.
1 + 12 (s11 + s12 )σxx
(4)
For uniaxial compressive stress, σ xx < 0. For uniaxial tensile stress, σ xx > 0. It can be seen that
a ∗ (x ) > a(x ) from the above, due to the uniaxial compressive stress introduced in the collector
region. This corresponds to the fact that the additional uniaxial stress in the collector region has
the effect of increasing the value of the Ge fraction x in the base region caused by the composite
strain while maintaining the same level of strain
as in the conventional biaxially strained Si1−x Gex
base region, the bandgap of the base region is
spontaneously reduced and the intrinsic carrier
concentration is increased, resulting the bandgap
of the Si cap-layer is also reduced and its intrinsic
carrier concentration is increased.
The characteristic frequency of SiGe HBT
mainly refers to the cut-off frequency f T . This
work only considers the frequency characteristics
under the condition of a small signal and ignores
the large injection effect. According to the smallsignal model, the expressions of f T and f max are
[14]:
fT =
2π[τF +
1
.
+ CBC ) + (RE + RC )CBC ]
(5)
r
fT
=
.
(6)
8πRB CBC
kT
qIC (CBE
fmax
(2)
(3)
Where a 0 and a(x ) are the lattice constants of
relaxed Si and relaxed Si1−x Gex , respectively. If
the longitudinal strain tensor of the biaxial strain
SiGe base region is consistent with that in Eq.
(3), the equivalent lattice constant a ∗ (x ) of the
composite strain base region can be expressed as:
a∗ (x) =
3 Estimation of Strain
Mechanism
a0
− 1,
a(x)
Springer Nature 2021 LATEX template
k T/qI C is the BE junction dynamic resistance,
I C is the BC junction electron current, C BC is
the capacitance of the BC junction, C BE the BE
junction capacitance, R E and R C represent the
emitter resistance and collector resistance, respectively. τ BC is the forward transit time. Under the
condition of small signal, the transit time can be
approximately expressed as [15]:
τF ≈
W2E
W2B
1 WE
+
)+
.
(
β SpE
2DpE
2DnB
(7)
In order to reflect the effect of stress on the
characteristic frequency, this work only considers
the Ge fractions of the base layer as a constant,
and uniform doping in the base region. In Eq.
(7), W E and W B are the longitudinal width of
the emitter region, and the longitudinal width of
the base region, respectively. β the current gain,
D pE , and D nE are minority carrier diffusion coefficients in the emitter region and the base region
respectively, S pE represents the holes recombination velocity at the contact interface of the emitter
region.
electrons injected from the emitter region to the
base region, the transport process is not affected
by the oxide-like layer, and it is “transparent” for
electrons [16]. χh acts as a barrier to the holes
injected from the base region, and the holes pass
through the oxide-like layer in the form of quantum tunneling. V j is the bias voltage falling on
the Si/SiGe BE junction and meets V BE = V j
+ ∆V n . If the holes in the emitter region comply with the Boltzmann distribution, the holes
tunneling current can be written as:
JP = JPT
(8)
q∆Vp − Efp1
4qπm∗h (kT)2 PT
exp(−
).
3
h
kT
√
h is Planck constant, P T,Si ≈ exp(-d χh ) is the
holes tunneling probability [17]. m ∗h is the effective
mass of holes. The thickness of the silicon cap layer
is very thin and is uniformly doped with the concentration is N D . χh increases ∆E V,SSi due to the
upward shift of the valence band under the action
of stress, and the unneling probability becomes:
=
PT,SSi ≈ exp(−d
q
χh + ∆E V,SSi ).
(9)
Neglecting the recombination in the strained Si
cap layer, the hole tunneling current can be rewritten as:
s
qn2i,SSi PT,SSi
qVj
kT
JP =
exp(
)
∗
ND
2πmh
kT
(10)
qn2i,Si
qVBE
exp(
),
=
GE,SSi
kT
Fig. 2 Energy-band of poly-Si/oxide-like layer/strained Si
system
As shown in Fig. 2, the thickness of the
polysilicon emitter is W 1 , and an extremely thin
“oxide-like” layer SiOr is formed at the interface
with the strained Si layer, the barrier heights of
electrons and holes are χe , and χh . The barrier
height of electron χe is generally very small. For
n i,Si and n i,SSi are the intrinsic carrier concentrations of relaxed and strain Si cap layers, respectively. Due to the uniaxial stress applied on the Si
cap layer, the bottom of the conduction band E C
decreases. Under the same V BE conditions, ∆V n
increases ∆E C,SSi /q, the actual BE junction voltage drop decreases accordingly ∆V j = ∆E C,SSi /q.
For the base region of uniform doping and uniform
Ge fraction, the Gummel Number of the emitter
region, ie. G E,SSi and the collector current density
J C are as follows:
GE,SSi =
q∆Vn + ∆EC,SSi
ND n2i,Si
), (11)
exp(
2
SpE ni,SSi
kT
Springer Nature 2021 LATEX template
5
BE
qexp( qVkT
)
J C ≈ R WB
NB
[ 0 D∗ (n∗
)2 dx]
(12)
q(ni,SiGe )
qVBE
exp(
),
=
GB,SSi
kT
p
S pE = P T,SSi kT/2πm∗h is the recombination
velocity at the interface of the emitter region. The
additional uniaxial stress on the substrate leads to
the increase of the intrinsic carrier concentration
n ∗i,SiGe in the base region, and the minority carrier diffusion coefficient D ∗B ∝ µnB = (1 + 3x )µn0
[18] in the base layer also increases, µn0 is electron mobility of relaxed Si. It can be seen that
the uniaxial stress increases the base Ge fraction x
equivalently, thus increases, but ∆E C,SSi will also
reduce J C , so the value of J C is mainly determined
by Ge fraction y in Si1−y Gey stress raiser. The
G B,SSi of the base region can be derived directly
from Eq. (12):
B
i,SiGe
2
q∆Vn + ∆EC,SSi
(ni,SiGe )2 WB NB
exp(
).
∗
(n∗i,SiGe )2 DB
kT
(13)
DC current gain is defined as β = G E,SSi /G B,SSi
[19], from Eqs. (12) and (13), we have the following
relationship:
GB,SSi =
β=(
∗
n2i,Si (n∗i,SiGe )2 DB
1
ND
)( 2 )
(
).
2
SpE ni,SSi (ni,SiGe ) WB NB
(14)
The uniaxial compressive stress in the collector region will narrow the forbidden bandgap
of the collector region. Therefore, the built-in
potential V bi in the depletion region of the BC
junction decreases and C BC increases, but J C is
also affected by the stress. If the fraction y of the
stress raiser is very small, the effect of stress on
C BC is also very small, then the effect of stress
on C BC is negligible [13]. In addition, considering
that the stress of the embedded Si1−y Gey stress
raiser in this work increases with increasing values of y, dislocations can be introduced within
the collector region. The dislocations in Si and Ge
are mainly prismatic ones that can form suspension chains, act as donor or acceptor, and have
a compensating effect on the mobile carriers in
the collector region. Also dislocations can be considered as scattering centers and can affect the
mobility and resistivity of carriers, which will also
affect the frequency characteristics of the device
under greater stress.
4 Simulation Results and
Analysis
According to the device structure shown in Fig. 1,
the parameters of each active region are given in
Table 1.
The product of R C and C BC in Eq. (5) represents the charge and discharge time of the BC
depletion capacitor, which has a significant effect
on the frequency of the SiGe HBT. There is a large
amount of mobile charge in this region. The width
of that depletion region is related to J C . Under
the condition of small injection or signal, if only
the effect of V BE on J C is considered, C BC can
be approximated as:
d
JC
[(qNC −
)WBC ]
dVCB
vS
JC dWBC
)
.
≈ (qNC −
vS dVCB
CBC =
(15)
v S is the electron saturation velocity in the collector region, W BC is the width of the depletion
region of the BC junction, and it is also related to
J C:
p
WBC = 2εSi (Vbi + VCB )/(qNC − JC /vS ). (16)
Fig. 3 Simulated result of longitudinal stress distribution
in the collector
Fig. 3 shows the trend of uniaxial additional
stress in the collector region along the electron
transport direction for different values of the Ge
fraction y in the stress raiser. It is obvious that
Springer Nature 2021 LATEX template
Table 1 Structure and technology parameters for simulations
Region
Material
Thickness(nm)
Width(nm)
Doping(cm−3 )
Ge fraction(%)
N+ Emitter
N Emitter cap
P+ Base
Stress raiser
N− Collector
N+ Collector
P+ Substrate
Polysilicon
Strain Si
Strain Si1−x Gex
Strain Si1−y Gey
Strain Si/Relaxed Si
Relaxed Si
Relaxed Si
100
20
30
150
300
200
100
80
80
80
92
280
340
340
3×1019
2.5×1018
2.5×1018
0
1×1017
1×1020
1×1015
0
0
25
0-30
0
0
0
+
the stress raiser can effectively introduce uniaxial
stress into the collector region. With the increase
of y, the additional uniaxial stress generated by
the stress raisers increases significantly.
Fig. 4 shows the calculated variation of the current gain for different Ge fractions of stress raiser.
When y is between 0 and 5%, the current gain
decreases with the increasing stress. After that,
it increases with the increase of the y, but the
increase is very small. The reasons for this can be
analyzed according to Eq. (14): y between 0 and
5% corresponds to very small stress (< 0.1 GPa).
With such a small uniaxial compressive stress, the
equivalent Ge fraction increase in the Si1−x Gex
base region is negligible. Along the [110] orientation of (100) substrate, the change of bandgap in
the Si cap layer ∆E g,SSi , and the change of valence
band edge ∆E V,SSi is also very small. And the
barrier height of the oxide-like layer to hole χh is
usually about 1 eV [16]. So the tunneling probability P T in Eq. (14)
p has little effect, which is
approximately β ∝ m∗h . The calculation results
of the variation of the average holes effective mass
of valence band show that, when the stress is in
the range of 0 ∼ 0.2 GPa, decreases greatly, resulting in β being slightly reduced. When the stress is
greater than 0.2 GPa, the magnitude of bandgap
shift increases with increasing stress. As a result,
the accumulation of holes at the interface layer
decreases significantly under higher stresses and
the height of the holes barrier χh becomes a major
factor in the continued increase in β. In general,
the first and second terms to the right of the equal
sign in Eq. (14) decrease as the stress increases,
while the remaining terms increase as the stress
increases. When the Ge fraction y is small, term
1 leads to a reduction in β. When y is increased,
the magnitude of uniaxial stress is also increased,
then terms 3 and 4 mentioned above become the
main factors that make β increase.
Fig. 4 Variation of DC current gain with Ge fraction y in
the stress raiser
It should be noted that various factors are
affecting the characteristic frequency, and the theoretical analysis in the previous section is intended
to provide a relevant physical basis for analyzing
the effect of uniaxial stresses applied in the collector region on the frequency performance of the
device. Combining the simulation results allows
for an in-depth analysis of the physical mechanism
affecting the frequency characteristics, rather than
establishing a detailed physical model. The distribution of the applied uniaxial stress σ xx along
the x -direction of the collector is not uniform. By
fitting the stress σ xx distribution curve of Fig. 3,
the average stress magnitude over the length of
the transverse collector in the range 0 ∼ L can be
calculated as:
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7
< σxx
1
>=
L
Z
L
σxx (x)dx.
(17)
0
By substituting the calculation results of Eq. (17)
into Eq. (4), the Ge fraction of the composite strained base region under additional uniaxial
stress conditions can be obtained according to
the relationship between the Si1−x Gex lattice constant and the equivalent Ge fraction x ∗ . The
intrinsic carrier concentration of the base region
and the diffusion coefficient can be then calculated, and the intrinsic carrier concentration of the
strained Si cap layer can be obtained, as detailed
in Ref. [20]. A comparison of the theoretical results
calculated according to Eq. (14) with the simulation results in Fig. 4 reveals that the DC current
gain is consistent with the variation pattern of
the Ge fraction y, which can illustrate the correctness of the previous theoretical analysis. The
reasons for the difference between the two are:
(1) The thickness of the strained silicon capping
layer is extremely thin, therefore, for the convenience of the analysis, it is approximated that the
recombination of minority carriers in this layer
and the effect of the thickness of the layer is
ignored. (2) The interfacial state and the recombination velocity S pE in the interface between
strained Si cap layer and oxide-like layer depends
on different process conditions, and more detailed
physical modeling is dependent on the specific
fabrication process. (3) Building a more accurate
physical model of current gain also requires solving complex differential equations to calculate the
distribution functions of the minority carriers and
the magnitudes of various microscopic currents in
the emitter region [16], which are beyond the scope
of this paper.
Fig. 5 shows the variation curve of collector
current J C with BE junction voltage V BE and
stress. It can be seen that the uniaxial additional
stress applied to the collector region does increase
J C . From Eq. (12), this is mainly due to the
increase of the minority carriers’ diffusion coefficient and the equivalent x in the base region,
but there is no change in the order of magnitude.
This is due to the fact that the effective bias voltage V j falling on the Si/SiGe emitter junction
decreases as the variation ∆E C,SSi in the conduction band of the strained Si cap layer increases. In
general, J C still increases with increasing y. As y
Fig. 5 Variation of collector current with Ge fraction in
the stress raiser
increases, the recombination between stress raiser
and collector region is enhanced by the increased
prismatic dislocations, so the variation of J C with
y is not obvious. In addition, the theoretical calculation of the collector current according to Eqs.
(12) and (13) are also given in Fig. 5, which exhibit
a good agreement with the simulation results. This
is because the electron current J C is dependent on
the energy band variation rather than the height
of the oxide-like layer barrier and interface state
[16].
According to the definitions of f T and f max ,
the value of characteristic frequency at a certain
collector current I C can be obtained for the variation curves of the common-emitter current gain
H 21 and the unidirectional transmission power
gain U under small-signal conditions when both
parameters are reduced to 0 dB. For example,
the curves of H 21 and U with frequency f were
analyzed by AC simulation at different V BE conditions for y = 0.1, as shown in Fig. 6 and Fig.
7.
By extracting the data from the curves, the
frequency characteristic for different Ge fractions
y can be obtained, as shown in Fig. 8 and Fig.
9. The cut-off frequency f T and maximum oscillation frequency f max are significantly increased
compared to the case without stress raiser (y =
0), by about 29.1% and 71.5% respectively. The
peak values of f T and f max reached 507.7 GHz
and 730.7 GHz for y = 0.15 and y = 0.1, respectively, entering the “half-THz” band. According to
the analysis presented above, the favorable factors
Springer Nature 2021 LATEX template
Fig. 6 Variation of small-signal current gain H 21 with
frequency f
Fig. 7 Variation of unilateral power gain U with frequency f
leading to an increase in the characteristic frequency as the additional uniaxial stress increases
are the increase of current gain, collector current,
and interfacial recombination velocity. The additional uniaxial stress equivalently increases the Ge
fraction of the base region, as illustrated in section
3, leading to an increased minority carrier diffusion coefficients and a simultaneous decrease in
the resistance of in the working base region. The
additional stress increases the carrier mobility and
reduces the series resistance of the emitter and
collector regions.
It can also be seen from Fig. 8 that f T increases
as y increases from 0 to 0.15 but decreases when
y exceeds 0.15. Similarly, f max increases as y
Fig. 8 Variation of the cut-off frequency f T with Ge fraction y
increases from 0 to 0.1 but decreases when y
beyonds 0.1. Referring to Eqs. (5), (14) and (15),
it can be concluded that the reason for this situation is mainly the effect of prismatic dislocations
in the collector region on the product R C ×C BC .
For one thing, the dislocation compensates for
the reduction of the free charge (J C /qv S ) in the
collector region, leading to an increase in barrier
capacitance C BC . Secondly, the lattice distortion
caused by the dislocation becomes the scattering
center of the carrier, and in the low-doped collector region, its ionization as the dominant center
has an anisotropic scattering effect on the carrier,
reducing the electron mobility, thus increasing the
product R C ×C BC in Eq. (5), resulting in a drop
in f T .
Fig. 9 depicts the variation trend of f max with
collector current and Ge fraction y. From Eq. (6),
the trend is similar to that of f T . At higherlevel stresses, C BC increases, so both f T and
f max increase and then decrease as y increases.
It should be noted that, however, the increase
and decrease in f max are greater than the change
in f T . In addition to the influence of C BC , the
base resistance R B is also another dominant role.
Qualitatively, this is most likely due to the thin
base region, where the dislocations at the Si/SiGe
interface act as a deep energy level, enhancing the
recombination of the base region and reducing the
concentration of holes in the base region. At the
same time the dislocation scattering also hurts the
mobility of the base region majority carriers. The
concentration compensation and scattering effect
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9
5 Conclusion
Fig. 9 Variation of the maximum oscillation frequency
f max with Ge fraction y
of dislocation on the base region majority carriers
leads to the increase of R B more than the increase
of f T , thus worsening the f max .
Fig. 10 Variation of f T ×f max with Ge fraction y
For more visual analysis of the frequency characteristics, Fig. 10 shows the variation of f T and
f max peaks for different Ge fractions y. It is clear
from this that the Ge fractions corresponding to
the two peaks are different, and it is not straightforward to obtain the optimal value of the Ge
fraction for the design of device to achieve the
best frequency performance. For this purpose, the
Ge fraction can be determined by determining the
peak of the product f T ×f max . It is clear from the
graph that f T ×f max peaks at y = 0.1 and that the
overall performance is optimal for the frequency
characteristics.
In this work, a device structure for a scaled SiGe
HBT with an embedded Si1−y Gey stress raiser
in the collector region is designed. Under additional stress, the theoretical analysis shows that
the improvement of the frequency characteristics
is mainly due to the change of the strained Si/SiGe
band structure, as well as the improvement of
the physical parameters such as the DC current
gain, the interface recombination rate in the emitter region and the R C ×C BC product, while the
effect of the dislocation scattering caused by the
stress on the relevant physical parameters is also
taken into account. The simulation results show
that the introduction of additional uniaxial compressive stresses in the collector region can indeed
significantly improve the frequency performance of
the device, and the Ge fraction y can be flexibly
adjusted to achieve different degrees of enhancement of the characteristic frequency. In particular,
the cut-off frequency f T reaches a maximum at
y = 0.15, which is close to the Ge fraction of
the SiGe source-drain in a strained Si PMOS in
a 90 nm process. Moreover, the device structure
designed in this work is similar to that of PMOS
and is therefore easily integrated with strained Si
CMOS processes, resulting in a BiCMOS device
structure with a smaller size or layout region and
better performance. The research in this work can
provide a theoretical basis for the design of future
silicon-based Terahertz Devices and ICs, and has
some potential application value. In addition, this
work only investigates the physical parameters of
the device that affect the characteristic frequency,
and it is believed that on this basis, by further
optimizing the process structure and parameters
of the device, even better frequency characteristics
can be obtained.
Acknowledgments. Project supported by the
National Natural Science Foundation of China
(Grant Nos. 61404019, 61704147), the Wenfeng
mainstay teachers support project of Chongqing
University of Posts and Telecommunications
(Grant No. CQUPT [2016]328).
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ИНДИВИДУАЛ ЁНДАШУВ АСОСИДА ТАЪЛИМ СИФАТИНИ ОШИРИШ
ИМКОНИЯТЛАРИ
Омонова Мухлиса Дўстназар қизи Аннотация. Мазкур мақола индивидуал таълим технологияси, индивидуал ёндашув
ва шу орқали таълим-тарбия жараёнининг ташкил этилиши, таълим сифатини
оширишда индивидуал таълим-технологияларининг имкониятлари ҳақида маълумотлар
моҳияти ёритиб берилган. Калит сўзлар: таълим, инновацион таълим, индивидуал таълим, технология,
индивидуал ёндашув, таълим сифати. Дунёда жамиятнинг ҳар томонлама ривожланиши таълим мазмуни ва сифати билан
боғлиқ эканлиги ўз исботини топиб бормоқдаТаълимнинг бугунги кундаги вазифаси соҳага
қўйилган давлат сиёсатини амалга ошириш, кадрлар тайёрлаш бўйича давлат талабларни
сифатли бажариш, ўқув адабиётларининг замонавий авлодини яратиш, ўқитувчи-
мураббийларнинг методикасини узлуксиз такомиллаштириш, ўқувчиларга шахсга
йўналтирилган таълим технологиялари асосида дарс бериш каби педагогиканинг
методологик аҳамиятга эга муаммолари билан бевосита боғлиқ. Ушбу муаммоларнинг ҳал
қилиниши таълим мазмунига қўйилаётган давлат талабининг сифатли бажарилишини
таъминлайди, таълим беришнинг асосий концептуал масалаларининг ижобий ечимига
сабаб бўлади. Бу эса фан методологияси ва методологик тадқиқи билан боғлиқ
жараёнлардир. Бугунги кун педагогикасида таълимни шахсга йўналтирилган, компетенциявий,
акмеологик, эвристик технологиялар асосида ташкил этиш амалий фаолиятнинг самарали
шаклларидан бири сифатида қаралмоқда. Мазкур замонавий ёндашувлар педагогикада
методологик аҳамиятга эга мазмун ва шакл ҳодисалари бўлиб, уларда ўқувчи шахсини ҳар
томонлама такомиллаштириш, уларга индивидуал ёндашиш, назарий билимларнинг
амалий аҳамиятини ошириш, ўқувчиларда муайян компетентликни шакллантириш
методлари ва уларнинг иқтидорларини юзага чиқариш билан боғлиқ муҳим масалаларга
ўзига хос инновацион ёндашиш назарда тутилади. Таълимнинг узлуксиз равишда ривожланиб бориши дарс машғулотлари жараёнида
қўлланилаётган янги педагогик технологияларни самарали татбиқ этиш шаклида кечмоқда. Янги педагогик технологияларни жорий этишдан мақсад таълим жараёни самарадорлигини
оширишдан иборат. Шахсга йўналтирилган таълим технологияси ўқувчи шахсини таълим
жараёнининг марказига қўйиш, унинг қобилиятини ривожлантириш учун зарур бўлган
барча қулайликлар, шарт-шароитлар яратишдан иборат. Мазкур технологияда таълим
олувчи таълимнинг кенг имкониятларга эга субъекти сифатида намоён бўлади. Ўқитувчининг ўқувчига муносабати шахсга йўналтирилган таълим технологиясида асосий
омиллардан бири сифатида қаралади. Ушбу технологияни лойиҳалаштиришда таълим
олувчи шахсининг руҳий, жисмоний ва ёш хусусиятлари, унинг фанга тайёрлик
даражасининг ҳисобга олиниши муҳим аҳамият касб этади. Таълим сифати ва самарадорлигини ошириш педагогика фанининг бош
масалаларидан бири сифатида қараб келинган. Фандаги ёндашувлар, технологиялар, 823 RAQAMLI TEXNOLOGIYALAR DAVRIDA TILLARNI INTENSIV OʻQITISHNING PSIXOLOGIK-
PEDAGOGIK JIHATLARI
RESPUBLIKA ILMIY AMALIY ANJUMANI RESPUBLIKA ILMIY-AMALIY ANJUMANI
2023-yil 2-iyun RAQAMLI TEXNOLOGIYALAR DAVRIDA TILLARNI INTENSIV OʻQITISHNING PSIXOLOGIK-
PEDAGOGIK JIHATLARI
RESPUBLIKA ILMIY-AMALIY ANJUMANI
2023-yil 2-iyun талабаларнинг руҳий ҳолати, эмоциялари, ўз шахсий қадриятларини ҳурмат қилиш;
талабаларнинг таълим олиш стратегиясига хос бўлган ўқув кўникмаларини мақсадли
шакллантириш; таълим жараёнида профессор-ўқитувчи ва талаба вазифаларини қайта тақсимлаш:
профессор-ўқитувчининг етакчилик ролини чеклаш, унга ёрдамчи, маслаҳатчи сифатида
қараш. Демак, индивидуал таълимда талабаларнинг мавжуд имкониятлари ва салоҳиятидан
келиб чиқиб ўқитиш жараёни ташкил қилинади, уларга максимал даражада ишончи
билдирилади. Индивидуал
таълим
технологиясига
асосланган
дарс
машғулотларида
фойдаланиладиган дидактик материалнинг мақсади ўқув дастурини ишлаб чиқиш,
талабаларга керакли билим, кўникма ва малакаларни ўргатишдан иборат. Индивидуал таълим технологиясида дидактик материалнинг турлари ўқув матнлари,
топшириқ карточкалари, дидактик тест кабилардан иборат. Вазифалар мавзу бўйича,
мураккаблик
даражаси
бўйича,
фойдаланиш
мақсади
бўйича
кўп
даражали,
табақалаштирилган, индивидуал ёндашув, талаба ўқув фаолиятининг етакчи турини
(когнитив, коммуникатив, ижодий) ҳисобга олган ҳолда ишлаб чиқилади. Бу ёндашувнинг
марказида билим, кўникма, малакаларни ўзлаштиришда эришилганлик даражасини
баҳолаш қобилияти туради. Профессор-ўқитувчи талабалар ўртасида карточкаларни
тарқатади, уларнинг билиш хусусиятлари ва имкониятларини билиб олади, нафақат билим
олиш даражасини аниқлайди, балки ҳар бир талабанинг шахсий хусусиятларини ҳисобга
олади, фаолиятнинг шакл ва усулларини танлаш орқали унинг ривожланиши учун энг
муносиб шароитни яратади. Ўқитиш методлари таълим технологияси ва ёндашувига мос ҳолда танланиши
мақсадга мувофиқ. Акс ҳолда танланган метод кутилган самарани бермайди. Шу нуқтаи
назардан, тадқиқот ишимизда индивидуал таълим технологиясига мос методлар мажмуи
аниқлаштирилди. Бу ўсувчи-ўзгарувчи кўрсаткич бўлиб, ҳар бир профессор-ўқитувчининг
индивидуал педагогик манерасидан келиб чиққан ҳолда танланади. Ўқитиш методлари таълим технологияси ва ёндашувига мос ҳолда танланиши
мақсадга мувофиқ. Акс ҳолда танланган метод кутилган самарани бермайди. Шу нуқтаи
назардан, тадқиқот ишимизда индивидуал таълим технологиясига мос методлар мажмуи
аниқлаштирилди. Бу ўсувчи-ўзгарувчи кўрсаткич бўлиб, ҳар бир профессор-ўқитувчининг
индивидуал педагогик манерасидан келиб чиққан ҳолда танланади. RESPUBLIKA ILMIY-AMALIY ANJUMANI
2023-yil 2-iyun методикалар, шакллар ва воситаларнинг муваффақияти, пировардида, таълим сифатини
оширишга қўшган ҳиссаси билан баҳоланади. Шундай экан, таълим сифати бу
педагогиканинг фундаментал ва субстанционал тадқиқот масаласи бўлиб, таълимнинг
бошқа компонентлари унга нисбатан восита сифатида қаралади. Бугунги кун таълимида табақалаштириш, ихтисослаштириш билан боғлиқ
ёндашувли
жараёнлар,
хусусийлаштириш
билан
боғлиқ
мулкий
муносабатлар
шаклланмоқда. Хусусан,
бу
жараён
умумий
ўрта
таълимда
умумтаълим,
ихтисослаштирилган, ижод ва Президент мактаблари шаклида амалга оширилмоқда. Таълимда нисбатан янги технологик ёндашувлар сифатида шахсга йўналтирилган,
компетенциявий, эвристик, акмеологик ва индивидуал ёндашувларни келтириш мумкин. Тадқиқотчи М.Қурбонова индивидуал таълим технологиясини таълим олувчи
шахсининг қадр-қимматини кўтаришга хизмат қилишини таъминлаган ҳолда, унинг ўзига
бўлган ишончини, билишга бўлган қизиқиши оширишга, олган билимларини кундалик
ҳаётда қўллай олиш кўникмасини шакллантиришга хизмат қилишини таъкидлайди. Дарҳақиқат, индивидуал таълим технологияси таълим олувчи шахсига қулай
имкониятлар яратиш, таълимнинг бош мақсади – таълим олувчи шахсини ҳар томонлама
уйғун камол топишини таъминлашга қаратилган ёндашув сифатида қаралмоқда. Индивидуал таълимда талаба шахси таълим жараёнининг марказига қўйилади ва таълим
жараёнининг барча компонентлари унинг таълим ва тарбия олишига йўналтирилади. Аслида ҳам, таълим жараёнининг устувор мақсади таълим бериш экан, барча имконият ва
воситаларнинг талаба шахсинининг шахсий ва касбий имкониятларини оширишга, билим,
малака ва кўникмаларини компетенция даражасига олиб чиқишга йўналтириш таълимнинг
сифат ва самарадорлигини оширишга хизмат қилади. Анъанавий таълимда таълимнинг бошқа компонентларига, хусусан, ўқитиш
методикасини кучайтириш, воситаларни такомиллаштириш, шаклларни ўзгартириш,
технологияларни такомиллаштириш, ўқувчи ва ёрдамчи адабиётларни замонавий
талабларга мослаштириш каби жиҳатларга кенг эътибор қаратилди. Аммо таълим олувчи
шахсининг
талаблари,
эҳтиёжлари,
имкониятлари
етарли
даражада
эътиборга
олинмаганлиги боис юқоридаги таълим компонентлари ўз самарасини етарли даражада
намоён қила олмади. Индивидуал таълим технологияси таълим жараёнини ташкил қилиш
ва бошқаришдаги мазкур камчиликни бартараф этишга қаратилгани билан аҳамиятлидир. Яъни воситаларнинг такомиллаштирилиши ўша воситалар хизмат қилиши лозим бўлган
таълим олуви шахсининг талаб ва эҳтиёжлари, майллари етарли даражада эътиборга
олинмагани сабабли ўз вазифасини етарли даражада бажара олмади. Шу нуқтаи назардан индивидуал таълим технологияси Чирчиқ давлат педагогика
университетининг асосий стратегик илмий тадқиқот йўналишларидан бири сифатида
ўрганилмоқда. Унга кўра, педагогик ва психологик таълимда индивидуал ёндашувнинг
хусусиятлари қуйидагилардан иборат: талабаларнинг таълим жараёнидаги мустақиллигини таъминлаш, улар учун мақбул
бўлган ўқитиш методларидан фойдаланиш; талабаларнинг мавжуд билим, малака, кўникма ва компетенцияларига, тажрибасига
ишонч билдириш; талабаларнинг мавжуд билим, малака, кўникма ва компетенцияларига, тажрибасига
ишонч билдириш; талабаларнинг ижтимоий ҳолати, турмуш тарзи ва имкониятларини ҳисобга олган
ҳолда ўзини намоён қилишига шароит яратиш; 1. Muxаmеdоv G‘.I., Xо‘jаmqulоv U.N., Klаstеr tа’limgа nisbаtаn innоvаtsiоn
yоndаshuv sifаtidа // Tа’lim, fаn vа innоvаtsiyа, 2020/2-sоn.
2. Usаrоv J.Е. Muxаmеdоv G.I. Uzluksiz pеdаgоgik tа’lim klаstеri shаrоitidа
kоmpеtеntlik tаlаblаri vа tа’lim sаmаrаdоrligi imkоniyаtlаri // Uzluksiz tа’lim, Mаxsus sоn, 2020.
3.
Қурбонова М. Индивидуал таълим – инновацион ўқитиш усули // Academic
Research in Educational Sciences. Volume 4/ Issue 3/2023/ Фойдаланилган адабиётлар 1. Muxаmеdоv G‘.I., Xо‘jаmqulоv U.N., Klаstеr tа’limgа nisbаtаn innоvаtsiоn
yоndаshuv sifаtidа // Tа’lim, fаn vа innоvаtsiyа, 2020/2-sоn. 2. Usаrоv J.Е. Muxаmеdоv G.I. Uzluksiz pеdаgоgik tа’lim klаstеri shаrоitidа
kоmpеtеntlik tаlаblаri vа tа’lim sаmаrаdоrligi imkоniyаtlаri // Uzluksiz tа’lim, Mаxsus sоn, 2020. 3. Қурбонова М. Индивидуал таълим – инновацион ўқитиш усули // Academic
Research in Educational Sciences. Volume 4/ Issue 3/2023/ 825
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PENGARUH PERUBAHAN TITIK LEMBEK ASPAL AKIBAT PENAMBAHAN VIATOP66 TERHADAP KARAKTERISTIK CAMPURAN HRS-WC
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Jurnal Sains dan Teknologi Tadulako
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__________________________________________________________________________
PENGARUH PERUBAHAN TITIK LEMBEK ASPAL AKIBAT PENAMBAHAN
VIATOP66 TERHADAP KARAKTERISTIK CAMPURAN HRS-WC
Reza Maulana Anshory¹, Mashuri², dan Jurair Patunrangi³
1,2,3Jurusan Teknik Sipil, Fakultas Teknik, Universitas Tadulako
Jl.Soekarno-Hatta Km. 9 Palu, Sulawesi Tengah.
Email: Rezamaulanaanshory@gmail.com Reza Maulana Anshory¹, Mashuri², dan Jurair Patunrangi³
1,2,3Jurusan Teknik Sipil, Fakultas Teknik, Universitas Tadulako
Jl.Soekarno-Hatta Km. 9 Palu, Sulawesi Tengah. Email: Rezamaulanaanshory@gmail.com 630)
Jurnal Sains dan Teknologi Tadulako 630)
Jurnal Sains dan Teknologi Tadulako (p-issn: 2089-8630) Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 Abstrak Peningkatan nilai Titik lembek aspal juga mempengaruhi karakteristik dari campuran HRS-WC. Tujuan penelitian ini untuk mengetahui pengaruh perubahan Titik lembek aspal akibat penambahan
Viatop66 terhadap karakteristik perkerasan aspal beton lapisan Aus (HRS-WC). Penambahan variasi
kadar viatop66 dalam aspal adalah 0,0% ; 1,0%; 2,0%; 3,0%; 4,0%; dan 5,0% terhadap berat aspal. Penentuan Kadar Aspal Optimum (KAO) campuran HRS-WC menggunakan Metode Marshall. Hasil
penelitian mendapatkan bahwa peningkatan nilai Titik lembek aspal akibat penambahan viatop66 ke
dalam aspal dapat meningkatkan nilai kepadatan dan VFB campuran HRS-WC dengan persentase
peningkatan tertinggi 0,67% untuk kepadatan dan 4,06% untuk VFB campuran HRS-WC pada nilai
Titik Lembek Aspal 52,48 °C, menurunkan nilai VIM dan VMA campuran HRS-WC dengan
persentase penurunan 11,92% untuk VIM dan 3,24% untuk VMA campuran HRS-WC pada nilai Titik
Lembek Aspal 52,48 °C, menurunkan nilai flow serta meningkatkan Stabilitas dan MQ marshall
campuran HRS-WC. Peningkatan nilai Titik lembek aspal akibat penambahan viatop66 ke dalam aspal
juga meningkatkan nilai stabilitas marshall sisa di atas 90 % yang mengartikan perubahan nilai Titik
Lembek Aspal akibat penambahan viatop66 dapat membuat aspal tahan terhadap perubahan
lingkungan sekitar. Kata kunci: Hot Rolled Sheet-Wearing Course (HRS-WC), Titik Lembek, Viatop66 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 1. Pendahuluan Lapisan perkerasan pada jalan raya pada umumnya menggunakan perkerasan lentur. Campuran
yang terdiri dari aspal dan agregat ini terkadang di campuran dalam keadaan panas (hot mix) ataupun
dicampur dalam keadaan dingin (cool mix). Sifat aspal yang peka terhadap temperatur memudahkan
dalam pengolahan aspal dalam keadaan panas. Namun di sisi lain kepekaan aspal terhadap
temperatur menimbulkan masalah lain. Pada saat aspal telah terhampar pada lokasi perencanaan,
perubahan peningkatan suhu permukaan aspal akibat cuaca sangat mempengaruhi keadaan aspal. Pada suhu tertentu aspal akan mengalami perubahan bentuk fisik yang semulanya keras, akan
mengalami perubahan menjadi lembek. Perubahan aspal menjadi lembek inilah sering disebut dengan titik lembek aspal, dimana aspal
mulai menjadi lembek pada titik suhu tertentu. Hal ini memberi tuntutan dimana aspal yang akan
dihamparkan harus memiliki titik lembek yang lebih tinggi dari suhu permukaan rata-rata lokasi
penghamparan tersebut. Adanya perubahan iklim diberbagai belahan bumi yang mempengaruhi
sering terjadinya cuaca ekstrim dan peningkatan suhu bumi secara menyeluruh maka dibutuhkan
lapisan Aus yang lebih tahan terhadap kerusakan akibat perubahan suhu yang terjadi. Dimana
kerusakan yang terjadi sering menimbulkan retak, aus, bleeding, hingga lubang. Penggunaan Aspal dengan nilai titik lembek pada satu tempat dan tempat lain sering kali berbeda,
tergantung pada kebutuhan spesifikasi aspal berdasarkan iklim dan temperatur lokasi penghamparan
aspal. Tuntutan nilai titik lembek aspal harus lebih besar dari suhu tertinggi di daerah penghamparan
aspal atau suhu permukaan aspal membuat besar nilai titik lembek aspal merupakan bagian penting
yang perlu diperhatikan dalam spesifikasi aspal. Bahan aditif sering digunakan sebagai campuran pada aspal guna meningkatkan nilai titik lembek
Aspal. Perubahan nilai titik lembek pada aspal dapat berarti lebih baik untuk digunakan pada
penghamparan, namun dapat menjadi catatan penting dalam pengolahan atau proses pencampuran
aspal. Pencampuran bahan aditif tidak berarti selalu meningkatkan nilai titik lembek aspal, perlu
adanya penelitian lebih lanjut terhadap pencampuran bahan aditif dalam aspal. Viatop66 merupakan
salah satu bahan aditif berupa serat Seluosa yang dapat dicampurkan dengan aspal dan diharapkan
mampu meningkatkan titik lembek aspal. Uraian di atas memberi motivasi khusus pada penulis
untuk dapat melakukan penelitian tentang titik lembek aspal yang ditambahkan dengan bahan aditif,
dengan metode ring and ball menggunakan sampel aspal penetrasi 60/70 dengan tambahan Viatop66
sebagai bahan aditif dan meninjau perubahan karakteristik aspal pada campuran Aspal Lapis Aus
(HRS-WC). Pengaruh Perubahan Titik Lembek …. Pengaruh Perubahan Titik Lembek …. ,
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Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 Abstract Increasing the value of the asphalt softening point also affects the characteristics of the HRS-WC
mixture. The purpose of this study was to determine the effect of changes in the asphalt softening
point due to the addition of viatop66 to Aus layer concrete asphalt pavement characteristics (HRS-
WC). Addition of variations in viatop66 levels in bitumen is 0.0%; 1.0%; 2.0%; 3.0%; 4.0%; and
5.0% of asphalt weight. Determination of the Optimum Asphalt Level (KAO) of the HRS-WC mixture
using the Marshall Method. Analysis of the relationship between the value of asphalt softening point
and HRS-WC mixed characteristic values using the ‘F’ ANOVA test with a confidence level of 95%. The results showed that the increase in asphalt softening point due to the addition of viatop66 to
asphalt could increase the density and VFB value of HRS-WC mixture with the highest percentage
increase of 0.67% for density and 4.06% for VFB of HRS-WC mixture in the Softening Point value
Asphalt 52.48 ° C, decreases the value of VIM and VMA of HRS-WC mixture with a percentage
decrease of 11.92% for VIM and 3.24% for VMA of HRS-WC mixture at Asphalt Softening Point
value of 52.48 ° C, decreases the value of flow and improving the stability and MQ of the Marshall
Hall HRS-WC mix. Increasing the value of asphalt softening point due to the addition of viatop66 to
asphalt also increases the value of the remaining marshall stability above 90%, which means that
changes in the value of Asphalt Softening Point due to the addition of viatop66 can make asphalt
resistant to changes in the surrounding environment. 63 Jurnal Sains dan Teknologi Tadulako Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. 1.1. Titik Lembek Aspal Pemeriksaan Titik lembek bertujuan untuk menentukan nilai/suhu titik lembek aspal dan
Ter yang berkisar antara 30C – 200C. Titik lembek adalah suhu dimana suatu lapisan
aspal dalam cincin yang diletakkan horizontal di atas larutan air atau gliserine yang
dipanaskan secara teratur menjadi lembek karena karena beban bola baja dengan diameter
9,53 mm seberat ± 3,5 gram yang diletakkan di atasnya sehingga lapisan aspal tersebut
jatuh melalui jarak 25,4 mm (1 inci). Salah satu manfaat pemeriksaan titik lembek dan
penetrasi adalah untuk menemukan besarnya nilai PI (Penetration Index) yang merupakan
parameter tingkat kepekaan aspal terhadap temperatur. Gambar 1. Pemeriksaan Titik Lembek Gambar 1. Pemeriksaan Titik Lembek Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 p
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 1. Pendahuluan Dan dengan izin Allah Azzawajallah serta berharap terjadinya perubahan trend ke arah
yang lebih baik di kalangan ahli transportasi dalam penggunaan bahan tambah pada aspal, penulis
memutuskan untuk membuat Tugas Akhir dengan judul “Pengaruh perubahan titik lembek aspal
akibat penambahan viatop66 terhadap karakteristik campuran HRS-WC”. Jurnal Sains dan Teknologi Tadulako 64 Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 ,
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Pengaruh Perubahan Titik Lembek …. pada serat selama proses pencampuran aspal (Ahmad Fatha Abdillah,2018). pada serat selama proses pencampuran aspal (Ahmad Fatha Abdillah,2018). Pada perkerasan jalan, serat selulosa berfungsi untuk meningkatkan kualitas konstruksi
perkerasan dengan mengurangi sifat yang merugikan aspal yang diakibatkan oleh perubahan
temperatur. Bahan aditif yang digunakan pada penelitian ini adalah serat selulosa berupa jenis
Viatop66 yang diproduksi oleh sebuah perusahaan di kota Rosenberg-Jerman, yang juga merupakan
produsen aborcel. Viatop66 memiliki spesifikasi seperti yang tertera pada tabel berikut. a. Persentase ARBOCEL®ZZ 8 - 1: 75 – 80% a. Persentase ARBOCEL®ZZ 8 - 1: 75 – 80% b. Panjang rata - rata
: 7,5 + 1 : 7,5 + 1 c. Ketebalan rata - rata
:5000 mikron :5000 mikron c. Ketebalan rata - rata d. Bulk Density
: 1100 mikron d. Bulk Density : 1100 mikron e. Analisa saringan, > 3,55 mm
: 45 mikron : 45 mikron 1.4. Kadar Aspal Rencana Penentuan perkiraan awal kadar aspal optimum dapat direncakan setelah dilakukan pemilihan
penggabungan pada tiga fraksi agregat. Untuk menentukan perkiraan awal kadar aspal optimum
maka digunakan rumus: pKAO = pB = 0,034(%CA) + 0,045(%FA) + 0,18 (%Filler) + K
(1 pKAO = pB = 0,034(%CA) + 0,045(%FA) + 0,18 (%Filler) + K pKAO = pB = 0,034(%CA) + 0,045(%FA) + 0,18 (%Filler) + K
(1) (1) 1.3. Perancangan Campuran (Mix Design) Perencangan campuran dilakukan untuk memperoleh nilai kadar aspal optimum (KAO) untuk
suatu campuran yang ditambahkan Viatop66 dengan kadar yang berbeda pada suhu pengujian yang
berbeda sehingga menghasilkan beton aspal yang memiliki nilai tegangan tarik maksimum. ,
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Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 1.2. Bahan Tambah Viatop66 Viatop66 adalah serat selulosa yang dilapisi oleh bitumen dalam suatu proses produksi khusus. Bitumen ini bertindak membantu proses granulasi. Dengan ada nya bitumen ini, memungkinkan
untuk mengontrol perilaku proses granulasi yang terjadi pada serat selama proses granulasi. Dalam
waktu yang sama bitumen ini mengambil alih fungsi dari pengisi ruang antar serat yang diperlukan
untuk kelengkapan proses disperse pada serat selama proses pencampuran aspal. Viatop66 terdiri dari
Arbocel dengan bahan tambah lainnya, yang dikemas dalam bentuk butiran silinder berwarna abu-
abu kehitaman. Arbocel sendiri adalah serat selulosa yang juga digunakan sebagai bahan aditif
campuran aspal panas (Madina. A, 2017). Serat selulosa yang dilapisi oleh bitumen melalui suatu proses produksi yang khusus. Bitumen
ini bertindak membantu proses granulasi, yang memungkinkan untuk mengontrol perilaku proses
granulasi yang terjadi pada serat selama proses granulasi. Dalam waktu yang sama bitumen ini
menganbil alih fungsi pengisi ruang antar serat yang diperlukan untuk kelengkapan proses disperse 65 Vol 6, No.1, April 2020 Pengaruh Perubahan Titik Lembek …. 1.5. Pembuatan Campuran Beraspal Pembuatan campuran aspal terbagi menjadi dua bagian yakni bagian pertama adalah gradasi
agregat hasil blending dari dua fraksi batuan atau lebih, yang kedua adalah berapa jumlah kadar
aspal yang akan digunakan di dalam campuran. Setiap blending agregat akan memberikan porsi
kadar aspal yang berbeda. Campuran hasilan blending agregat dan aspal harus mengikuti spesifikasi
yang disyaratkan. (Saodang, H.2005). Pembuatan campuran didasarkan pada nilai PKAO. Untuk
menentukan kadar aspal optimum (KAO) suatu campuran, maka dibuat campuran dengan 6 variasi
kadar aspal yaitu 2 variasi kadar aspal di bawah PKAO dan 3 variasi kadar aspal di atas PKAO. Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. 22,2 KN (5000 lbs) dan flowmeter. Proving ring digunakan untuk mengukur nilai stabilitas, dan
flowmeter untuk mengukur kelelehan plastis atau flow. Benda uji Marshall berbentuk silinder
berdiameter 4 inchi (10,2 cm) dan tinggi 2,5 inchi (6,35 cm). Prosedur pengujian Marshall
mengikuti SNI 06- 2489-1991, atau AASHTO T 245-90, atau ASTM D 1559-76. (Algaztmasagala.wordpress.com 2012). Benda uji (campuran agregat dan aspal) dibentuk dengan cara menumbuk campuran di dalam
cetakan (mold) berbentuk silinder dengan diameter 10 cm dengan tinggi 7,5 cm (18”). Jumlah
pukulan tergantung pada beban rencana lalu lintas. Setelah dibiarkan selama 24 jam dalam suhu
ruang, rendam benda uji dalam bak atau dipanaskan dalam oven selama 2 jam dari alat Marshall. Sebelum pembebanan diberikan kepala penekan beserta benda uji dinaikkan hingga menyentuh alas
cincin penguji. Berikan pembebanan dengan kecepatan tetap 50 mm/menit, sampai pembebanan
maksimum tercapai, atau pembebanan menurun seperti ditunjukkan oleh jarum arloji baca, dan catat
pembebanan maksimum yang tercapai. Pada pemeriksaan Marshall akan diperoleh data sebagai
berikut: 1.6. Pengujian Marshall dan Volumetric Campuran 66 Jurnal Sains dan Teknologi Tadulako
Rancangan campuran berdasarkan metode Marshall ditemukan oleh Bruce Marshall, dan telah
distandarisasi oleh ASTM ataupun AASHTO melalui beberapa modifikasi, yaitu ASTM D 1559-
76, atau AASHTO T-245-90. Prinsip dasar metode Marshall adalah pemeriksaan stabilitas dan
kelelehan (flow), serta analisis kepadatan dan pori dari campuran padat yang terbentuk. Alat
Marshall merupakan alat tekan yang dilengkapi dengan proving ring (cincin penguji) berkapasitas 66 Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 1. Stabilitas Nilai Stabilitas diperoleh berdasarkan nilai yang ditunjukkan oleh jarum dial pada proving ring
stabilitas yang dipasang pada alat Marshall Test, kemudian dikonversikan dengan tabel kalibrasi
sesuai proving ring yang digunakan. Selanjutnya nilai stabilitas tersebut harus dikoreksi dengan
suatu factor koreksi ketebalan benda uji. Flow atau nilai pelelehan diperoleh dari jarum dial flow dalam satuan unit dimana 1 unit = 0,01
mm, sehingga tidak perlu lagi dikonversi. Flow atau nilai pelelehan diperoleh dari jarum dial flow dalam satuan unit dimana 1 unit = 0,01
mm, sehingga tidak perlu lagi dikonversi. 3 M
h ll Q
i Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 p
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Vol 6, No.1, April 2020 6 ,
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22 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 2.1. Pekerjaan Pesiapan Pengecekan alat penelitian di Laboratorium Transportasi dan Jalan Raya Universitas Tadulako,
bahan penelitian berupa Aspal Penetrasi 60/70, Viatop66 dan penyuratan tempat lokasi pengambilan
agregat. 2.2. Pengambilan Material Aspal yang digunakan adalah Aspal Pen 60/70 yang telah tersedia di dalam Laboratorium
Transportasi dan Jalan Raya Universitas Tadulako. Aspal yang digunakan adalah Aspal Pen 60/70 yang telah tersedia di dalam Laboratorium
Transportasi dan Jalan Raya Universitas Tadulako. Agregat diambil pada Stone Crusher PT. Palu Batu Madu Loli berupa Agregat Kasar, Halus dan
Filler. Viatop66 merupakan zat aditif berupa serat selousa yang bahan tersebut telah tersedia dalam
Laboratorium transportasi dan jalan raya Universitas Tadulako yang kemudian akan digunakan
dalam penelitian ini. 2.3. Pemeriksaan Material Pemeriksaan agregat meliputi Analisa Saringan menggunakan metode (SNI 03-1968-1990),
Keausan Agregat Menggunakan Mesin Abrasi Los Angeles dengan metode (SNI 2417:2008),
Kelekatan Agregat Terhadap Aspal berdasarkan (SNI 2439:2011), Berat Jenis dan Penyerapan (SNI
03- 1969-1990). 2. Metode Penelitian Penelitian ilmiah ini berbentuk Eksperimen, dimana penelitian ini dilaksanakan dengan melakukan
percobaan-percobaan di Laboratorium, berdasarkan kaidah-kaidah ilmiah dengan prosedur yang
sistematis melalui pembuktian yang ilmiah. Penelitian ini dilakukan melalui tahapan-tahapan
seperti: Pengaruh Perubahan Titik Lembek …. Pengaruh Perubahan Titik Lembek …. 𝑀𝐴= 100 (1 −
𝐺𝑚𝑏 (1−𝑝𝑏𝑡)
𝐺𝑠𝑏
( 𝑉𝑀𝐴= 100 (1 −
𝐺𝑚𝑏 (1−𝑝𝑏𝑡)
𝐺𝑠𝑏 (3) 𝐺𝑠𝑏 2. Rongga udara dalam campuran padat (Void in Mix, VIM) 2. Rongga udara dalam campuran padat (Void in Mix, VIM) 2. Rongga udara dalam campuran padat (Void in Mix, VIM) 2. Rongga udara dalam campuran padat (Void in Mix, VIM) VIM dalam campuran beraspal terdiri dari ruang antara partikel agregat yang terselimuti aspal. VIM
dapat dihitung menggunakan rumus: VIM dalam campuran beraspal terdiri dari ruang antara partikel agregat yang terselimuti aspal. VIM
dapat dihitung menggunakan rumus: VIM dalam campuran beraspal terdiri dari ruang antara partikel agregat yang terselimuti aspal. VIM
dapat dihitung menggunakan rumus: 𝑀= 100 𝑥
𝐺𝑚𝑏−𝐺𝑚𝑚
𝐺𝑚𝑚
(4) 𝑉𝐼𝑀= 100 𝑥
𝐺𝑚𝑏−𝐺𝑚𝑚
𝐺𝑚𝑚
(4) 𝑉𝐼𝑀= 100 𝑥
𝐺𝑚𝑏−𝐺𝑚𝑚
𝐺𝑚𝑚 (4) 3. Rongga udara terisi aspal (Void Filled with Asphalt, VFA) VFA adalah persen rongga yang terdapat di antara partikel agregat (VMA) yang terisi loleh aspal
yang terserap oleh agregat. VFA dapat dihitung menggunakan rumus: VFA adalah persen rongga yang terdapat di antara partikel agregat (VMA) yang terisi loleh aspal
yang terserap oleh agregat. VFA dapat dihitung menggunakan rumus: 𝑉𝐹𝐴= 100 𝑥
𝑉𝑀𝐴−𝑉𝐼𝑀
𝑉𝑀𝐴
(5)
2. Metode Penelitian 𝑉𝐹𝐴= 100 𝑥
𝑉𝑀𝐴−𝑉𝐼𝑀
𝑉𝑀𝐴
(5) (5) ,
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Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 3. Marshall Quotient Untuk mengetahui kekakuan campuran aspal maka dilakukan analisa dengan mencari nilai
Marshall Quotient (MQ), yang merupakan hasil bagi antara nilai stabilitas dan nilai perlelehan
(flow), Marshall Quotient dapat dihitung dengan rumus: 𝑀𝑄=
𝑀𝑠
𝑀𝑓
(2) (2) 𝑀𝑄=
𝑀𝑠
𝑀𝑓 Pemeriksaan Volumetrik campuran beraspal adalah volume benda uji campuran yang telah
dipadatkan.Pada Pemeriksaan ini akan diperoleh data sebagai berikut: Pemeriksaan Volumetrik campuran beraspal adalah volume benda uji campuran yang telah
dipadatkan.Pada Pemeriksaan ini akan diperoleh data sebagai berikut: 1. Rongga diantara Mineral Agregat (Void in Mineral Agregat, VMA) gg
g g
(
g
g
)
VMA adalah volume rongga udara diantara butir- butir agregat dalam campuran beraspal dalam
kondisi padat. VMA meliputi volume rongga udara dalam capuran beraspal dan volume aspal efektif
(tidak termasuk volume aspal yang diserap agregat). VMA dihitung berdasarkan jenis bulk (Gsb)
agregat yang dinyatakan sebagai persen volume bulk campuran yang dipadatkan. VMA dapat
dihitung menggunakan rumus: VMA adalah volume rongga udara diantara butir- butir agregat dalam campuran beraspal dalam
kondisi padat. VMA meliputi volume rongga udara dalam capuran beraspal dan volume aspal efektif
(tidak termasuk volume aspal yang diserap agregat). VMA dihitung berdasarkan jenis bulk (Gsb)
agregat yang dinyatakan sebagai persen volume bulk campuran yang dipadatkan. VMA dapat
dihitung menggunakan rumus: 67 Vol 6, No.1, April 2020 2.7. Desain Gradasi Campuran HRS-WC Gradasi dari campuran HRS-WC adalah gradasi senjang dengan fraksi agregat 3/4‟, fraksi ½‟,
fraksi 3/8‟ dan filler sebagai agregat penyusun dalam campuran. 2.6. Modifikasi Titik Lembek Aspal dengan Viatop66 Sifat aspal yang dimodifikasi pada penelitian ini adalah titik Lembek Aspal dengan cara
menambahkan bahan aditif Viatop66 ke dalam aspal . variasi Viatop66 dalam aspal adalah 0,0%, 1,0%,
2,0%, 3,0%, 4,0% dan 5%. Penambahan Viatop66 pada aspal dilakukan saat pemanasan aspal atau
pada saat perataan aspal dalam wadah pemanas aspal, selanjutnya proses eksperimen dilakukan
sesuai dengan SNI 2434:2011. 2.9. Pengujian Mashall dan Volumetric Campuran Benda Uji PKAO Pengujian Marshall dan Volumetric menggunakan metode (SNI 06-2489-1991) Hal ini
dilakukan untuk mengetahui ketahanan (stabilitas) terhadap kelelehan (flow) dari suatu campuran
aspal dan agregat 2.8. Penentuan PKAO dan Pembuatan Benda Uji Setiap Variasi Penentuan perkiraan kadar aspal pada campuran HRS-WC mengacu pada spesifikasi teknis lapis
permukaan HRS-WC dengan variasi kadar aspal a- 0,01; a-0,005; PKAO = a; a+0,005; a+0,010 dan
a+0,015. perencanaan campuran adalah untuk mendapatkan campuran agregat, aspal dan bahan
tambah viatop66 yang optimal sehingga dihasilkan perkerasan dengan kualitas optimal. 2.9. Pengujian Mashall dan Volumetric Campuran Benda Uji PKAO 2.4. Pemeriksaan Aspal 68 Jurnal Sains dan Teknologi Tadulako
Jenis pengujian yang dilakukan antara lain Penetrasi (SNI 2456:2011), Berat jenis (SNI 2441:2011),
Daktilitas (SNI 2432:2011), Titik lembek (SNI 2434:2011), titik Nyala titik bakar (SNI 2433:2011), Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. dan Kehilangan berat minyak dan aspal (SNI 06- 2440-1991). 2.5. Pemeriksaan Viatop66
Pemeriksaan bahan tambah viatop66 meliputi pemeriksaan Kadar air viatop66 menggunakan (SNI
1965:2008), Analisa Saringan menggunakan metode (SNI 03-1968-1990). Pemeriksaan bahan tambah viatop66 meliputi pemeriksaan Kadar air viatop66 menggunakan (SNI
1965:2008), Analisa Saringan menggunakan metode (SNI 03-1968-1990). Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 p
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 2.11. Uji Marshall Kondisi KAO Pengujian mashall dilakukan dalam 2 bagian, bagian pertama merupakan pengujian stabilitas
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 2.10. Perhitungan KAO dan Pembuatan Benda Uji KAO Berdasarkan KAO pada setiap variasi Viatop66, dibuat benda uji dilakukan dengan 2 bagian
benda uji yakni yang gunakan untuk benda uji rendaman 30 menit dan benda uji rendaman 24 jam. 2.11. Uji Marshall Kondisi KAO Pengaruh Perubahan Titik Lembek …. Tabel 1. Hasil Pemeriksaan Agregat Kasar
Sumber: Hasil Pemeriksaan 2018
Tabel 2. Hasil Pemeriksaan Halus
Sumber: Hasil Pemeriksaan 2018
Tabel 3. Hasil Pemeriksaan Filler
Sumber: Hasil Pemeriksaan 2018
3.2. Pemeriksaan Karakteristik Aspal Tanpa Campuran Viatop66
Pemeriksaan aspal yang pertama dilakukan pada kondisi tanpa campuran viatop66 ,pemeriksaan
ini bertujuan untuk melihat karakteristik aspal pada keadaan tanpa campuran viatop66. Hasil dari
pemeriksaan karakteristik aspal tersebut disajikan pada Tabel 4. Tabel 4. Hasil Pemeriksaan Aspal Pen 60/70 Tabel 1. Hasil Pemeriksaan Agregat Kasar
Sumber: Hasil Pemeriksaan 2018 Tabel 1. Hasil Pemeriksaan Agregat Kasar Tabel 1. Hasil Pemeriksaan Agregat Kasar
Sumber: Hasil Pemeriksaan 2018 Tabel 1. Hasil Pemeriksaan Agregat Kasar Sumber: Hasil Pemeriksaan 2018 Sumber: Hasil Pemeriksaan 2018 Tabel 2. Hasil Pemeriksaan Halus
Sumber: Hasil Pemeriksaan 2018 Tabel 2. Hasil Pemeriksaan Halus
Sumber: Hasil Pemeriksaan 2018 Sumber: Hasil Pemeriksaan 2018 Tabel 3. Hasil Pemeriksaan Filler
Sumber: Hasil Pemeriksaan 2018 3.1. Hasil Pemeriksaan Agregat Pemeriksaan Agregat yang dilakukan di Laboratorium Transportasi dan Jalan Raya
Universitas Tadulako ini meliputi pemeriksaan agregat kasar, agregat halus, filler yang
merupakan agregat dari Stone crusher Palu Batu Madu Loli-Donggala, berikut adalah
Tabel - tabel hasil pemeriksaan: 69 Vol 6, No.1, April 2020 Pengaruh Perubahan Titik Lembek …. Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 Jurnal Sains dan Teknologi Tadulako Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 3.3. Pemeriksaan Karakteristik Aspal 60/70 Dengan Campuran Viatop66 Pemeriksaan nilai Titik lembek aspal PEN 60/70 pada beberapa kadar Viatop66 dapat dilihat pada
Tabel 5 berikut: Tabel 5. Hasil Pemeriksaan Titik Lembek Aspal Pen 60/70 dengan Variasi Viatop66 Tabel 5. Hasil Pemeriksaan Titik Lembek Aspal Pen 60/70 dengan Variasi Viatop66 Sumber: Hasil Pengujian 2018 Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. 3.3. Pemeriksaan Karakteristik Aspal 60/70 Dengan Campuran Viatop66 3.4. Pemeriksaan Karakteristik Serat Seluosa (Viatop66) Pada pengujian serat Seluosa dilakukan pengujian kadar air dan Analisa saringan serat seluosa
(Viatop66) yang akan digunakan sebagai bahan tambah dalam campuran HRS-WC. Berikut
merupakan hasil pemeriksaan karakteristik Viatop66. Tabel 6. Hasil Pemeriksaan Karakteristik Viatop66 Tabel 6. Hasil Pemeriksaan Karakteristik Viatop66 Tabel 6. Hasil Pemeriksaan Karakteristik Viatop66
Sumber: Hasil Pengujian 2018 Sumber: Hasil Pengujian 2018 Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 ,
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 3.2. Pemeriksaan Karakteristik Aspal Tanpa Campuran Viatop66 Pemeriksaan aspal yang pertama dilakukan pada kondisi tanpa campuran viatop66 ,pemeriksaan
ini bertujuan untuk melihat karakteristik aspal pada keadaan tanpa campuran viatop66. Hasil dari
pemeriksaan karakteristik aspal tersebut disajikan pada Tabel 4. Tabel 4. Hasil Pemeriksaan Aspal Pen 60/70 Tabel 4. Hasil Pemeriksaan Aspal Pen 60/70 Tabel 4. Hasil Pemeriksaan Aspal Pen 60/70
Sumber: Hasil Pemeriksaan 2018 Sumber: Hasil Pemeriksaan 2018 Sumber: Hasil Pemeriksaan 2018 Jurnal Sains dan Teknologi Tadulako 70 Anshory, R., M., Mashuri dan Patunrangi, J. p
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Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 3. 5. Penentuan Komposisi Agregat dalam Campuran HRS-WC Penentuan komposisi agregat pada campuran HRS-WC dilakukan dengan cara pengukuran,
penimbangan berdasarkan ukuran saringan (metode by Sieve),banyaknya fraksi agregat ditentukan
melalui penimbangan berdasarkan komposisi untuk masing- masing ukuran saringan. Agregat tidak
di kelompokan berdasarkan kelompok agregat (Halus, kasar dan Filler) seperti pada metode by
portion. Berikut merupakan tabel perhitungan komposisi agregat dengan metode by sieve gradasi
senjang HRS-WC dengan proporsi ideal: Tabel 7. Komposisi Agregat Campuran HRS-WC Senjang Vol 6, No.1, April 2020 71
Tabel 7. Komposisi Agregat Campuran HRS-WC Senjang Vol 6, No.1, April 2020 71 Pengaruh Perubahan Titik Lembek …. Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 Pengaruh Perubahan Titik Lembek …. Sumber: Hasil Pemeriksaan 2018
PKAO
= 0,035 (% CA) + 0,045 (%FA) + 0,18 (% FF) + C
= 0,035 (39 %) + 0,045 (53 %) + 0,18 (8%) + 1,0
= 5,99% ≈ 6,0% Sumber: Hasil Pemeriksaan 2018
PKAO
= 0,035 (% CA) + 0,045 (%FA) + 0,18 (% FF) + C
= 0,035 (39 %) + 0,045 (53 %) + 0,18 (8%) + 1,0
= 5,99% ≈ 6,0% Hasil pengujian Marshall dan Volumetrik campuran HRS-WC di sajikan dalam Tabel 8 berikut Hasil pengujian Marshall dan Volumetrik campuran HRS-WC di sajikan dalam Tabel 8 berikut: Tabel 8. Hasil Pengujian Marshall dan Volumetrik Campuran HRS-WC Tabel 8. Hasil Pengujian Marshall dan Volumetrik Campuran HRS-WC
Sumber: Hasil Pengujian 2018 Sumber: Hasil Pengujian 2018 Berdasarkan Pengujian dan memperhatikan spesifikasi yang berlaku, dibuatlah gambar
Barchart untuk menentukan rentang kadar aspal yang memenuhi spesifikasi serta
menentukan Kadar Aspal Optimum (KAO). Gambar 2. Barchart Rentang KAO Gambar 2. Barchart Rentang KAO Dari Gambar Barchart rentang KAO didapatkan rentang kadar aspal yang memenuhi spesifikasi
campuran HRS-WC yaitu 5,9% - 7,02%. Sehingga nilai KAO (Kadar Aspal Optimum) didapatkan
sebagai berikut: 𝐾𝐴𝑂= 𝐴+ 𝐵
2
= 6,235% + 6,772%
2
= 13,007%
2
= 6,504
= 6,5% 3.6. Analisa Perubahan Nilai Titik Lembek Aspal PEN 60/70 Akibat Penambahan Viatop66 Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. menunjukkan adanya perubahan nilai Titik lembek pada tiap variasi viatop66, berikut
merupakan tabel analisis data pemeriksaan nilai titik lembek: Tabel 9. Hasil Analisis Data Titik Lembek pada Pengujian
Sumber : Hasil Analisis 2019 Tabel 9. Hasil Analisis Data Titik Lembek pada Pengujian Pada Gambar 3, merupakan grafik yang memperlihatkan bahwa penambahan Viatop66 cenderung
meningkatkan nilai titik lembek aspal dengan persentase perubahan nilai Titik lembek akibat
penambahan viatop66 pada setiap variasi kadar viatop66. Gambar 3. Grafik Hubungan antara Titik Lembek dengan Kadar Viatop66 Gambar 3. Grafik Hubungan antara Titik Lembek dengan Kadar Viatop66 3.7. Analisis Hubungan Nilai Titik Lembek Aspal dengan Parameter Volumetrik Campuran
HRS- WC 3.7. Analisis Hubungan Nilai Titik Lembek Aspal dengan Parameter Volumetrik Campuran
HRS- WC. Komponen volumetrik campuran Aspal yaitu kepadatan campuran, volumetrik rongga dalam
campuran (VIM), volume rongga diantara mineral agregat (VMA) dan volume rongga terisi aspal
(VFB). Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 ,
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Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 3.6. Analisa Perubahan Nilai Titik Lembek Aspal PEN 60/70 Akibat Penambahan Viatop 72 Jurnal Sains dan Teknologi Tadulako
Hasil pengujian Titik lembek aspal dengan berbagai macam variasi kadar viatop66 Jurnal Sains dan Teknologi Tadulako Pengaruh Perubahan Titik Lembek …. Tabel 10. Hasil Pengujian Kepadatan
Sumber: Hasil Pengujian 2018
Gambar 4. Grafik Hubungan Nilai Titik Lembek dengan Nilai Kepadatan Campuran
HRS-WC Tabel 10. Hasil Pengujian Kepadatan Tabel 10. Hasil Pengujian Kepadatan Gambar 4. Grafik Hubungan Nilai Titik Lembek dengan Nilai Kepadatan Campuran Gambar 4. Grafik Hubungan Nilai Titik Lembek dengan Nilai Kepadatan Campuran
HRS-WC Nilai kepadatan cenderung meningkat seiring dengan peningkatan nilai titik lembek aspal. Penyebabnya yaitu karena Viatop66 dapat mengisi rongga-rongga pada agregat sehingga membuat
kerapatan antar agregat dengan aspal menjadi tinggi dan menyebabkan sifat saling mengunci
(interlocking) dari partikel-partikel agregat menjadi semakin baik. 3.8. Nilai Titik Lembek Aspal PEN 60 /70 dengan Kepadatan campuran HRS-WC Vol 6, No.1, April 2020 73
Nilai kepadatan campuran dipengaruhi oleh karakteristik dan komposisi agregat, distribusi
gradasi agregat, kadar aspal dan jumlah tumbukan. Adapun hasil pengujian kepadatan campuran
dan titik lembek aspal dapat dilihat pada Tabel 10, dan penyajian data dalam grafik pada gambar 4. Pengaruh Perubahan Titik Lembek …. Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
C
i ht 2020 Dit
bitk
l h J
l S i
d
T k
l
i T d l k
ISSN 2089 8630 Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020
Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 3.10 Nilai Titik Lembek Aspal dengan Void In Mineral Agregat (VMA) Campuran HRS-W Faktor yang mempengaruhi VMA antara lain adalah gradasi agregat (komposisi campuran
agregat dan ukuran diameter butir terbesar), energi pemadatan, kadar aspal, pemanasan aspal dan
bentuk butir. Anshory, R., M., Mashuri dan Patunrangi, J. Sumber: Hasil Pengujian 2018
Data ini disajikan dalam bentuk grafik berikut
Gambar 5. Grafik Hubungan Nilai Titik Lembek terhadap Nilai VIM Campuran HRS-WC Sumber: Hasil Pengujian 2018 Data ini disajikan dalam bentuk grafik berikut Gambar 5. Grafik Hubungan Nilai Titik Lembek terhadap Nilai VIM Campuran HRS-W Nilai Void in Mixture cenderung menurun seiring dengan peningkatan nilai titik lembek aspal
yang berarti rongga dalam campuran semakin kecil karena terisi oleh serat Viatop66 yang ada. 3.10 Nilai Titik Lembek Aspal dengan Void In Mineral Agregat (VMA) Campuran HRS-WC Nilai Void in Mixture cenderung menurun seiring dengan peningkatan nilai titik lembek aspal
yang berarti rongga dalam campuran semakin kecil karena terisi oleh serat Viatop66 yang ada. 3.9. Nilai Titik Lembek Aspal PEN 60/70 dengan Void In Mixture (VIM) Campuran HRS-WC Nilai VIM yang semakin tinggi menunjukkan semakin besarnya rongga udara dalam campuran. Nilai VIM menjadi indikator durabilitas atau memberi pengaruh terhadap keawetan dari campuran
beton aspal. Besar dan kecilnya nilai VIM sangat dipengaruhi oleh distribusi dan gradasi agregat
yang akan membuat campuran lebih padat. Adapun hasil pengujian VIM campuran dan titik lembek
aspal dapat dilihat pada Tabel 11. 74 Jurnal Sains dan Teknologi Tadulako
Diterima 31 Maret 2020 Direvisi 24 Apri 2020 Diterima untuk publikasi 21 Mei 2020
Tabel 11. Hasil Pengujian VIM Tabel 11. Hasil Pengujian VIM 74 Anshory, R., M., Mashuri dan Patunrangi, J. Pengaruh Perubahan Titik Lembek …. Pengaruh Perubahan Titik Lembek …. Diterima 31 Maret 2020, Direvisi 24 Apri 2020, Diterima untuk publikasi 21 Mei 2020 ,
p
,
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Copyright 2020 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630 3.11. Marshall Sisa Marshall sisa merupakan pengujian marshall yang dilakukan setelah perendaman benda uji
selama 24 jam pada suhu 60±1°C kondisi Kadar Aspal Optimum (KAO). Nilai Marshall sisa
diperoleh dari hasil persentase perbandingan Stabilitas uji marshall antara rendaman 24 jam dan
rendaman 30 menit pada suhu 60±1°C. Vol 6, No.1, April 2020 75
Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI:
Tabel 17. Marshall Sisa Campuran HRS-WC Pada Kadar Aspal Optimum 6,5%
Sumber: Hasil Analisis 2019 Tabel 17. Marshall Sisa Campuran HRS-WC Pada Kadar Aspal Optimum 6,5% Vol 6, No.1, April 2020 75 Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020 Gambar 11. Grafik Hubungan Nilai Titik Lembek dan Marshall Sisa Dapat disimpulkan bahwa Stabilitas marshall sisa mengalami peningkatan seiring dengan
peningkatan perubahan Nilai Titik Lembek Aspal yang mengartikan penambahan peningkatan
Titik Lembek Aspal memberi ketahanan terhadap perubahan lingkungan sekitar. 4.1. Kesimpulan Dari Hasil penelitian “Pengaruh Perubahan Titik Lembek Aspal akibat penambahan Viatop66
terhadap karakteristik Campuran HRS-WC disimpulkan bahwa: Penambahan variasi kadar viatop66 ke dalam aspal mempengaruhi nilai Titik Lembek Aspal,
dimana semakin besar penambahan kadar viatop66 berbanding lurus dengan naiknya nilai Titik
Lembek aspal. Nilai Titik lembek aspal terbesar ada pada kadar viatop66 tertinggi yaitu 5%
dengan nilai titik lembek 53,23 °C dan persentase kenaikan sebesar 10,32%. ● Kepadatan dan VFB Campuran HRS-WC mengalami peningkatan seiring dengan meningkatnya
nilai Titik lembek Aspal, nilai tertinggi Kepadatan dan VFB campuran HRS-WC berada pada
Nilai Titik Lembek Aspal 52,48 °C yaitu dengan rata-rata nilai kepadatan sebesar 2,275 gr/cm3
dan persentase kenaikan sebesar 0,67%. sedangkan nilai rata- rata VFB 71,402 % dan persentase
kenaikan sebesar 4,06%. ● VIM dan VMA Campuran HRS-WC mengalami penurunan seiring dengan meningkatnya nilai
Titik lembek Aspal, nilai terendah VIM dan VMA campuran HRS-WC berada pada Nilai Titik
Lembek Aspal 52,48 °C dengan rata-rata nilai VIM sebesar 5,108 % dan persentase penurunan
sebesar 11,92%, sedangkan nilai rata- rata VMA 17,859 % dan persentase penurunan sebesar
3,24%. ● Flow Marshall campuran HRS-WC akibat perubahan Nilai Titik lembek Aspal mengalami
penurunan yakni berkisar antara 2.81 – 9.22 %, atau rata – rata penurunannya 5,472%. Sedangkan
stabilitas marshall mengalami peningkatan dari 2,17 – 15,72% dengan rata-rata peningkatan
7,883%. MQ Marshall campuran HRS-WC mengalami kenaikan, seiring dengan perubahan Nilai Titik
Lembek Aspal akibat adanya penambahan kadar viatop66 hal ini menunjukkan perubahan
campuran yang menjadi lebih kaku. ● Flow Marshall campuran HRS-WC akibat perubahan Nilai Titik lembek Aspal mengalami
penurunan yakni berkisar antara 2.81 – 9.22 %, atau rata – rata penurunannya 5,472%. Sedangkan
stabilitas marshall mengalami peningkatan dari 2,17 – 15,72% dengan rata-rata peningkatan
7,883%. MQ Marshall campuran HRS-WC mengalami kenaikan, seiring dengan perubahan Nilai Titik
Lembek Aspal akibat adanya penambahan kadar viatop66 hal ini menunjukkan perubahan
campuran yang menjadi lebih kaku. ● Stabilitas marshall sisa menunjukkan angka kestabilan lebih dari 90% dan semakin meningkat
seiring dengan perubahan Nilai Titik Lembek Aspal akibat adanya penambahan variasi kadar
viatop66 yang mengartikan bahwa penambahan variasi kadar viatop66 dapat membuat aspal tahan
terhadap perubahan lingkungan sekitar. Anshory, R., M., Mashuri dan Patunrangi, J. Anshory, R., M., Mashuri dan Patunrangi, J. yaitu: yaitu:
● Memperhatikan alat uji dengan baik sebelum maupun sesudah melakukan pengujian y
● Memperhatikan alat uji dengan baik sebelum maupun sesudah melakukan pengujian ● Memperhatikan alat uji dengan baik sebelum maupun sesudah melakukan pengujian ● Memperhatikan rentan waktu dan perubahan suhu dengan teliti saat pengujian Titik lembek
berlangsung. ● Periksa posisi penempatan bola baja saat melakukan pengujian Titik lembek. ● Memperhatikan suhu pencampuran dan pemadatan pada setiap variasi kadar viatop66 yang
digunakan. ● Memperhatikan suhu pencampuran dan pemadatan pada setiap variasi kadar viatop66 yang
digunakan. Diterima 1 Februari 2020, Direvisi 4 Maret 2020, Diterima untuk publikasi 1 April 2020
Copyright 2022 Diterbitkan oleh Jurnal Sains dan Teknologi Tadulako, ISSN 2089-8630, DOI: 4.2. Saran Dari penelitian yang sudah dilakukan maka penulis memberikan saran guna penelitian selanjutnya 76 Jurnal Sains dan Teknologi Tadulako Saodang, H. (2005). Perancangan Perkerasan Jalan Raya Nova. Bandung. Daftar Pustaka Fatha Abdillah, A. (2017). Pengaruh Penggunaan Bahan Tambah Viatop66 Pada Campuran Stone
matrix Asphalt Terhadap Titik Lembek Aspal Dan Sifat Drain Down Campuran. Tugas Akhir. Universitas Tadulako. Palu. https://algaztmasagala.wordpress.com (diakses maret 2018) Fatha Abdillah, A. (2017). Pengaruh Penggunaan Bahan Tambah Viatop66 Pada Campuran Stone
matrix Asphalt Terhadap Titik Lembek Aspal Dan Sifat Drain Down Campuran. Tugas Akhir. Universitas Tadulako. Palu. https://algaztmasagala.wordpress.com (diakses maret 2018) Madina, A. (2017) “Pengaruh Perubahan Penetrasi Aspal Akibat Penggunaan Bahan Tambah
Viatop66 Terhadap Sifat Draindown Campuran Stone Matrix Asphalt (SMA)”. Tugas Akhir. Universitas Tadulako, Palu. Madina, A. (2017) “Pengaruh Perubahan Penetrasi Aspal Akibat Penggunaan Bahan Tambah
Viatop66 Terhadap Sifat Draindown Campuran Stone Matrix Asphalt (SMA)”. Tugas Akhir. Universitas Tadulako, Palu. Saodang, H. (2005). Perancangan Perkerasan Jalan Raya Nova. Bandung. Saodang, H. (2005). Perancangan Perkerasan Jalan Raya Nova. Bandung. 77 Vol 6, No.1, April 2020 77
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Contextual determinants of health behaviours in an aboriginal community in Canada: pilot project
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BMC public health
| 2,012
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cc-by
| 7,388
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© 2012 Joseph 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. RESEARCH ARTICLE Open Access Contextual determinants of health behaviours in
an aboriginal community in Canada: pilot project Pamela Joseph1,4, A Darlene Davis2, Ruby Miller2, Karen Hill2, Honey McCarthy2, Ananya Banerjee1, Clara Chow3,
Andrew Mente1,3,4 and Sonia S Anand1,3,4* * Correspondence: anands@mcmaster.ca
1Department of Medicine and Epidemiology, McMaster University,
1280 Main St, Hamilton, Ontario L8S 4K1, Canada
3Population Health Research Institute, 237 Barton Street East, Hamilton,
ON L8L 2X2, Canada
Full list of author information is available at the end of the article Abstract Background: Rapid change in food intake, physical activity, and tobacco use in recent decades have contributed to
the soaring rates of obesity, type 2 diabetes and cardiovascular disease (CVD) in Aboriginal populations living in
Canada. The nature and influence of contextual factors on Aboriginal health behaviours are not well characterized. Methods: To describe the contextual determinants of health behaviours associated with cardiovascular risk factors
on the Six Nations reserve, including the built environment, access and affordability of healthy foods, and the use
of tobacco. In this cross-sectional study, 63 adults from the Six Nations Reserve completed the modified Neighbourhood
Environment Walkability Scale (NEWS), questionnaire assessing food access and availability, tobacco pricing and
availability, and the Environmental Profile of Community Health (EPOCH) tool. Results: The structured environment of Six Nations Reserve scored low for walkability, street connectivity,
aesthetics, safety, and access to walking and cycling facilities. All participants purchased groceries off-reserve,
although fresh fruits and vegetables were reported to be available and affordable both on and off-reserve. On average $151/week is spent on groceries per family. Ninety percent of individuals report tobacco use is a
problem in the community. Tobacco is easily accessible for children and youth, and only three percent of
community members would accept increased tobacco taxation as a strategy to reduce tobacco access. Conclusions: The built environment, access and affordability of healthy food and tobacco on the Six Nations
Reserve are not perceived favourably. Modification of these contextual factors described here may reduce adverse
health behaviours in the community. Keywords: Obesity, Aboriginal health, Health behaviours, Environment design Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Assessment and outcomes Individuals completed questionnaires with a trained
interviewer at the SHARE-AP research unit located on
the reserve. Standardized tools were specifically tailored
for the Aboriginal population living on the Six Nations
Reserve to assess built environment, food availability,
and tobacco availability, access and beliefs. A modified
Neighbourhood Environment Walkability Scale (NEWS)
was administered to assess built environment and indi-
vidual perceptions of neighbourhood walkability. The
scale is used to assess proximity and ease of access to
community facilities, walking and cycling facilities, street
connectivity, traffic and crime safety, aesthetics, and
community satisfaction. Items are rated on a 4-point
scale. NEWS has test-retest reliability, and has been vali-
dated against Geographic Information Systems, acceler-
ometer and anthropometric measures in the United
States [20-22]. This instrument has been used in rural
communities in Taiwan and in an international prospect-
ive cohort study [23,24], and among an Indigenous
population of New Zealand the Maori [25]. Food avail-
ability and access was assessed with a modified tool
which was previously validated in a low socioeconomic
sample in the United States [26]. Items include fre-
quency and location of grocery shopping, food costs,
availability and cost of fruits and vegetables on and off-
reserve, and whether participants grow their own vegeta-
bles during the summer. An overall score was deter-
mined by an unweighted sum of five items. Perceptions
of tobacco pricing and availability were measured using
a Community Readiness Survey [27]. The perception
score is scaled by the unweighted sum of the 8-items,
which assess individual perceptions on tobacco use and
accessibility among teenagers, problems with tobacco
use among adults, willingness to increase tobacco tax,
ban tobacco advertisements or enforce more laws on
tobacco sales. The scale was found to have good con-
struct validity, as scale scores were significantly asso-
ciated
with
community
readiness
as
evaluated
by
prevention planners [27]. The Environmental Profile of
Community Health (EPOCH-2) tool measures commu-
nity level determinants of cardiovascular risk factors and The Six Nations Reserve in Brant County, Ontario
spans approximately 18,000 hectares of land, and is
located 25 km from the major city of Hamilton, between
Brantford, Caledonia and Hagersville. The reserve is
home to the largest population of First Nations in
Canada, with over 12,000 Six Nations people [18,19]. Understanding the association of contextual factors and
related CVD health behaviours in high-risk communities
is important for the design of future interventions. Background It is well known that control of
pricing and advertising is more effective for population
control of tobacco use than are individualized smoking
cessation programs [17]. However there is little regula-
tion of tobacco access on most Aboriginal reserves in
Canada. Assessment and outcomes Therefore the objective of this study was to characterize
the contextual factors in the Six Nations community in-
cluding the built environment, access and affordability
of healthy food and tobacco. We hypothesize that con-
textual factors exist which constrain the ability of indivi-
duals to make and sustain health behaviour changes. Participants community is conceptualized as the extent to which en-
vironmental characteristics influence walking for leisure,
exercise, recreation, travel and access to services [13]. In
a systematic review of environmental determinants of
health in adults, both availability of exercise equipment
and connectivity of trails were associated with greater
physical activity [14]. In Aboriginal communities, forma-
tive research has identified environmental factors, such
as loose dogs, poor roads, safety and lack of facilities, as
potential barriers to physical activity [4,5]. Similar envir-
onmental constraints may influence individual dietary
behaviors. Aboriginal people living on remote reserves
are exposed to high food prices and have limited access
to healthy foods [15]. Aboriginal people also face in-
creasing promotion and availability of energy-dense, nu-
trient
poor
products
in
comparison
to
fruits
and
vegetables [16]. While tobacco use has a traditional role
in many Aboriginal cultures, expansion of tobacco pro-
duction and easy access to cigarettes has resulted in a
large proportion of adults using this highly addictive
substance long-term [1]. It is well known that control of
pricing and advertising is more effective for population
control of tobacco use than are individualized smoking
cessation programs [17]. However there is little regula-
tion of tobacco access on most Aboriginal reserves in
Canada. Sixty-three individuals from the Six Nations Reserve
were included in the present study. Study participants
were previously enrolled in the SHARE-AP ACTION
household-based randomized trial [4]. Eligibility and ex-
clusion criteria are described elsewhere [4]. All 83 adult
participants in SHARE-AP ACTION were mailed a letter
describing the study, followed by telephone calls inviting
them into the research unit to complete the assessment. The main reason cited for non-participation was being
“too busy” at work or at home. Background prevalence of obesity and related metabolic complications
in adults, the SHARE-AP ACTION household-based
intervention was implemented with the goal of changing
health behaviours associated with weight gain. However
after a six month intervention, only modest changes in
dietary and physical activity practices were observed
among intervention families [4]. Similarly, school and
community-based interventions aimed at intensifying in-
dividual health behaviours among American Aboriginal
communities have shown little impact on reducing body
weight [5-8]. Aboriginal people suffer a higher risk of developing
obesity, type 2 diabetes and cardiovascular disease
(CVD) compared to the general population [1-3]. A pre-
vious study we conducted on the Six Nations Reserve
(SHARE-AP) demonstrated that community members
have
high
rates
of
obesity,
diabetes,
hypertension,
tobacco use, elevated cholesterol and CVD compared to
European-origin Canadians [1]. In response to the high * Correspondence: anands@mcmaster.ca
1Department of Medicine and Epidemiology, McMaster University,
1280 Main St, Hamilton, Ontario L8S 4K1, Canada
3Population Health Research Institute, 237 Barton Street East, Hamilton,
ON L8L 2X2, Canada
Full list of author information is available at the end of the article There is emerging evidence to support the influence of
community level factors on health behaviors associated
with CVD, such as diet, physical activity and tobacco
use [9-12]. The built environment or “walkability” of a Page 2 of 8 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 community is conceptualized as the extent to which en-
vironmental characteristics influence walking for leisure,
exercise, recreation, travel and access to services [13]. In
a systematic review of environmental determinants of
health in adults, both availability of exercise equipment
and connectivity of trails were associated with greater
physical activity [14]. In Aboriginal communities, forma-
tive research has identified environmental factors, such
as loose dogs, poor roads, safety and lack of facilities, as
potential barriers to physical activity [4,5]. Similar envir-
onmental constraints may influence individual dietary
behaviors. Aboriginal people living on remote reserves
are exposed to high food prices and have limited access
to healthy foods [15]. Aboriginal people also face in-
creasing promotion and availability of energy-dense, nu-
trient
poor
products
in
comparison
to
fruits
and
vegetables [16]. While tobacco use has a traditional role
in many Aboriginal cultures, expansion of tobacco pro-
duction and easy access to cigarettes has resulted in a
large proportion of adults using this highly addictive
substance long-term [1]. Methods Using a cross-sectional design, information was collected
from individuals residing in the community to charac-
terize community level factors of built environment,
healthy food access and availability, and tobacco use
among individuals from the Six Nations Reserve. The Re-
search Ethics Board of McMaster University and Band
Council of the Six Nations approved the study protocol
and all study participants provided written informed con-
sent. This study was funded by a grant from the Heart
and Stroke Foundation of Ontario (Grant #PEA6547). Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Page 3 of 8 Table 2 Mean (SD) subscale scores from the NEWS
questionnaire
NEWS subscale
Six nations
(N=63)
Possibility
range
Walkability to Community Facilities
8.9 (4.8)
7-42
Street Connectivity
6.7 (2.3)
4-16
Walking/Cycling Facilities
5.4 (2.7)
4-16
Aesthetics
7.5 (2.5)
5-25
Pedestrian/Traffic Safety
12.2 (2.3)
5-25
Crime Safety
16.4 (3.3)
5-25
Community Satisfaction
31.2 (6.8)
6-36
* Higher scores indicate a more favourable value of the Environmental
characteristics. Table 2 Mean (SD) subscale scores from the NEWS Table 2 Mean (SD) subscale scores from the NEWS
questionnaire disease. This instrument has been tested in several com-
munities in Canada, India, Columbia, China and Iran
and was found to have good construct validity [28]. EPOCH-2 includes a survey of community awareness,
attitudes and social norms given to all participants. Statistics Statistical analysis was conducted using SPSS v11.0 soft-
ware. All study variables were analyzed descriptively by
percentage and means. Due to the limited statistical
power we did not test the association between percep-
tions of the contextual environment and individual
health behaviours. Results their household. All individuals reported purchasing gro-
ceries off of the Six Nations reserve, which required an
average of 5 (SD 2.56) trips per month. The majority
of individuals reported that fruits and vegetables were
affordable (89%) and available (98%) off of the reserve. Fewer people believed fruits and vegetables were afford-
able (76%) and available (67%) on the reserve. Twenty
two percent grew their own fruits and vegetables in the
summer. Recruitment began in May 2008 and was completed
in December 2008. Of the eighty-three participants
approached from the previous SHARE-AP ACTION
study, 75.9% (n=63) responded and were included in the
study. Demographic characteristics of study participants
are shown in Table 1. The mean age of participants was
42.3 (SD 10.7) years, with 41% of individuals making an
annual income between $30,000 and $60,000. Thirty per-
cent of study participants were current smokers. Built environment (NEWS questionnaire) Table 4 summarizes the responses for tobacco availabil-
ity and accessibility. The majority of individuals on the
Six Nations Reserve reported tobacco use to be a prob-
lem in their community (90.5%) and a problem among
teenagers (90.5%). Most participants believed that there
should be a ban on tobacco advertisement (74.6%)
and greater law enforcement on tobacco sales (63.5%). However, only 3.2% of individuals were supportive of
increased tobacco taxation. Three quarters of respon-
dents indicated that teenagers can easily obtain tobacco
from home; a majority believe that adults can easily buy
tobacco for teens (87.3%), and teenagers can easily buy
tobacco for themselves (66.7%). Table 2 shows the mean and standard deviation of the
walkability scores. Participants generally perceived the
walkability of the Six Nations environment to be poor. For example, the score reported for walkability to com-
munity facilities, street connectivity, walking/cycling fa-
cilities, aesthetics, and pedestrian/traffic safety were all
lower than the ‘midpoint’ score for each of the NEWS
subscale components. Interestingly despite the unfavour-
able responses to the built environment, community sat-
isfaction was reported to be high. Environmental profile of community health (EPOCH) Environmental profile of community health (EPOCH)
Participants
were also
asked
whether
they noticed
tobacco and anti-tobacco advertisements in their com-
munity. (Table 5) Most reported seeing anti-smoking
advertisements on television and radio (87.5%). 88.9% of
individuals were aware of the laws requiring health
warnings on cigarette packages. In terms of nutrition en-
vironmental factors, both junk food and healthy food
advertisements were observed by study participants. Only 65% were aware of the official dietary guidelines,
and 7.9% aware of the laws that lower fruit and vegetable
tax (Table 6). to tobacco products was seen as problematic for the
community. While most respondents were satisfied living on the
Reserve, participants identified the Reserve as being a
difficult place in which to walk, having low street con-
nectivity, poor aesthetics, and a higher potential for
crime and traffic safety concerns. The ratings for neigh-
bourhood walkability on the Six Nations reserve are
very low in contrast to urban cities in Canada, where
street connectivity, aesthetics, access to walking/cycling
facilities and safety score above mid-point values on the
NEWS questionnaire [29]. The NEWS questionnaire has
been used to assess walkability in rural regions also, but
not yet in Canada. It may be expected that walkability
scores may be lower in rural compared to urban regions,
although
this
is
highly
context
dependent
[23,24]. Enhancements to the walkability features of the Reserve
may be an important target to increase physical activity
among community members. Food availability and affordability Table 3 shows the participant responses for food avail-
ability and accessibility. The average individual reported
spending $151 (SD $64.4) per week on groceries to feed Table 3 Fruits and vegetables accessibility and
availability
Fruits & vegetables accessibility and availability
N (%) or
mean (SD)
Average household money spent on Groceries
per week
$150.66 (64.4)
Grocery Shopping done outside reserve
63 (100%)
Times per month to go Grocery Shopping
5 (2.56)
Grow own Vegetables & Fruits in Summer
14 (22.2%)
Fruits & Vegetables available inside the Reserve
42 (66.7%)
Fruits & Vegetables affordable inside the Reserve
48 (76.2%)
Fruits & Vegetables available outside the Reserve
62 (98.4%)
Fruits & Vegetables affordable outside the Reserve
56 (88.9%) Table 3 Fruits and vegetables accessibility and
availability Table 1 Six nations participant demographics (N=63)
% Female
age mean, years (SD)
46 (73.9%)
42.3 (10.7)
Individual Income, N (%)
<$29,999
16 (27.6%)
$30,000 - $59,999
24 (41.4%)
>$60,000
18 (31.0%)
Smoking Status, N (%)
Current
18 (29.5%)
Former/Never
43 (70.5%) Table 1 Six nations participant demographics (N=63)
% Female
age mean, years (SD)
46 (73.9%)
42.3 (10.7)
Individual Income, N (%)
<$29,999
16 (27.6%)
$30,000 - $59,999
24 (41.4%)
>$60,000
18 (31.0%)
Smoking Status, N (%)
Current
18 (29.5%)
Former/Never
43 (70.5%) Table 1 Six nations participant demographics (N=63)
% Female
age mean, years (SD)
46 (73.9%)
42.3 (10.7)
Individual Income, N (%)
<$29,999
16 (27.6%)
$30,000 - $59,999
24 (41.4%)
>$60,000
18 (31.0%)
Smoking Status, N (%)
Current
18 (29.5%)
Former/Never
43 (70.5%) Table 1 Six nations participant demographics (N=63) Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 Page 4 of 8 Environmental profile of community health (EPOCH)
Participants
were also
asked
whether
they noticed
tobacco and anti-tobacco advertisements in their com-
munity. (Table 5) Most reported seeing anti-smoking
advertisements on television and radio (87.5%). 88.9% of
individuals were aware of the laws requiring health
warnings on cigarette packages. In terms of nutrition en-
vironmental factors, both junk food and healthy food
advertisements were observed by study participants. Food availability and affordability Table 4 Tobacco pricing and availability factors
Tobacco accessibility and availability variable
YES %
Tobacco Use is a Problem in the Six Nations Community
90.5
There should be a ban on Tobacco Advertising
74.6
There should be more Law Enforcement on Tobacco sales
63.5
Tobacco Use Problem among Teenagers
90.5
Easy to Sneak Tobacco for Teenagers from Home
74.6
Easy for Adults to Buy Tobacco for Teenagers
87.3
Easy for Teenagers to Buy Tobacco
66.7
Willing to Pay More Tax on Tobacco
3.2
Table 6 Nutrition environmental factors predicting daily
fruit and vegetable consumption on six nations reserve
from EPOCH-II (N=63)
Variable
YES %
Participant Observations
Junk Food Advertisements
Posters
47.6
TV/Radio
69.8
Newspapers
63.5
Sports/Music
41.3
Healthy Food Advertisements
Posters
49.2
TV/Radio
55.6
Newspapers
66.7
Sports/Music
33.3
Participant Awareness
Official Dietary Guidelines
65.1
Laws that lower taxes on
7.9
fresh fruits/vegetables Table 4 Tobacco pricing and availability factors
Tobacco accessibility and availability variable Table 4 Tobacco pricing and availability factors
Tobacco accessibility and availability variable
YES %
Tobacco Use is a Problem in the Six Nations Community
90.5
There should be a ban on Tobacco Advertising
74.6
There should be more Law Enforcement on Tobacco sales
63.5
Tobacco Use Problem among Teenagers
90.5
Easy to Sneak Tobacco for Teenagers from Home
74.6
Easy for Adults to Buy Tobacco for Teenagers
87.3
Easy for Teenagers to Buy Tobacco
66.7
Willing to Pay More Tax on Tobacco
3.2 Environmental profile of community health (EPOCH) Discussion This study highlights several potential barriers toward
adoption of healthy behaviours that exist in the Six
Nations community. Specifically the built environment
was viewed as being unfavourable to walking, access to
healthy foods on the reserve was limited, and easy access y
NEWS questionnaire [29]. The NEWS questionnaire has
been used to assess walkability in rural regions also, but
not yet in Canada. It may be expected that walkability
scores may be lower in rural compared to urban regions,
although
this
is
highly
context
dependent
[23,24]. Enhancements to the walkability features of the Reserve
may be an important target to increase physical activity
among community members. All participants purchased their groceries off of the Six
Nations reserve, which is likely due to the greater avail-
ability and affordability of food. Six Nations respondents
travel off of the Reserve more than 5 times per month in
order to obtain a variety of food items, and spend ap-
proximately $151 per week on groceries alone, in con-
trast to the average total food expense of $140 per week
in Ontario households [30]. In addition, Aboriginal
households in Ontario are reported to have markedly
lower household incomes ($46,865) in comparison to the
Ontario median ($60,455), suggesting a greater burden of
food costs is carried by Aboriginal families [31,32]. Table 5 Tobacco environmental factors
Variable
YES %
Participant Observations
Tobacco Advertisements
Posters
33.0
TV/Radio
12.0
Newspapers
34.9
Sports/Music
28.6
Anti Smoking Advertisements
Posters
58.7
TV/Radio
87.5
Newspapers
63.5
Participant Awareness
Support Programs to stop smoking
69.8
Bans of smoking in public
84.1
Bans on smoking advertising
84.1
Laws on health warnings
88.9 Table 5 Tobacco environmental factors
Variable
YES %
Participant Observations
Tobacco Advertisements
Posters
33.0
TV/Radio
12.0
Newspapers
34.9
Sports/Music
28.6
Anti Smoking Advertisements
Posters
58.7
TV/Radio
87.5
Newspapers
63.5
Participant Awareness
Support Programs to stop smoking
69.8
Bans of smoking in public
84.1
Bans on smoking advertising
84.1
Laws on health warnings
88.9 Table 5 Tobacco environmental factors
Variable
YES %
Participant Observations
Tobacco Advertisements
Posters
33.0
TV/Radio
12.0
Newspapers
34.9
Sports/Music
28.6
Anti Smoking Advertisements
Posters
58.7
TV/Radio
87.5
Newspapers
63.5
Participant Awareness
Support Programs to stop smoking
69.8
Bans of smoking in public
84.1
Bans on smoking advertising
84.1
Laws on health warnings
88.9 Table 5 Tobacco environmental factors Table 5 Tobacco environmental factors The
COMMIT randomized control trial of 11 communities
in Canada and the United States did not change heavy
smoker quit rates, but had a minimally significant influ-
ence on light-to-moderate smokers consuming less than
25 cigarettes per day [41]. Prior studies of the association between contextual
factors and health behaviours in non-Aboriginal com-
munities such as physical activity, dietary intake, BMI,
and tobacco use have produced mixed results. A recent
systematic review of studies in which community-based
interventions were initiated to improve community
levels of physical activity reported inconsistent results,
and emphasized the need for well-designed intervention
studies [33]. Prior studies have reported that food avail-
ability and affordability [34] and presence of supermar-
kets [35] are associated with healthy food purchases,
whereas difficulty accessing produce and high quality
groceries promoted the consumption of fast food [36]. A
recent systematic review of 28 studies, mostly from the
United States showed that greater accessibility to super-
markets or less access to takeaway outlets was associated
with a lower prevalence of overweight/obesity. However,
no strong associations between the food environment
and dietary intake were observed, with the exception of
area-level deprivation where individuals who lived in low
socioeconomic communities had a greater likelihood of
having an obesogenic dietary intake [37]. Thus while
community perceptions and contextual factors are asso-
ciated with weight status, the association between the
community environment and health behaviours such as
physical activity, dietary intake, and BMI will require lar-
ger studies involving more communities [37]. For ex-
ample, a fully powered study of the built environment
on BMI would require inclusion of 12 Aboriginal com-
munities, with at least 50 subjects per community to be
able to detect a minimum 0.6 point difference in BMI
between high versus low walkable communities (assum-
ing an intraclass correlation of 0.09, and alpha of 0.05). Furthermore a recent review of intervention studies con-
ducted among reserve dwelling Aboriginal people from
the United States identified important components of
successful community interventions designed to change
health behaviours. Table 5 Tobacco environmental factors All participants purchased their groceries off of the Six
Nations reserve, which is likely due to the greater avail-
ability and affordability of food. Six Nations respondents
travel off of the Reserve more than 5 times per month in
order to obtain a variety of food items, and spend ap-
proximately $151 per week on groceries alone, in con-
trast to the average total food expense of $140 per week
in Ontario households [30]. In addition, Aboriginal
households in Ontario are reported to have markedly
lower household incomes ($46,865) in comparison to the
Ontario median ($60,455), suggesting a greater burden of
food costs is carried by Aboriginal families [31,32]. Page 5 of 8 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 longevity of the health promotion program. They also
highlight the importance of future research studies to
study the effectiveness of community- based programs
to change health behaviours and outcomes [38]. Overwhelmingly 90% of the community members
reported tobacco use as being a problem in the Six
Nations community especially among teenagers. Chil-
dren and teenagers were perceived to have easy access
to tobacco on the Reserve. Most participants are aware
of smoking support programs, bans in public, advertise-
ment laws, and health warnings on tobacco packaging. While most individuals indicated that bans on tobacco
advertisements or increased law enforcement would be
acceptable for reducing rates, only 3% were willing to
tolerate increased taxation. Current literature regarding effective tobacco-related
community interventions in Aboriginal communities is
sparse. Our observation that advertisements promoting
smoking and easy access to smoking for adults and chil-
dren on the Six Nations reserve, together with the previ-
ous observation we reported of the high prevalence of
cigarette smoking, makes it highly likely that the two
characteristics are linked. However data from individual
studies vary. For example, a community and school-
based intervention among Native American children
from 27 elementary schools and 5 states showed no in-
fluence of a community-based intervention including
classroom lessons, media, and information sessions on
rates of cigarette use [39]. In a Cochrane review of com-
munity interventions targeting adult smoking by mass
media, smoking policy, and smoke-free environments,
had no effect on the prevalence of smoking [40]. Table 5 Tobacco environmental factors These successful components include
interventions targeted toward multiple levels including
households, schools, community food suppliers as well
as individuals, engaging and partnering with multiple
community stakeholders and community members, and
having
an
institutional
base
of
support
to
ensure g
p
y
There is strong evidence that increased taxation from
a population perspective is associated with lower smok-
ing rates, and it seems reasonable to assume that with
increased taxation and decreased access to cigarettes,
the rates of smoking on the Six Nations reserve would
decline. The use of tobacco on the Six Nations reserve is
complex. Registered Indians or bands on reserve are ex-
empt from sales taxes for goods and services as outlined
by section 87 of the Indian Act [42]. Although First
Nations can implement taxes on tobacco sales under the
First Nations Sales Tax (FNST), only nine communities
have chosen to do so [43]. Many First Nations govern-
ments are dependent on federal fiscal transfers to ac-
count for more than 90 percent of their revenue. While
local taxation of cigarettes could serve as a means for al-
ternative and stable revenue of the elected Six Nations
council, without a clear mechanism to enforce this
policy, this strategy for tobacco control is not likely to
be successful [44]. Increased price of tobacco is asso-
ciated with lower tobacco use (price elasticity) in non-
Aboriginal
communities
where
smoking
rates
have
decreased 2-4% for every 10% increase in price [45,46]. Opposition to tobacco taxation among First Nations is
partly attributed to the strong historical, cultural, and
economic
ties
to
the
tobacco
industry. Successful
tobacco control policies such as those advocated by the
World Health Organization’s Framework Convention
on Tobacco Control include common features such as Page 6 of 8 Joseph et al. BMC Public Health 2012, 12:952
http://www.biomedcentral.com/1471-2458/12/952 banning all forms of promotion of tobacco products,
price
increases
through
taxation,
strong
prominent
health warnings on packaging, banning sales to children,
and enforcement of tobacco policy by law including im-
plementation of quotas [47]. Presently on the Six Nations
reserve these control policies do not exist – which does
not bode well for the future health of this community
given that the use of tobacco use among adults, pregnant
mothers and children is substantially higher than in most
other communities in Canada. factors, may overpower the independent influence of
physical environment on behaviours. Table 5 Tobacco environmental factors Inter-household
sharing is a common practice in First Nations communi-
ties, suggesting the importance of studying the social en-
vironment on individual health behaviours [15]. banning all forms of promotion of tobacco products,
price
increases
through
taxation,
strong
prominent
health warnings on packaging, banning sales to children,
and enforcement of tobacco policy by law including im-
plementation of quotas [47]. Presently on the Six Nations
reserve these control policies do not exist – which does
not bode well for the future health of this community
given that the use of tobacco use among adults, pregnant
mothers and children is substantially higher than in most
other communities in Canada. This study highlights potential areas of interest for fu-
ture study of contextual factors and community interven-
tions. Our results suggest that interventions to improve
reserve walkability, increase healthy food advertisements
and nutrition education, and to reduce access and afford-
ability of tobacco products may reduce the burden of
chronic diseases faced by this community. Efforts should
be made to find culturally appropriate community inter-
ventions that target health behaviours. Modifications to
contextual factors have been attempted by other Aboriginal
communities with successful intervention leading to
increased access to fitness centers, use of walking trails,
development of gardening programs, and improved
food stores [53,54]. The World Health Organization and other health ad-
vocacy groups cite the aggressive global marketing of
risky products and behaviors, particularly those targeting
children and youth, as key factors in bringing tobacco,
alcohol, and unhealthy processed foods into households
worldwide [48]. In our survey, Six Nations community
members recognized the excessive advertising of tobacco
products and easy access for teenagers. However they
did not embrace the idea that taxation may decrease use
of tobacco. The community leadership in health must
galvanize the community sentiment toward the adverse
effects of tobacco on health, and persuade the local gov-
ernment to take a tough stand against the easy availabil-
ity and access tobacco, especially among children and
youth. The future health of Six Nations depends on the
community’s involvement and ownership of new initia-
tives to target maladaptive health behaviors [48]. Authors’ contribution
PJ AB
d AM
i
d PJ, AB and AM assisted with the analysis, interpretation and drafting of the
manuscript. HM, participated in data collection and provided comments of
the manuscript drafts, CC assisted in the analysis of the EPOCH questionnaire
data and provided comments on the manuscript drafts,
RM helped to coordinate the study, and provided critical revisions on the
manuscript drafts, SA conceived the study, and participated in analysis,
interpretation and writing of the manuscript. All authors read and approved
the final manuscript. Acknowledgements This study was funded by a pilot grant from the Heart and Stroke
Foundation of Ontario (Grant #PEA6547). *Dr. Anand holds the Michael G
DeGroote and Heart and Stroke Foundation of Ontario Chair in Population
Health, the May Cohen Eli Lilly Endowed Chair in Women’s Health Research,
and a Canada Research Chair in Ethnicity and Cardiovascular Disease at
McMaster University. Conclusion The present study characterizes the contextual determi-
nants of key health behaviours associated with cardio-
vascular risk on the Six Nations reserve. This study
provides preliminary information to assist in the design,
implementation and evaluation of contextual studies and
interventions to determine if they are effective in im-
proving health behaviours. It is likely that multiple pre-
vention strategies including individualized programs as
well as community interventions are needed to improve
the future health of this community. Limitations The small sample size of this study limited examination
of direct associations between community level factors
and individual behaviours. The evaluation tools we used
may be too narrow to encompass all potential commu-
nity level factors which impact on individuals health
behaviours, as we relied on participants perception of
their environment and not objective measures of the
community. Other studies have shown that collection of
both perception and objective measures of contextual
factors enhances the ability to study influences of envir-
onment on health, and future studies should consider in-
cluding both types of measures [49-51]. Furthermore
our participants likely represented a more health con-
scious segment of the community (based on comparison
of their higher household income and lower smoking
rates to the general population) which may have influ-
enced their responses to our questions. The effects of
the off-reserve environment on Aboriginal health beha-
viours were not considered. In addition, the on-reserve
environment is also extensive. The influence of context-
ual factors in schools and at the workplace would be
relevant for analysis, as well as micro environmental
components such as food quality, grocery store set-up,
and restaurant menus [52]. Finally, the influence of mul-
tiple environments, including social, political and cultural Competing interests
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1280 Main St, Hamilton, Ontario L8S 4K1, Canada. 2Six Nations Health
Services, 1745 Chiefswood Road, Ohsweken, ON N0A 1M0, Canada. 3Population Health Research Institute, 237 Barton Street East, Hamilton,
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Cite this article as: Joseph et al.: Contextual determinants of health
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https://openalex.org/W2153187598
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https://eprint.ncl.ac.uk/fulltext.aspx?url=208734/62FB4E80-AD59-4F83-9F41-8178D9D79AE8.pdf&pub_id=208734
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Effectiveness of interventions to promote healthy diet in primary care: systematic review and meta-analysis of randomised controlled trials
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BMC public health
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Bhattarai N, Prevost AT, Wright AJ, Charlton J, Rudisill C, Gulliford MC. Effectiveness of interventions to promote healthy diet in primary care:
systematic review and meta-analysis of randomised controlled trials. BMC
Public Health 2013, 13: 1203. Copyright: © 2013 Bhattarai 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. http://dx.doi.org/10.1186/1471-2458-13-1203 Abstract Background: A diet rich in fruit, vegetables and dietary fibre and low in fat is associated with reduced risk of
chronic disease. This review aimed to estimate the effectiveness of interventions to promote healthy diet for
primary prevention among participants attending primary care. Methods: A systematic review of trials using individual or cluster randomisation of interventions delivered in
primary care to promote dietary change over 12 months in healthy participants free from chronic disease or
defined high risk states. Outcomes were change in fruit and vegetable intake, consumption of total fat and fibre
and changes in serum cholesterol concentration. Results: Ten studies were included with 12,414 participants. The design and delivery of interventions were diverse
with respect to grounding in behavioural theory and intervention intensity. A meta-analysis of three studies showed
an increase in fruit consumption of 0.25 (0.01 to 0.49) servings per day, with an increase in vegetable consumption
of 0.25 (0.06 to 0.44) serving per day. A further three studies that reported on fruit and vegetable consumption
together showed a pooled increment of 0.50 (0.13 to 0.87) servings per day. The pooled effect on consumption
of dietary fibre, from four studies, was estimated to be 1.97 (0.43 to 3.52) gm fibre per day. Data from five studies
showed a mean decrease in total fat intake of 5.2% of total energy (1.5 to 8.8%). Data from three studies showed
a mean decrease in serum cholesterol of 0.10 (−0.19 to 0.00) mmol/L. Conclusion: Presently-reported interventions to promote healthy diet for primary prevention in primary care,
which illustrate a diverse range of intervention methods, may yield small beneficial changes in consumption of
fruit, vegetables, fibre and fat over 12 months. The present results do not exclude the possibility that more
effective intervention strategies might be developed. Keywords: Diet, Health promotion, Primary care, Systematic review, Meta-analysis intake of fruit, and 59% of the recommended intake of
vegetables [2]. A higher intake of dietary fibre is associated
with lower risk of all-cause mortality [3], as well as lower
incidence of colorectal cancer [4] and stroke [5]. The esti-
mated mean fibre intake for American adults is 15.9 gram
per day, lower than the recommended intake of at least
25–38 gram per day [6]. RESEARCH ARTICLE Open Access * Correspondence: nawaraj.bhattarai@glasgow.ac.uk
1Department of Primary Care and Public Health Sciences, King’s College
London, London, UK
3Health Economics and Health Technology Assessment Unit, Institute of
Health and Wellbeing, University of Glasgow, 1 Lilybank Gardens, Glasgow
G12 8RZ, UK
Full list of author information is available at the end of the article Abstract Cardiovascular diseases and dia-
betes are associated with obesity and high dietary intakes
of fat and sugars [7] but a typical American diet includes
280% of the recommended intake of calories from solid
fats and sugars [2]. Obesity imposes a significant burden
of morbidity and mortality on populations. The health
care costs associated with obesity are substantial and the © 2013 Bhattarai 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. Effectiveness of interventions to promote healthy
diet in primary care: systematic review and
meta-analysis of randomised controlled trials Nawaraj Bhattarai1,3*, A Toby Prevost1, Alison J Wright1, Judith Charlton1, Caroline Rudisill2 and Martin C Gulliford1 © 2013 Bhattarai 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. Date deposited: Newcastle University ePrints - eprint.ncl.ac.uk Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Background Comparators included usual care or no
intervention. We excluded those trials comparing one
type of diet promotion intervention with another only
because our aim was to estimate the effect size differ-
ence between a diet promotion intervention and the
existing usual care or no intervention; we did not aim to
compare any two methods of diet promotion interven-
tions. A minimum follow- up period of 12 months after
randomisation was required. Only English language publi-
cations were included. vast majority of the costs are attributable to treating health
consequences of obesity including type 2 diabetes, cancer
and cardiovascular diseases [8]. There is evidence for the effectiveness of primary
care-based interventions to promote physical activity
[9], alcohol reduction [10] and smoking cessation [11]. The regularity of patient consultations in primary care
[12], and the value that patients place on medical advice
[13], offer opportunities for general practitioners to play
important roles in promoting health and preventing
disease. This may include the provision of advice on
healthy eating. Several randomised trials have evaluated
the potential to modify patients dietary habits through
primary care based interventions. However, earlier system-
atic reviews of the effectiveness of dietary interventions
for primary prevention are limited in their applicability
to primary care by the inclusion of studies set in work
places, shopping centres and churches. Some reviews
have included non-randomised studies [14] and trials
with short follow-up, as well as participants with estab-
lished medical conditions, or patients with defined high-
risk status [14-17], with the possibility of diet restrictions
and which would limit the participation in diet promotion
intervention. Recent work on understanding the effectiveness of
interventions to increase healthy diet has focused on
the importance of using behaviour science theory to
understand determinants of behaviour. Use of specific
intervention techniques including setting goals, moni-
toring behaviour, and reviewing progress towards goals
in the light of feedback may be key to dietary behaviour
change [18,19]. The effectiveness of behavioural interven-
tions may also depend on factors such as the frequency of
contacts, the type of professional involved, and whether
delivered individually or in a group setting. We report a systematic review and meta-analysis of
randomised controlled trials of primary care-based diet
promotion interventions for primary prevention in adults
with minimum 12 months follow up. Background An increase in intake of fruit and vegetables of one por-
tion per day (80 g/day) may be associated with a 10% rela-
tive reduction in risk of ischaemic heart disease and 6%
reduction in stroke, with between 1% and 6% reduction in
risk of certain cancers [1]. However, a typical American
diet includes only includes 42% of the recommended daily Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 2 of 14 in primary care, including dietary counselling, motiv-
ational interviews, advice for behaviour change, computer-
delivered dietary information, reminder telephone calls
and postal newsletters. Primary care in this context
refers to interventions delivered through the first point
of contact in a health care system, where the service
provider acts as the principal source of advice to patients,
rather than through specialist referral. Dietary promotion
intervention in this context means any methods which
are used to promote healthy diet, including healthy
eating advice and counselling, telephone calls, group
lectures or use of any other dietary education materials in-
cluding posters, booklets and guidelines. We excluded
multifaceted interventions including those with physical
activity promotion along with diet promotion and we
did not set any threshold amount of physical activity for
exclusion. Target populations included the general popula-
tion of adults aged 16 years or over, including both men
and women. We excluded studies in pregnant women,
patients at high risk of, or diagnosed with, cardiovascu-
lar diseases, type 2 diabetes, cancer or other chronic
conditions, as well as studies in first or second degree
relatives of affected individuals. We also excluded studies
that included participants at high risk of colorectal cancer
(because of adenomatous polyps) [20] or breast cancer
(with mammographic abnormalities) [21,22]. In order to
focus on a population approach to primary prevention, we
excluded trials which included participants who were
pregnant, or with existing chronic conditions, or at high
risk of diseases such as colorectal or breast cancer, or with
participants who were relatives of family members with
chronic health problems linked to diet. Such high risk
participants or those with established chronic conditions
linked with diet, may be more motivated to make dietary
behaviour changes which may apparently show higher
effectiveness of interventions promoting healthy diet in
primary care. Also, there may be possibilities of diet
restrictions which may limit the participation in diet
promotion intervention and may apparently show lower
effectiveness. Background The aim was to
quantify whether diet promotion for primary prevention
in primary care is effective in sustained dietary modifi-
cations over at least one year. We also aimed to charac-
terise existing interventions in terms of their theoretical
basis and intervention techniques employed, and explore
whether these were related to intervention effectiveness. Eligibility criteria The review included reports of randomised or cluster
controlled trial study designs. Outcome measures included
fruit and vegetable intake (servings/day), fat (% of total
energy intake), fibre consumption (gram per day) and
change in serum cholesterol level (mg/dl or mmol/l). Interventions included any diet promotion intervention Methodological quality assessment Methodological quality assessment
NB appraised each study for methodological quality using
a standard guidance and checklist [25]. We assessed the
methodological quality and risk of bias in terms of ran-
domisation, allocation concealment, blinding, loss to fol-
low up and outcome assessment tool validity. Search methods, study selection and data extraction search terms “dietary intervention AND primary care”,
“diet promotion intervention AND primary care”, “diet
advice AND primary Care”, “counselling AND diet AND
primary care”, “diet promotion AND primary care”, “diet
advice AND behaviour change”, “advice in primary care
AND behaviour AND diet”, “nutritional counselling AND
primary care”, “lifestyle counselling AND cardiovascular risk
AND primary care”, “fruit AND vegetable AND primary
care”, “nutritional counselling AND general practice”,
“dietary intervention AND general practice”, “dietary
intervention AND primary care practice”, “nutritional
advice AND general practice”, “primary care and diet
modification”, “fruit and vegetables consumption AND
general practice” “primary care AND fiber consump-
tion” and “fruit and vegetable consumption AND diet
intervention”. We also reviewed reference lists of relevant
articles and previous systematic reviews. The search was
carried out initially in September 2012 and again in March
2013. NB carried out initial screening of title and abstracts
against inclusion criteria and retrieved those potentially
eligible. NB and MCG independently assessed the re-
trieved full text articles and any differences were reviewed
and agreed. NB extracted data concerning participants,
interventions, and outcomes in a tabular form designed
for this review. AJW and NB extracted data on the
nature of each intervention, including total number of
contacts with participants, mode(s) of administration
and intervention techniques used [23] and coded the
extent to which intervention was based on psychological
theories of the determinants of behaviour change, using
a published coding scheme [24]. NB and MCG cross
checked the extracted data. We used random effects meta-analysis to pool the
estimates from individual studies. We used the I2 stat-
istic to describe the variation in effect size attributable
to heterogeneity among studies; higher values suggest-
ing greater heterogeneity. We also constructed funnel
plots to assess for the publication bias for the studies
included in the review. We used the metan command
in STATA version 12 for the analysis. Search methods, study selection and data extraction We searched Medline, PsycINFO, EMBASE, Centre for
Reviews and Dissemination, and the Cochrane Library,
with no restrictions in the date and year, using the combined Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 3 of 14 in mg/dl, the conversion factor of 38.6598 was used to
express them as mmol/L. search terms “dietary intervention AND primary care”,
“diet promotion intervention AND primary care”, “diet
advice AND primary Care”, “counselling AND diet AND
primary care”, “diet promotion AND primary care”, “diet
advice AND behaviour change”, “advice in primary care
AND behaviour AND diet”, “nutritional counselling AND
primary care”, “lifestyle counselling AND cardiovascular risk
AND primary care”, “fruit AND vegetable AND primary
care”, “nutritional counselling AND general practice”,
“dietary intervention AND general practice”, “dietary
intervention AND primary care practice”, “nutritional
advice AND general practice”, “primary care and diet
modification”, “fruit and vegetables consumption AND
general practice” “primary care AND fiber consump-
tion” and “fruit and vegetable consumption AND diet
intervention”. We also reviewed reference lists of relevant
articles and previous systematic reviews. The search was
carried out initially in September 2012 and again in March
2013. NB carried out initial screening of title and abstracts
against inclusion criteria and retrieved those potentially
eligible. NB and MCG independently assessed the re-
trieved full text articles and any differences were reviewed
and agreed. NB extracted data concerning participants,
interventions, and outcomes in a tabular form designed
for this review. AJW and NB extracted data on the
nature of each intervention, including total number of
contacts with participants, mode(s) of administration
and intervention techniques used [23] and coded the
extent to which intervention was based on psychological
theories of the determinants of behaviour change, using
a published coding scheme [24]. NB and MCG cross
checked the extracted data. Identification of trials We screened titles and abstracts of 2,932 papers and
identified 49 full text articles. We further identified 3
full text articles from cross-checking references of 49
full text articles. We then identified 10 trials [27-36] for
inclusion in this study after excluding trials not meeting
the eligibility criteria. The details are shown in the flow
diagram (Figure 1). Study and participants characteristics We present the study and participant characteristics in
Table 1. Ten studies included in the systematic review
were published between 1988 and 2006. These studies
were conducted in samples representing the primary
care general population in Japan [27] (1 study), USA
[28,31,32,34-36] (6 studies), Italy [30] (1 study) and UK
[29,33] (2 studies).The randomised study sample size
varied among studies and ranged from 213 to 3,179
participants with 12,414 participants randomised in total. Participants were men and women, but three studies
[28,31,36] included women only, with the age ranging
from 18 to 79 years. Participants were generally healthy
without established chronic diseases. Participants in one
study [28] were postmenopausal women consuming at least
36% energy from fat; participants in another study [31]
had serum cholesterol values of 200 mg/dl (5.17 mmol/l)
or more but as this is close to the population mean value,
this study was not excluded as being directed at high risk
individuals. We present the study and participant characteristics in
Table 1. Ten studies included in the systematic review
were published between 1988 and 2006. These studies
were conducted in samples representing the primary
care general population in Japan [27] (1 study), USA
[28,31,32,34-36] (6 studies), Italy [30] (1 study) and UK
[29,33] (2 studies).The randomised study sample size
varied among studies and ranged from 213 to 3,179
participants with 12,414 participants randomised in total. Participants were men and women, but three studies
[28,31,36] included women only, with the age ranging
from 18 to 79 years. Participants were generally healthy
without established chronic diseases. Participants in one
study [28] were postmenopausal women consuming at least
36% energy from fat; participants in another study [31]
had serum cholesterol values of 200 mg/dl (5.17 mmol/l)
or more but as this is close to the population mean value,
this study was not excluded as being directed at high risk
individuals. Intervention and control characteristics For each trial, we extracted the intervention effects at
12 months. We estimated the intervention effect as the
difference in the change in mean outcome values (follow
up value minus baseline value) between the intervention
group and control group. If the baseline data were not
reported in the trials, we used the difference in the mean
outcomes between groups at follow up. If not supplied,
we followed standard procedure [26] to derive standard
error (SE) for each measure. Where fruit and vegetable
consumption was expressed in grams, the conversion
factor of one serving = 80 gm was used to express them
as servings and where the serum cholesterol was expressed The diet promotion interventions in the trials varied in
number of contacts with participants, mode of delivery
and behaviour change techniques employed (Table 2). The number of scheduled contacts for intervention with
the participants in the intervention groups ranged between
one and twenty. Most involved at least one face to face
contact, but two [32,34] involved only a combination
of telephone calls and mailed intervention materials. Of
the interventions using face-to-face sessions, only one [28]
was solely delivered in a group format, while the others
used a combination of group and individual contacts. Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 4 of 14 Figure 1 Study selection flow diagram. Figure 1 Study selection flow diagram. Many of the interventions also involve printed mate-
rials. The interventions involved between two and eight
intervention techniques. Interventions that involved a
greater number of contacts with participants did not
necessarily employ a greater number of techniques. In each study, the control group was not enrolled in
any intervention, but four had minimal interventions:
dietary guidelines [28], standard health education from
leaflets [29], a non-personalised conversation without diet
counselling [30] and breast self-examination counselling
[31] (Table 2). Four [31,32,34,35] of the ten interventions were expli-
citly described as being based on at least one psycho-
logical theory of behaviour change. While none of the
four reports explicitly linked all components of the inter-
vention to all the relevant constructs of the theoretical
model(s) upon which they claimed to be based, they
all explicitly linked at least one intervention technique
to at least one determinant of behaviour specified by
relevant psychological theory. Intervention and control characteristics In three [31,32,34] of the
interventions, the intervention was tailored for partici-
pants according to how they varied on a psychological
construct specified by a theory. In each trial, previously validated self-administered food
frequency questionnaires, or modified simpler versions,
were used to measure the study outcomes. Diet intakes
were estimated using the average of the diet consump-
tion in the previous 24 hours to 1 month, collected
using food frequency questionnaires. No on
8
2
oval
our)
on of theory techniques CT tech
used
0
2 theory Methodological quality of included studies The funnel plots and Egger’s test for potential publication
bias were not informative as insufficient studies were
identified for each outcome. Table 3 presents a summary Number of
practices
Participants randomised
(% Female)
Eligible age range
(mean) years
Ethnicity and socioeconomic status
Diet assessment tool
One group
general
practice
437 randomised 368
participated (49)
25-60 (41.7)
Social class 1 or 2: controls, 30% men,
24% women; intervention 39% men,
43% women. Self-administered food
frequency questionnaire
28 physician
practices
within 6
clinics
2121 (68)
26% > 65 years
White: 91%; Some college education:
73%. Family income below $25000
per year: 28%. Telephone interview
administered food
frequency questionnaire
University
clinical
centres in
three states
2208 (100)
50-79 (60)
White (55%), Black (28%), Hispanic (16%);
<High School (11%), High School (20%),
Post high school with no college degree
(35%), graduate /post graduate (33%)
Self-administered food
frequency questionnaire
Three rural
Virginia
physician
practices
754 (64)
18-72 (46.34)
White: 61%, African American: 37%;
8th grade: College degree: 24%;
Income < $10,000: 14.69%, ≥$41,000:19%. Telephone interview
administered fat and
fibre behaviour
questionnaire
One clinic
213 (100)
20-40 (33.4)
76% White, 13.5% Black, 4% Hispanic,
5.5% Asian, 1.5% other; 85% completed
college
Telephone interview
administered food
frequency questionnaire,
based on 24 hr diet recall
on each of three days
Health
maintenance
organisation
1459 (50)
18-69 (45.8)
White (85.9%), Black (4.5%), Asian (5.8%),
Hispanic (3.0%), Other (0.8%);
Household income < $25,000 12.2%,
≥$70,000 21.7%. Telephone interview
administered Food
Frequency Questionnaire
(FFQ) and Diet Habits
Questionnaire
8 family
practices
956 (50)
35-59 (47.3)
Non-manual occupation, intervention
60%, control 49%; rented
accommodation intervention 11%,
control 25%. Self-administered food
frequency questionnaire. 33 general
practitioners
3179 (50)
18-65 (44.5)
Not reported
Family physician
administered food
frequency questionnaire
Health
maintenance
organization
(HMO)
616 (100)
40-70 (53.8)
Minority groups: 7%; College graduates:
40%
Self-administered fat and
fibre behaviour
questionnaire (FFBQ)
Not reported
550 (68)
40-69 (56)
Not reported
Self-administered diet
history questionnaire
(DHQ) aire. aire
and
t omote dietary
proving health,
ging social norm
her fibre foods,
ng positive for
n of booklet taking
2 weeks later, a
ed by physician
ants who had
ntion. theory
consequences of
behaviour
usual care
3. provide information
regarding others’ approval
5. goal setting (behaviour)
8. Barrier identification
and problem solving? 9. Set graded tasks
19. Provide feedback on
performance
21. provide information
on how to do the
behaviour
27. sed
g,
Yes – stage
change from
the TTM nt on effort/
owards
r and on
l behaviour
pt self monitoring
de information
o perform the 8 s – stage
ange from
e TTM Methodological quality of included studies Use of follow up
prompts
sessions in groups
6 weeks, bi-weekly
y for 9 months and
18 months. Group
periences. None
N/A
5. goal setting – behaviour
8
2
Not counselled,
but given Dietary
Guidelines for
Americans
8. problem solving
12. prompt rewards
contingent on effort/
success towards
behaviour and on
successful behaviour
16. prompt self monitoring
21. provide information
on how to perform the
behaviour
22. model/demonstrate
the behaviour
26. prompt practice
29. plan social support usual care p behaviour
22. model/demonstrate
the behaviour
26. prompt practice
29 plan social support
21. provide information
on how to perform the
behaviour
2
22. model/demonstrate
the behaviour No intervention
until after end of
study ention) tting – behaviour
8
m solving
pt rewards
nt on effort/
owards
r and on
l behaviour
pt self monitoring
de information
o perform the without the use
of a brochure.
No dietary
advice, however
advised on
Breast Self
Examination(BSE) e
y
ed
iew
.
on,
nd
he
Non
rint
ng
ed
d
e
Soc
the
Non
onsistent w
***4 techn p rmation
sequences
ur
7
2
Usual care
(No intervention)
– behaviour
asks
edback on
on how to
ehaviour
monstrate
(?)
w-up
- behaviour
3 or 4***
2 or 3** No intervention
until after end of
study behaviour
22. model/demonstrate
the behaviour
26. prompt practice
29 plan social support
21. provide information
on how to perform the
behaviour
2
22. model/demonstrate
the behaviour N/A new
onstr
ons in
ce of ventio
elp m
h be Standard health
education
leaflet, Guide to
healthy eating
10 prompt review of
behavioural goals
16. or 17.(For some) self-
monitoring – not quite
clear if this was of the
behaviour or of weight. 21. instruction on how to
perform the behaviour
1. provide information
about the consequences
of behaviour
2
0
A simpler and
non personalized
conversation
without the use
of a brochure. 21. provide instruction on
how to perform the
behaviour
ersonal
self
and
5. goal setting – behaviour
7
3
No dietary
advice, however
advised on
Breast Self
Examination(BSE)
8. barrier identification
and problem solving
9. set graded tasks
10. prompt review of
behavioural goals
19. provide feedback on
performance
21. provide instruction on
how to perform the
behaviour
37. motivational
interviewing
5. goal setting – behaviour
3
2
No intervention
19. provide feedback on
performance
21. provide instruction on
how to do the behaviour
e following four intervention techniques: prompt specific goal setting, prompt review of behavioural
s overweight, otherwise three techniques. http://www.biomedcentral.com/1471 2458/13/1203 p p p Standard health
education
leaflet, Guide to
healthy eating
review of
l goals
or some) self-
– not quite
was of the
or of weight. ion on how to
e behaviour
nformation
consequences
ur
2
0
A simpler and
non personalized
conversation
without the use
of a brochure. e instruction on
rform the
ng – behaviour
7
3
No dietary
advice however about the consequences
of behaviour
non personalized
conversation
without the use
of a brochure. 21. provide instruction on
how to perform the
behaviour
cognitive
TTM
Yes – personal
barriers, self
efficacy and
stage of
change
5. goal setting – behaviour
7
3
No dietary
advice, however
advised on
Breast Self
Examination(BSE)
8. barrier identification
and problem solving
9. set graded tasks
10. prompt review of
behavioural goals
19. provide feedback on
performance
21. provide instruction on
how to perform the
behaviour
37. motivational
interviewing
N/A
5. goal setting – behaviour
3
2
No intervention
19. provide feedback on
performance
21. provide instruction on
how to do the behaviour
control theory (out of the following four intervention techniques: prompt specific goal setting, prompt review of behavioural
es used if participant was overweight, otherwise three techniques. without the use
of a brochure. No dietary
advice, however
advised on
Breast Self
Examination(BSE) e
y
ed
iew
. n,
nd
he
Non
rint
ng
ed
d
e
Soc
theo
Non
onsistent w
***4 techn men
d ding
Participation at
12 months
Outcome assessm
validity reported
l. Nurse assessment was blinded
448/550 (81%)
Yes
stated
1,141/2,208 (52%)
Yes
stated
Intervention 86%; control 74%
Yes
ome assessors and participants
d to be blinded
2,977/3,179 (93%)
Yes
al. Clinic staff conducting data
ction were blinded
Intervention 89%; control 85%
Yes
stated
1,205/1,459 (83%)
Partial
stated
329/368 (89%)
Not stated
stated
516/754 (68%)
Yes
1,818/2,121 (86%)
Yes
stated
177/213 (83%)
Yes Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 10 of 14 Vegetable consumption was increased by 0.25 (0.06 to 0.44,
p = 0.01) servings per day, with less evidence of hetero-
geneity among studies was I2 = 58.4%, p = 0.091 (Figure 2). Three studies [30-32] reporting intervention effects on
consumption of fruit and vegetable combined together
showed a pooled effect of 0.50 (0.13 to 0.87, 0.008)
servings per day. p There was evidence of substantial
heterogeneity (I2 = 90.5%; p < 0.001) (Figure 2). The sum-
mary measure had a conservatively wide 95% confidence
interval (0.13 to 0.87) for the pooled effect by use of the
random effects model. of the methodological quality of included studies. In
general, description of randomisation method, blinding
of the outcome assessment and allocation concealment
were poor in the trials. None of the studies reported
what steps were taken to ensure intervention fidelity
[37]. Only one study assessed the psychological con-
structs targeted by the intervention, and briefly reported
a mediation analysis to see if the intervention worked by
changing the targeted beliefs. Therefore, the ability of
the studies to test the psychological mechanisms of the
interventions’ effects on dietary intakes was seriously
compromised [24]. Intervention effect on fibre intake Six studies [27,29,33-36] reported the intervention effect
on fibre intake, but two [34,35] of these studies were
not included in the meta-analysis. The estimated inter-
vention effects in the study [35] reporting the fibre intake
in grams per 1000 kcal was 0.32 (SE 0.19) grams per
1000 kcal, whereas in the study [34] reporting the fibre
intake score, the estimated intervention effect was −0.04
(SE 0.04), with a negative score indicating increased Fruit and vegetable intake Pooled analysis of three studies [27-29], which reported
intervention effects on consumption of fruits and vege-
tables separately, showed a mean difference of 0.25 (95%
confidence interval (CI) 0.01 to 0.49, p = 0.04) serving
per day for fruit consumption. There was evidence of ap-
preciable heterogeneity (I2 = 88.0%, p < 0.001) (Figure 2). Figure 2 Individual study and pooled effects of diet promotion on intakes of fruit, vegetables, and combined fruit and vegetable at
12 months. ES = effect size, 95% CI = 95% confidence intervals. Figure 2 Individual study and pooled effects of diet promotion on intakes of fruit, vegetables, and combined fruit and vegetable at
12 months. ES = effect size, 95% CI = 95% confidence intervals. Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 11 of 14 0.19 mmol/L, p = 0.049) more mean decrease in serum
cholesterol level in people receiving the diet promotion
intervention compared to the comparators (heterogeneity
among studies I2 = 3%, p = 0.36) (Figure 3C). fibre intake. Pooled analysis of the remaining four studies
showed evidence of increase of 1.97 (0.43 to 3.52, p = 0.012)
grams of fibre consumption per day. There was some evi-
dence of heterogeneity (I2 = 70.4%, p = 0.017) (Figure 3A). The impact of intervention characteristics on observed effects
A descriptive analysis was implemented because the small
number of included studies meant that it was not possible
to conduct meta-regression analyses to formally test the
impact of intervention characteristics on observed effect
sizes. For fruit and vegetable intake, assessed either singly
or in combination, and for serum cholesterol, effect sizes
did not clearly increase with increasing participant contact. In contrast, for fibre and fat intake, the interventions with
the most contacts clearly had the largest effects. None of
the interventions that contributed data to pooled effect size
estimates for fruit, vegetable or fibre intake were based on
theory. However, for fruit and vegetable consumption con-
sidered together, interventions based on theory appeared to
have larger effects than those not based on theory. In
contrast, the most effective interventions for reducing
fat intake were not based on theory, nor was there any
clear benefit of using theory for reducing serum choles-
terol. Fruit and vegetable intake There was no clear relationship between the total
number of intervention techniques used in an interven-
tion and the effect sizes observed. Intervention effects on fat intake Seven studies reported the effects of intervention on fat
intake, but two [32,34] of these studies were not included
in the meta-analysis. The estimated intervention effect
in one [32] of these studies was −0.1(SE0.02) and in the
other [34] study was −0.06 (SE 0.041), both expressed in
scores scales with negative score indicating decreased
fat intake. Pooled analysis from five studies [28,29,31,35,36]
showed a mean decrease of 5.16% (95% CI −8.81 to −1.52,
p = 0.005) in fat intake, expressed as percentage of total
energy intake per day. There was heterogeneity between
studies (I2 = 98.8%, p < 0.001) with one study [28] show-
ing a very large change (Figure 3B). Intervention effects on cholesterol Dietary cholesterol intake was evaluated in one study
[28] with a 79.2 mg (95% CI 61.9 to 96.5) more decrease
in dietary cholesterol per day when compared to those
not receiving the diet promotion intervention. Three
studies [29,31,33] analysed the intervention effects in the
serum cholesterol level. There was a 0.10 mmol/L (0 to Figure 3 Individual study and pooled effects of diet promotion on fiber and fat intake and serum cholesterol level at 12 months. ES = effect size, 95%CI = 95% confidence intervals. Figure 3 Individual study and pooled effects of diet promotion on fiber and fat intake and serum cholesterol level at 12 months. ES = effect size, 95%CI = 95% confidence intervals. Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 12 of 14 Page 12 of 14 assessors and trial personnel may have introduced bias in
trials thereby overestimating the effectiveness of interven-
tion. We restricted the inclusion of trials investigating
the effects of multi-factorial interventions to avoid the
potential confounding effect of other health promoting
interventions. However, assessing effectiveness of only
diet promotion interventions may have overestimated
the effects in practice where diet promotion may run
simultaneously with other health promotion activities. Where reported, most of the trial participants were white
and had some college education, while few reported socio-
economic status. We cannot confirm whether our results
can be applied to populations with different ethnic, edu-
cational and socio-economic characteristics. We do not
know whether it is cost-effective to implement diet pro-
motion interventions with similar intensity as reported
in the trials in the primary care general population. Par-
ticipants with unknown previous exposures to health
campaigns and media may increase the selection bias. We may have missed some unpublished or published trials. Discussion The results of this systematic review of randomised con-
trolled trials suggest that moderately sustained but small
effects on diet can be achieved through diet promotion
interventions in primary care. The heterogeneity in observed
effect sizes suggests that these interventions, despite all
being delivered or deliverable in primary care, varied a
great deal in their impact on behaviour. The studies
employed a range of behaviour change techniques in-
cluding one-to-one counselling along with variety of media
with variable theoretical under-pinning. Incomplete report-
ing makes it difficult to establish how interventions
were intended to achieve their effects. No study reported
monitoring treatment fidelity, so it is unclear whether
interventions were delivered as their designers planned. If interventions failed to change behaviour, was this
because the components of the intervention were not
effective? or because these were not successfully delivered? Comparison with other studies A Cochrane systematic review [17] reported that diet
promotion intervention in health care setting increased
fruit and vegetable intake by 1.88 (95% CI1.07 to 2.70)
servings per day; and irrespective of setting fruit intake
alone increased by 0.67 (95% CI 0.007 to 1.28) servings
per day and vegetable intake alone by 0.92 (95% CI0.34
to 1.49) servings per day, fibre intake increased by 6.51
(95% CI2.20 to 10.82) grams per day, in health care
setting total dietary fat intake expressed as percentage
of total calories fell by 5.38% (95% CI −7.84 to −2.92)
and total blood cholesterol level reduced by 0.11 mmol/l
(95% CI – 0.19 to −0.03). Effect sizes were generally con-
siderably smaller in our study compared to the Cochrane
review. The Cochrane review included studies with partic-
ipants with chronic conditions, as well as participants at
high risk of colorectal cancer and breast cancer. Studies
were carried out in faith and work settings as well as in
primary care. These differences in participant characteris-
tics, resulting from differences in inclusion/exclusion cri-
teria between our study and Cochrane review may explain
these differences in results. Another review [16] published
in 1998, reported 5.5% reduction in total blood cholesterol
level; expressed in a different measurement unit than our
study and we could not compare the changes in blood
cholesterol with our results. We acknowledge several limitations. Most of the included
trials used self-reported measures of dietary change, and
there are possibilities that intervention effects may have
suffered responder bias. Furthermore, we cannot rule out
the possibility of contamination in open trials which could
have resulted in the exchange of information on diet mod-
ifications and may have modified outcomes in controls. Dietary interventions cannot be completely blinded; how-
ever, outcome assessors can be blinded to avoid the
chance of selection bias in trials. Not blinding outcome Strengths and limitations Our review has several strengths compared with earlier
reviews [14-17]. We estimated the long-term effective-
ness of dietary interventions in primary care using only
randomised controlled trials or cluster randomised trials
with at least 12 months follow-up, where interventions
were delivered mostly by health care professionals. In
order to focus on a population approach to primary pre-
vention, we did not include trials which included partic-
ipants with existing chronic conditions or at high risk of
diseases such as colorectal or breast cancer and partici-
pants with relatives or family members with chronic
health problems linked to diet. We did not include trials
implemented in the workplace or faith settings where
characteristics of participants may be different from those
attending the primary health care. We did not restrict
the inclusion of trials on the basis of percentage loss to
follow up which limited the evidence to trials with more
adherent participants and we included two trials [29,34]
in our review which were not included in the Cochrane
review. The restriction of studies with more than 20%
loss to follow up may introduce bias in the findings
limited to trials with more adherent participants. We also
explored the existing interventions in terms of behaviour
change techniques used. Author details
1 1Department of Primary Care and Public Health Sciences, King’s College
London, London, UK. 2Department of Social Policy, London School of
Economics and Political Science, London, UK. 3Health Economics and Health
Technology Assessment Unit, Institute of Health and Wellbeing, University of
Glasgow, 1 Lilybank Gardens, Glasgow G12 8RZ, UK. 21. Boyd NF, Martin LJ, Beaton M, Cousins M, Kriukov V: Long-term effects of
participation in a randomized trial of a low-fat, high-carbohydrate diet. Cancer Epidemiol Biomarkers Prev 1996, 5(3):217–222. 22. Lee-Han H, Cousins M, Beaton M, McGuire V, Kriukov V, Chipman M,
Boyd N: Compliance in a randomized clinical trial of dietary fat
reduction in patients with breast dysplasia. Am J Clin Nutr 1988,
48(3):575–586. Authors’ contributions MCG conceived the study. All authors contributed to the design of the
study. NB carried out the search, extracted the data, performed the analysis
and prepared the first draft. AJW and NB extracted the data in terms of the
behavioural theories and coded the interventions. MCG and NB cross
checked the extracted data and analysis. All authors contributed to the
revisions, read and approved the final manuscript. 14. Ammerman AS, Lindquist CH, Lohr KN, Hersey J: The efficacy of behavioral
interventions to modify dietary fat and fruit and vegetable intake: a review
of the evidence. Prev Med 2002, 35(1):25–41. 14. Ammerman AS, Lindquist CH, Lohr KN, Hersey J: The efficacy of behavioral
interventions to modify dietary fat and fruit and vegetable intake: a review
of the evidence. Prev Med 2002, 35(1):25–41. 15. Pomerleau JL K, Knai C, McKee M: Interventions designed to increase
adult fruit and vegetable intake can be effective- a systematic review of
literature. J Nutr 2005, 135:2486–2495. 16. Tang JL, Smith GD, Armitage JM, Lancaster T, Silagy CA, Fowler GH, Neil
HAW, Ebrahim S: Systematic review of dietary intervention trials to lower
blood total cholesterol in free-living subjectsCommentary: Dietary
change, cholesterol reduction, and the public health—what does
meta-analysis add? Bmj 1998, 316(7139):1213–1220. Competing interests
h
h
d
l
h Competing interests
The authors declare that they have no competing interests. 12. Royal College of General Practitioners: Healthy people: promoting health and
preventing disease. London: Royal College of General Practitioners; 2009. 13. Boyce T, Peckham S, Hann A, Trenholm S: A proactive approach. Health
promotion and ill health prevention. London: The King’s Fund; 2010. Acknowledgements This study was supported by the UK National Prevention Research Initiative
whose funding partners include the Alzheimer’s Research Trust; Alzheimer’s
Society; Biotechnology and Biological Sciences Research Council; British Heart
Foundation; Cancer Research UK; Chief Scientist Office, Scottish Government
Health Directorate; Department of Health; Diabetes UK; Economic and Social
Research Council; Engineering and Physical Sciences Research Council; Health &
Social Care Research & Development Office for Northern Ireland; Medical
Research Council; The Stroke Association; Welsh Assembly Government; and
World Cancer Research Fund. 17. Rees K, Dyakova M, Ward K, Thorogood M, Brunner E: Dietary advice for
reducing cardiovascular risk. Cochrane Database Syst Rev 2013. Mar 28(3):
CD002128. doi:10.1002/14651858.CD002128.pub4. 18. Michie S, Abraham C, Whittington C, McAteer J, Gupta S: Effective techniques
in healthy eating and physical activity interventions: a meta-regression. Health Psychol 2009, 28(6):690–701. This research was supported by the National Institute for Health Research
(NIHR) Biomedical Research Centre at Guy’s and St Thomas’ NHS Foundation
Trust and King’s College London. The views expressed are those of the
author(s) and not necessarily those of the NHS, the NIHR or the Department
of Health. 19. Dombrowski SU, Sniehotta FF, Avenell A, Johnston M, MacLennan G,
Araújo-Soares V: Identifying active ingredients in complex behavioural
interventions for obese adults with obesity-related co-morbidities or
additional risk factors for co-morbidities: a systematic review. Health Psychol Rev 2010, 6(1):7–32. 20. Smith-Warner SA, Elmer PJ, Tharp TM, Fosdick L, Randall B, Gross M, Wood J,
Potter JD: Increasing vegetable and fruit intake: randomized intervention
and monitoring in an at-risk population. Cancer Epidemiol Biomarkers Prev
2000, 9(3):307–317. Conclusions 9. Orrow G, Kinmonth A-L, Sanderson S, Sutton S: Effectiveness of physical
activity promotion based in primary care: systematic review and
meta-analysis of randomised controlled trials. BMJ 2012, 344:e1389. 10. Kaner EF, Beyer F, Dickinson HO, Pienaar E, Campbell F, Schlesinger C, Heather
N, Saunders J, Burnand B: Effectiveness of brief alcohol interventions in
primary care populations. Cochrane Database Syst Rev. 2007 Apr 18(2):
CD004148. doi: 10.1002/14651858.CD004148.pub3. 10. Kaner EF, Beyer F, Dickinson HO, Pienaar E, Campbell F, Schlesinger C, Heather
N, Saunders J, Burnand B: Effectiveness of brief alcohol interventions in
primary care populations. Cochrane Database Syst Rev. 2007 Apr 18(2):
CD004148. doi: 10.1002/14651858.CD004148.pub3. 11. Stead LF, Bergson G, Lancaster T: Physician advice for smoking cessation. Cochrane Database Syst Rev 2008, 16(2):CD000165. 11. Stead LF, Bergson G, Lancaster T: Physician advice for smoking cessation. Cochrane Database Syst Rev 2008, 16(2):CD000165. 11. Stead LF, Bergson G, Lancaster T: Physician advice for smoking cessation. Cochrane Database Syst Rev 2008, 16(2):CD000165. 12. Royal College of General Practitioners: Healthy people: promoting health and
preventing disease. London: Royal College of General Practitioners; 2009. 13. Boyce T, Peckham S, Hann A, Trenholm S: A proactive approach. Health
promotion and ill health prevention. London: The King’s Fund; 2010. 14. Ammerman AS, Lindquist CH, Lohr KN, Hersey J: The efficacy of behavioral
inter entions to modif dietar fat and fr it and egetable intake a re ie Conclusions Our review suggests that diet promotion interventions
in the primary care population yield modest positive
effects on diet intake over one year. Opportunities to
promote dietary change may be taken by general practice
based health care staff during patient general practice Bhattarai et al. BMC Public Health 2013, 13:1203
http://www.biomedcentral.com/1471-2458/13/1203 Page 13 of 14 visits. Our findings should be interpreted with caution
because of some of the limitations of the review and the
included studies. The present studies may offer limited
potential to inform the science of dietary behaviour change
in primary care. For example, it is unclear whether inter-
ventions are ineffective or whether these are difficult to
deliver in routine practice, possibly requiring greater
training to deliver consistently. Our findings raise ques-
tions concerning whether a brief single diet counselling
can be effective as more intensive diet promotion inter-
ventions; whether diet promotion interventions will have
the same effect in minority ethnic groups and in a deprived
general population; and whether the limited effects sizes
are of long-term benefit in relation to resources used. 5. Chen GC, Lv DB, Pang Z, Dong JY, Liu QF: Dietary fiber intake and stroke
risk: a meta-analysis of prospective cohort studies. Eur J Clin Nutr
2013(67):96–100. 110.1038/ejcn.2012.1158. 6. King DE, Mainous Iii AG, Lambourne CA: Trends in Dietary Fiber Intake
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Cite this article as: Bhattarai et al.: Effectiveness of interventions to
promote healthy diet in primary care: systematic review and meta-
analysis of randomised controlled trials. BMC Public Health
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https://respiratory-research.biomedcentral.com/track/pdf/10.1186/s12931-016-0475-8
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English
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Pleural inhibition of the caspase-1/IL-1β pathway diminishes profibrotic lung toxicity of bleomycin
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Respiratory research
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cc-by
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© The Author(s). 2016 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. Pleural inhibition of the caspase-1/IL-1β
pathway diminishes profibrotic lung
toxicity of bleomycin Olivier Burgy1, Pierre-Simon Bellaye1, Sebastien Causse1, Guillaume Beltramo1,2, Guillaume Wettstein1,
Pierre-Marie Boutanquoi1, Françoise Goirand1, Carmen Garrido1,3 and Philippe Bonniaud1,2* Abstract Background: Idiopathic and toxic pulmonary fibrosis are severe diseases starting classically in the subpleural area
of the lung. It has recently been suggested that pleural mesothelial cells acquire a myofibroblast phenotype under
fibrotic conditions induced by TGF-β1 or bleomycin. The importance and role of inflammation in fibrogenesis are
still controversial. In this work, we explored the role of IL-1β/caspase-1 signaling in bleomycin lung toxicity and in
pleural mesothelial cell transformation. Methods: C57BL/6 mice were intravenously injected with either bleomycin or nigericin or NaCl as control. In vitro,
the Met5A cell line was used as a model of human pleural mesothelial cells. Results: Intravenous injections of bleomycin induced lung fibrosis with histologically-proven peripheral distribution,
collagen accumulation in the pleural and subpleural area, and overexpression of markers of myofibroblast transformation
of pleural cells which migrated into the lung. These events were associated with an inflammatory process with an
increase in neutrophil recruitment in pleural lavage fluid and increased caspase-1 activity. TGF-β1 was also overexpressed
in pleural lavage fluid and was produced by pleural cells following intravenous bleomycin. In this model, local pleural
inhibition of IL-1β with the IL-1β inhibitor anakinra diminished TGF-β1 and collagen accumulation. In vitro, caspase-1
inhibition interfered with Met5A cell transformation into the myofibroblast-like phenotype induced by bleomycin or
TGF-β1. Moreover, nigericin, a caspase-1 activator, triggered transformation of Met5A cells and its intra-pleural delivery
induced fibrogenesis in mice. Conclusions: We demonstrated, after intravenous bleomycin injection in mice, the role of the pleura and highlighted
the key role of IL-1β/caspase-1 axis in this fibrogenesis process. Keywords: Idiopathic Pulmonary Fibrosis, Bleomycin, Pleural cells, Caspase-1, TGF-β1 Keywords: Idiopathic Pulmonary Fibrosis, Bleomycin, Pleural cells, Caspase-1, TGF-β1 only a slight impact on disease progression [1–3]. IPF
typically starts from subpleural areas of the lung and then
progresses deeper towards the lung parenchyma, where
it disturbs alveolar architecture and gas exchange. Bleomycin (BLM) is an effective chemotherapeutic
agent widely used intravenously in humans mainly in
patients
with
Hodgkin’s
lymphoma. However,
the
pulmonary toxicity of BLM has restricted its use in
clinical practice (www.pneumotox.com). Burgy et al. Respiratory Research (2016) 17:162
DOI 10.1186/s12931-016-0475-8 Burgy et al. Respiratory Research (2016) 17:162
DOI 10.1186/s12931-016-0475-8 * Correspondence: philippe.bonniaud@chu-dijon.fr
1INSERM, LNC UMR866, LipSTIC LabEx team, Université Bourgogne
Franche-Comté, 21000 Dijon, France
2Service de Pneumologie et Soins Intensifs Respiratoires, Centre
Hospitalo-Universitaire de Bourgogne, 21000 Dijon, France
Full list of author information is available at the end of the article Background Idiopathic Pulmonary Fibrosis (IPF) is a devastating
disease characterized by matrix accumulation in the lung
leading to death with a mean survival of three to 5 years
after diagnosis [1]. To date, the causes of IPF remain
elusive and the therapeutic options available to patients
are limited, with only two drugs recently approved, pirfe-
nidone and nintedanib, both of which have demonstrated * Correspondence: philippe.bonniaud@chu-dijon.fr
1INSERM, LNC UMR866, LipSTIC LabEx team, Université Bourgogne
Franche-Comté, 21000 Dijon, France
2Service de Pneumologie et Soins Intensifs Respiratoires, Centre
Hospitalo-Universitaire de Bourgogne, 21000 Dijon, France
Full list of author information is available at the end of the article The role of mesothelial cells in animal models of pul-
monary fibrosis and in human IPF has recently been
reported [4–11]. In these diseases, they differentiate
into myofibroblast-like cells via a cellular mechanism Burgy et al. Respiratory Research (2016) 17:162 Page 2 of 10 Page 2 of 10 lavage fluid (BALF) and pleural lavage fluid (PLF) were
then collected as previously described [5]. For histological
analysis, lungs were harvested, inflated and fixed in for-
malin. Intrapleural injection of β-Galactosidase coding
adenoviruses (AdLacZ) were administered as previously
described [4, 5]. After being harvested, the lungs were
placed in a solution containing β-Galactosidase sub-
strate. Hydrolysis of this substrate released a blue-colored
product highlighting pleural adenovirus-infected cells. called Mesothelio-Mesenchymal Transition (MMT) [5]. However, the exact mechanisms that lead to the in-
volvement of the pleura and pleural mesothelial cells
in the onset and progression of fibrosis are not yet
fully understood. y
The role of chronic inflammation in human IPF is still
controversial. Inflammatory cytokines and the infiltra-
tion of immune cells are found in IPF [12, 13]. IL-1β
overexpression in rodent lung induced the upregulation
of TGF-β1, a major pro-fibrotic growth factor, and
lung fibrosis [14, 15]. IL-1β is synthesized as a latent
form and is activated following cleavage by caspase-1. Procaspase-1 is activated in multiprotein complexes,
called the inflammasome, which contains a NOD-like
receptor and a scaffold protein such as the apoptosis
associated
speck-like
protein
containing
a
CARD
(ASC). The importance of IL-1β/caspase-1 signaling
has been shown in the BLM model of lung fibrosis
[16]. Mice deficient for inflammasome components
such as the NOD-like receptor NLRP3 and thereby
unable to activate caspase-1 and thus produce active
IL-1β develop less severe fibrosis after BLM challenge
[17]. Histology and fibrosis assessment gy
ibrosis in pleural and subpleural areas was assessed on
lung sections after H&E staining using a scoring
method based on the modified Ashcroft score previously
described [20]. Lung sections were analyzed in a double-
blinded test to assess the pleural area using ×100 mag-
nification and were graded from 0 (normal lung) to 8
(completely fibrotic lung). When varying degrees of
fibrosis were present, the highest score was retained. Collagen was quantified using a histomorphometric
assay on picrosirius red stained sections [5]. Ten areas
targeting the pleura were randomly acquired under
polarized light (×100. Nikon Eclipse E600) with a high-
resolution microscope camera (Nikon DS-Ri1). Signal
intensity was quantified using a homemade ImageJ
macro and plotted as signal intensity according to
distance to the pleura (up to 500 μm into the lung
parenchyma) (Additional file 2: Figure S2). Briefly, the
user inputs a pleura limit, a parenchymal side (above,
below, left, right), a background area and areas to ex-
clude from the analysis (staining artifacts, vessels and
large airways). The program adjusts the pleural limits,
the beginning of the pleura being set as the first of two
consecutive pixels (in an order from the background to
the parenchyma) with an intensity higher than the
mean background signal plus two standard deviations
from the background. From there on, the program
maps the distance from the parenchymal area to the
pleura (Additional file 2: Figure S2A). It then measures
the intensity of each parenchymal pixel in the picrosirius
red channel. The program returns a text file with the in-
tensity and distance to pleura of each measured pixel. The
data are plotted to form a curve with the mean intensity
of all pixels with a given distance to the pleura (Additional
file 2: Figure S2B). Statistical analyses were performed by
comparing areas under the curve over the whole range in
the pleura (0–60 μm) or subpleural (60–500 μm) area. Picrosirius red was also monitored in the parenchymal
area as previously described [21]. For collagen quantifica-
tion, vessels and large airways were excluded. Total TGF-
β1 levels in BALF or PLF were assessed with a specific
ELISA for mouse TGF-β1 (Quantikine® ELISA. R&D
Systems) according to the manufacturer’s guidelines. In the present study, using repetitive intravenous in-
jections of BLM in mice, we highlighted the pleural acti-
vation of IL-1β/caspase-1 signaling as a seminal event in
BLM-induced pleural and subpleural fibrotic toxicity. Histology and fibrosis assessment Our work suggests that caspase-1 could be a therapeutic
target for IPF as well as BLM lung fibrotic toxicity. Background Even though most studies on IL-1β/caspase-1
signaling
focused
on
immune
cells,
some
studies
highlighted the involvement of this signaling pathway
in structural cells [18, 19]. The role of caspase-1 on
lung structural cells and its involvement during fi-
brotic processes is still poorly understood. Cell culture Human pleural mesothelial cells Met5A were cultured
in
Medium-199
(Lonza)
supplemented
with
10%
serum (Hyclone, Fisher Scientific). Proliferating cells
were treated with BLM (Calbiochem). For Il-1β as-
sessment in supernatant, cells were treated with BLM
in serum-free medium. When indicated, caspase-1
was blocked using YVAD (Bachem AG) as previously
described [19]. RT-qPCR analysis y
Total RNA from mouse lung was extracted using TRIzol
(Invitrogen). Reverse transcription was performed on the
total RNA using the M-MLV kit (Promega) and quanti-
tative RT-PCR was performed on the cDNA using SYBR
green master mix (Promega). The forward and reverse
primer sequences were the following: for mouse samples:
TGF-β1, 5′-CGTGGCTTCTAGTGCTGACGC-3′ and
5′-CCATGTCGATGGTCTTGCAGGT-3′; PAI-1, 5′-G
GCCGTGGAACAAGAATGAGAT-3′ and 5′-GCTTGA
AGAAGTGGGGCATGAAG-3′; E-cadherin, 5′-GGAG
AGGCACCTGGAGAG-3′ and 5′-TCCGAAAAGAAG
GCTGTC-3′; L32, 5′-GAAACTGGCGGAAACCCA-3′
and 5′-GGATCTGGCCCTTGAACCTT-3′, for human
samples: E-cadherin, 5′-ACA GCC CCG CCT TAT
GAT T-3′ and 5′-CTTCGGAACCGCTTCCTTCA-3′;
α-SMA,
5′-TGGTCGGTATGGGTCAGAAAG-3′
and
5′-TCAGGGTCAGGATACCTCTCTTG-3′;
procolla-
gen, 5′-GCTACCCAACTTGCCTTCATG-3′ and 5′-GC
AGTGGTAGGTGATGTTCTAAGA-3′; L32, 5′-TGTC
CTGAATGTGGTCACCTGA-3′ and 5′-CTGCAGTCT
CCTTGCACACCT-3′. Animal procedures Eight-week-old C57BL/6J mice (Charles River, Saint
Germain-sur-l’Arbresle, France) were housed accordingly
to the guidelines of the “Ministère de la Recherche et de
la Technologie”. All experiments were approved by the
“Comité d’Ethique de l’Expérimentation Animale (C2EA)
du grand campus Dijon, n°105” (ref number : 4612). Mice were intravenously injected three times per week
with bleomycin (BLM. Calbiochem) at a dose of
20 mg/kg for a total of 6 injections (Additional file 1:
Figure S1A). Il-1β signaling was blocked with IL-1ra
(anakinra) that was injected (0.1, 1 or 5 mg) intra-
pleura every other day from day 0 to day 14 (Addi-
tional file 1: Figure S1B). Caspase-1 was activated by
intrapleural injection of nigericin (Sigma Aldrich). Three, 14 or 21 days after the beginning of the injections
and after a sample of blood was collected, mice were
euthanized by abdominal aortic bleeding. Bronchoalveolar Burgy et al. Respiratory Research (2016) 17:162 Page 3 of 10 Page 3 of 10 methanol-chloroform method before denaturation. To
evaluate active MMP expression, a non-denaturant load-
ing buffer was used to deposit BALF or PLF for the SDS-
PAGE. 30 μg of proteins for lysates or constant volume for
supernatant were deposed for migration on 12–15% acryl-
amide gels according to the molecular weight of the
targeted proteins. After electrophoresis, proteins were
transferred on to PVDF membranes (GE Healthcare
Europe GmbH) in a boric acid containing buffer. For IL-
1β transfer, an ethanol-supplemented glycin buffer was
used. Membranes were saturated with BSA before incuba-
tion with primary antibodies. MMP-9 (BML-SA620) from
Enzolife Science, MMP-2 (sc-13594) and HSC70 (clone B-
6) from Santa Cruz Biotechnology, HSP47 (LF-PA41903)
from Abfrontier, Caspase-1 (AHZ0082) from Invitrogen,
Il-1β (clone 166926) from R&D, α-SMA (ab5694) from
Abcam, E-Cadherin (24E10) from Cell Signaling and β-
actin (AC-74) from Sigma-Aldrich. After washing in TBS-
Tween 0.1%, membranes were incubated with HRP-
coupled secondary antibody (Jackson Immunoresearch
Laboratories). The signal was revealed using a chemilu-
minescent reagent (Western Blotting Luminol Reagent. Santa Cruz Biotechnology) and was followed by a Chemi-
Doc XRS System (Bio-Rad). Immunohistology gy
Formalin fixed, paraffin embedded lung sections were
dewaxed with xylene and endogenous peroxidases were
inhibited (H2O2 3%). Frozen sections were fixed with
ice-cold acetone and cells fixed with PFA and perme-
abilized with triton. Before saturation (BSA 5%), sam-
ples were incubated overnight at 4 °C with specific
antibody. HSP47 (LF-PA41903) was from Ab Frontier,
WT-1 (ab89901) from Abcam, Ki-67 (PA1-21520) from
Thermo, HSP27 (SPA-803) and αB-crystallin (SPA-223)
from Enzo Life Sciences, α-SMA (ab5694) from Abcam
and NLRP3 (Cryo-2) from Adipogen. After washing,
sections were incubated with HRP-coupled anti-rabbit
antibody (Jackson Immunoresearch Laboratories) or
Alexa568- or Alexa488-coupled antibody (Invitrogen). NovaRED (Vector Labs) was used to detect HRP
followed by counterstaining with hematoxylin for im-
munohistochemistry. DAPI-containing ProLong® Gold
(Invitrogen) was used for immunofluorescence experi-
ments. For caspase-1 fluorescent staining, frozen lung
sections were labeled according to the manufacturer’s
instructions (FAM-FLICA YVAD. ImmunoChemistry
Technologies). TGF-β1 expression was followed by a
FISH analysis on dewaxed sections. Briefly, sections
were incubated in hybridization solution (Formamide
20%, SSPE 2X) and then incubated with a mix of
Quasar 570-coupled probes (“Stellaris”, Biosearch Tech-
nologies) specifically targeting murine TGF-β1 mRNA. After incubation, excess was eliminated from the probes
and sections were mounted. Images were acquired with a
Nikon Eclipse E600 with a high-resolution micro-
scope camera (Nikon DS-Ri1). Fluorescent images
were visualized using an Axio Imager.M2 microscope
(Zeiss). Western blot Proteins from cells or lung tissues were extracted using
a Triton X-100 and anti-protease (Roche) containing
buffer for 30 to 40 min on ice. Proteins were quantified
using a colorimetric method (Bio-Rad Protein Assay. Bio-Rad) before thermic denaturation in loading buffer
containing SDS and β-mercaptoethanol. For Il-1β as-
sessment, supernatants were collected and centrifuged
to pellet debris. Samples were concentrated using a Statistical analysis All experiments were repeated at least three times inde-
pendently. The different groups were compared using a
two-tailed nonparametric unpaired Mann Whitney test. P
values below 0.05 were considered statistically significant. Fig. 1 Intravenous bleomycin induces subpleural fibrosis associated with pleural cell differentiation and migration. a Histological analysis of lung
sections from mice receiving either NaCl or BLM intravenously at D14 and D21. Representative images (insert: NaCl at the corresponding time
point. Scale bars : 500 μm). b Ashcroft scoring of lung sections. c Profiles of Picrosirius Red signal according to distance to the pleura at D3,
D14 and D21. d Area Under Curve comparison of areas targeting the pleura (left) or subpleural (right) areas at D3, D14 and D21. For collagen
quantification, data are represented as mean of Picrosirius Red signal normalized to the NaCl condition at the corresponding time point. Data
expressed as mean ± SEM. n = 4 for NaCl groups, n = 6 for BLM groups at D3 and D21, and n = 6 for NaCl and n = 8 for BLM at D14. e Representative
images of immunostaining for HSP27, αB-crystallin and KI-67 of lung sections from mice receiving NaCl or BLM at D14 (arrows indicate positive cells. Counterstaining: Harris hematoxylin. Scale bars : 100 μm). f Levels of proMMP-9 and active MMP-2 in PLF was determined by western blot. Representative
results from NaCl (n = 3) or BLM (n = 3) treated mice at D14 are shown. g AdLacZ-labeled pleural cells were stained for β-galactosidase
activity (blue staining) in lung section from mice receiving intravenously NaCl or BLM at D5 or D10. Representative images are shown
(n = 4 NaCl, n = 6 BLM. Scale bars: 200 μm), Insert: magnification; scale bars: 100 μm Arrows indicate pleural cells with modified morphology. Counterstaining: Nuclear fast red). *p ≤0.05, **p ≤0.01 Fig. 1 Intravenous bleomycin induces subpleural fibrosis associated with pleural cell differentiation and migration. a Histological analysis of lung
sections from mice receiving either NaCl or BLM intravenously at D14 and D21. Representative images (insert: NaCl at the corresponding time
point. Scale bars : 500 μm). b Ashcroft scoring of lung sections. c Profiles of Picrosirius Red signal according to distance to the pleura at D3,
D14 and D21. d Area Under Curve comparison of areas targeting the pleura (left) or subpleural (right) areas at D3, D14 and D21. Results Subpleural fibrosis induced by intravenous bleomycin
administration is associated with pleural cell migration
Histological analysis of lung sections, quantified by
modified Ashcroft scoring and picorsirius red quantifica-
tion, showed that repeated intravenous injections of
bleomycin (BLM) induced progressive subpleural mor-
phological changes in mouse lungs, compared with NaCl Proteome profiler Relative levels of several cytokines were assessed with
the “Mouse Cytokine Array Panel A Array kit” (R&D
Systems). Mouse plasma was tested as recommended by
the manufacturer. Signal intensity was quantified by Page 4 of 10 Page 4 of 10 Page 4 of 10 Burgy et al. Respiratory Research (2016) 17:162 Burgy et al. Respiratory Research (2016) 17:162 Burgy et al. Respiratory Research (2016) 17:162 ImageJ software and data expressed as a percentage of
intensity normalized to positive controls. Statistical analysis We set up a novel method to quantify picro-
sirius red staining by taking into consideration the
distance to the pleura, and performed in-depth ana-
lyses (Additional file 2: Figure S2). We thus showed
that, following intravenous administration of BLM,
collagen started to accumulate in the pleura at D3
and progressed towards the lung parenchyma in a
time-dependent manner (Fig. 1c, d). In line with this,
in the lungs of BLM-treated mice but not in those of
control mice, HSP47 was overexpressed in pleural
cells as early as D3 and in fibrotic subpleural areas at
D14 (Additional file 2: Figure S2F, G). Intravenous
BLM promoted the upregulation of HSP27 and αB-
crystallin in the fibrotic areas (Fig. 1e). These proteins Fig. 2 Pleural cells are involved in bleomycin-induced inflammation. a Cell recruitment in PLF was assessed by total cell count at D3, D14 and
D21. Results are expressed as mean ± SEM. b Inflammation was estimated by differential count in PLF after May-Grünwald Giemsa staining. Results
are expressed as percentages of total cells. n = 4 for NaCl groups, n = 6 for BLM groups at D3 and D21, n = 6 for NaCl and n = 8 for BLM at D14. c,
d Caspase-1 activation was assessed at D14 by c western blot in whole lung extracts (n = 3 mice/group) or by d specific caspase-1 FLICA analysis
on lung section from NaCl or BLM injected mice (Representative images are shown. Active caspase-1: green, DAPI: blue, dotted lines represent
the pleura, scale bars: 50 μm). e, f Met5A cells were treated with BLM (100 μM) and e activation of caspase-1 was followed (western blot; left,
densitometric analysis; right). f active IL-1β was assessed in the supernatant of Met5A cells after 24 h of culture. Representative results from 3
independent experiments. HSC70 serves as a loading control. *p ≤0.05, **p ≤0.01, ***p ≤0.001 Fig. 2 Pleural cells are involved in bleomycin-induced inflammation. a Cell recruitment in PLF was assessed by total cell count at D3, D14 and
D21. Results are expressed as mean ± SEM. b Inflammation was estimated by differential count in PLF after May-Grünwald Giemsa staining. Results
are expressed as percentages of total cells. n = 4 for NaCl groups, n = 6 for BLM groups at D3 and D21, n = 6 for NaCl and n = 8 for BLM at D14. Statistical analysis For collagen
quantification, data are represented as mean of Picrosirius Red signal normalized to the NaCl condition at the corresponding time point. Data
expressed as mean ± SEM. n = 4 for NaCl groups, n = 6 for BLM groups at D3 and D21, and n = 6 for NaCl and n = 8 for BLM at D14. e Representative
images of immunostaining for HSP27, αB-crystallin and KI-67 of lung sections from mice receiving NaCl or BLM at D14 (arrows indicate positive cells. Counterstaining: Harris hematoxylin. Scale bars : 100 μm). f Levels of proMMP-9 and active MMP-2 in PLF was determined by western blot. Representative
results from NaCl (n = 3) or BLM (n = 3) treated mice at D14 are shown. g AdLacZ-labeled pleural cells were stained for β-galactosidase
activity (blue staining) in lung section from mice receiving intravenously NaCl or BLM at D5 or D10. Representative images are shown
(n = 4 NaCl, n = 6 BLM. Scale bars: 200 μm), Insert: magnification; scale bars: 100 μm Arrows indicate pleural cells with modified morphology. Counterstaining: Nuclear fast red). *p ≤0.05, **p ≤0.01 Burgy et al. Respiratory Research (2016) 17:162 Page 5 of 10 Page 5 of 10 have been reported to promote pleural mesothelial
cell transformation [4, 9]. We also observed an in-
crease in the expression of the marker of Ki-67 pro-
liferation in pleural cells next to the fibrotic areas
(Fig. 1e). Moreover,
we
detected
an
increase
in
proMMP-9 expression and MMP-2 activation in the
pleural lavage fluid (PLF) from BLM-treated mouse
lung, compared with the control group (Fig. 1f). We
thus investigated the migration of pleural cells after
intravenous BLM injection. Following intrapleural in-
jection of LacZ-coding adenovirus (AdLacZ), which
specifically
labels
pleural
cells
[5],
we
noticed
a
change in pleural cell morphology (arrows) at D5 in
BLM-treated
mice,
compared
with
control
mice
(Fig. 1g). Furthermore, at D10 after the BLM injec-
tion, pleural cells were found within the subpleural
lung
parenchyma
whereas
in
control
animals
the
pleural cells remained in the pleural layer. These controls (Fig. 1a, Additional file 3: Figure S3A, B). By
D14, morphological changes were mainly observed in
the subpleural areas, and progressed towards the inner
parenchyma by D21 (Fig. 1a, Additional file 3: Figure
S3C–E). Pleural cells are involved in bleomycin-induced
inflammation Compared with controls, intravenous BLM induced an
increase in the total number of cells in PLF starting at
D14 (Fig. 2a). At D14 and D21 after the BLM systemic
administration, we also found an increase in the percent-
age of neutrophils and leucocytes in the PLF (Fig. 2b). This pro-inflammatory profile at the pleural level was
also found in the broncho-alveolar lavage fluid (BALF)
following BLM (Additional file 4: Figure S4A, B). This
suggests that the inflammatory response to the intraven-
ous administration of BLM may involve the lung as well
as the pleural area. Moreover, no differences were found
in total cell count in the blood (monocytes, granulocytes,
lymphocytes) or in serum levels of the major pro-inflam-
matory cytokines. (Additional file 4: Figure S4C, D). We
then focused on the caspase-1/IL-1β pathway. Systemic
administration of BLM in mice triggered the activation of
caspase-1 in the lung in particular in the pleural and sub-
pleural area (Fig. 2c, d). In the human pleural mesothelial
Met5A cell line, BLM induced caspase-1 activation as well
as active IL-1β secretion into the supernatant (Fig. 2e, f), We observed at D14 that cells localizing in the pleura
exhibited transformation features such as Ki-67 or
HSP27/αB-crystallin overexpression. To investigate if
pleural cells were also involved in the establishment of a
profibrotic milieu, we investigated TGF-β1 production at
this same time-point (e.g. D14). We observed an upregu-
lation of TGF-β1 in the PLF from BLM-injected mice
compared with controls (Fig. 3a). A Fluorescent In Situ
Hybridization (FISH) analysis of lung sections showed
that BLM treatment increased the expression of TGF-β1
mRNA in pleural cells whereas barely any expression
was observed in control animals (Fig. 3b). A similar up-
regulation of TGF-β1 production was observed at D21
(Additional file 6: Figure S6). As inflammation is linked
to TGF-β1 upregulation, we next investigated the rela-
tionship between BLM-induced IL-1β production by
pleural cells and fibrosis markers such as TGF-β1 upreg-
ulation. Repeated intra-pleural administration of a spe-
cific inhibitor of IL-1β (IL-1ra) during the inflammation
step (from day 0 to day 14) decreased TGF-β1 induction Fig. 3 Pleural delivery of IL-1ra hampers bleomycin-induced TGF-β1 upregulation. a TGF-β1 accumulation in the PLF of NaCl- or BLM-injected
mice at D14 was measured by ELISA. Results are expressed as mean ± SEM. n = 8 NaCl, n = 10 BLM. Statistical analysis c,
d Caspase-1 activation was assessed at D14 by c western blot in whole lung extracts (n = 3 mice/group) or by d specific caspase-1 FLICA analysis
on lung section from NaCl or BLM injected mice (Representative images are shown. Active caspase-1: green, DAPI: blue, dotted lines represent
the pleura, scale bars: 50 μm). e, f Met5A cells were treated with BLM (100 μM) and e activation of caspase-1 was followed (western blot; left,
densitometric analysis; right). f active IL-1β was assessed in the supernatant of Met5A cells after 24 h of culture. Representative results from 3
independent experiments. HSC70 serves as a loading control. *p ≤0.05, **p ≤0.01, ***p ≤0.001 Burgy et al. Respiratory Research (2016) 17:162 Page 6 of 10 and caspase-1/IL-1β activation correlated with the pres-
ence of NLPR3 aggregates, suggesting inflammasome
formation (Additional file 5: Figure S5). results demonstrate that systemic BLM injections trig-
ger the transformation of pleural cells, which then
migrate into the lung parenchyma. Pleural cells are involved in bleomycin-induced
inflammation in the lungs (both mRNA and protein) induced by the
intravenous administration of BLM at D21 (Fig. 3c, d). FISH analysis showed that the injection of IL-1ra was
able to inhibit TGF-β1 expression in both pleural cells
and cells localized in subpleural areas (Fig. 3e). Pleural cells are involved in bleomycin-induced
inflammation b Representative pictures from TGF-β1 mRNA
expression analysis at D14 by FISH in lung sections from mice receiving NaCl (n = 4) or BLM (n = 6). TGF-β1 mRNA: red, DAPI: blue, scale bars:
50 μm. Pleura (dotted line) and TGF-β1 mRNA expression spots (arrows) are indicated. c TGF-β1 protein level assessed by western blot on whole
lung from mice co-injected intravenously with NaCl or BLM together with intrapleural IL-1ra (from day 0 to 14) at the indicated doses or NaCl as
a control at D21. HSC70 serves as a loading control, n = 3 mice/group. d qPCR analysis for the expression of TGF-β1 mRNA at D21. Expression
relative to L32 and normalized with the NaCl group is shown, n = 5 mice/group. e FISH staining for TGF-β1 mRNA expression on lung sections
from the above described mice co-injected with BLM and IL-1ra (n = 5 mice/group, scale bars: 50 μm). *p ≤0.05, **p ≤0.01 Fig. 3 Pleural delivery of IL-1ra hampers bleomycin-induced TGF-β1 upregulation. a TGF-β1 accumulation in the PLF of NaCl- or BLM-injected
mice at D14 was measured by ELISA. Results are expressed as mean ± SEM. n = 8 NaCl, n = 10 BLM. b Representative pictures from TGF-β1 mRNA
expression analysis at D14 by FISH in lung sections from mice receiving NaCl (n = 4) or BLM (n = 6). TGF-β1 mRNA: red, DAPI: blue, scale bars:
50 μm. Pleura (dotted line) and TGF-β1 mRNA expression spots (arrows) are indicated. c TGF-β1 protein level assessed by western blot on whole
lung from mice co-injected intravenously with NaCl or BLM together with intrapleural IL-1ra (from day 0 to 14) at the indicated doses or NaCl as
a control at D21. HSC70 serves as a loading control, n = 3 mice/group. d qPCR analysis for the expression of TGF-β1 mRNA at D21. Expression
relative to L32 and normalized with the NaCl group is shown, n = 5 mice/group. e FISH staining for TGF-β1 mRNA expression on lung sections
from the above described mice co-injected with BLM and IL-1ra (n = 5 mice/group, scale bars: 50 μm). *p ≤0.05, **p ≤0.01 Burgy et al. Respiratory Research (2016) 17:162 Page 7 of 10 IL-1β signaling is involved in the transformation process
occurring in the subpleural area, which represents a trig-
gering event in fibrogenesis. Pleural IL-1ra prevents bleomycin-induced lung fibrosis We then investigated the role of caspase-1 in pleural cell
differentiation in vitro. In the presence of BLM, Met5A
cells exhibited a mesenchymal phenotype with the over-
expression of α-SMA (Fig. 5a). The specific caspase-1 in-
hibitor YVAD was able to counteract these changes. Furthermore, YVAD
also
abolished
the
E-Cadherin
downregulation induced by TGF-β1 (Fig. 5b). To further
confirm the involvement of caspase-1 in the process of
pleural cell transformation, Met5A cells were cultured in
the presence of the caspase-1 activator nigericin. As
shown in Fig. 5c, E-cadherin expression gradually de-
creased as caspase-1 was activated. Compared with the
control, nigericin induced other MMT-like changes such
as α-SMA overexpression (Fig. 5d). In the same way,
intra-pleural delivery of nigericin in mice induced a fi-
brotic response in the pleura (Fig. 5e). Moreover, when
injected into the pleura, nigericin induced an increase in
cell recruitment in the pleura of these animals (Fig. 5f). Collectively, these data indicate that caspase-1 is in-
volved in the activation and subsequent transformation
of pleural cells triggered by BLM or TGF-β1. Pleural IL-1ra prevents bleomycin-induced lung fibrosis
We studied whether the intra-pleural delivery of IL-1ra
interfered with BLM pro-fibrotic toxicity in the lung. Pleural delivery of IL-1ra increased expression levels of
E-Cadherin and decreased those of PAI-1 (Fig. 4a). In
line with this finding, IL-1ra reduced collagen accumula-
tion in mouse lung following BLM injection in a dose-
dependent manner as observed by histomorphometric
analysis (Fig. 4b). Further, as shown in Fig. 4c, in BLM-
injected mice compared with the NaCl control, α-SMA
was overexpressed in lung areas where caspase-1 was
activated. Altogether, these data suggest that caspase-1/ Fig. 4 Pleural IL-1β/caspase-1 inhibition interferes with bleomycin-
induced lung fibrosis. Mice were injected intravenously with NaCl or
BLM together with intrapleural delivery of IL-1ra at the indicated
doses or NaCl as a control (n = 5 mice/group). a qPCR analysis for
the expression of E-Cadherin and PAI-1. Expression relative to L32
and normalized with the NaCl group is shown. b Histomorphometric
quantification of collagen in lung parenchyma on lung sections from
the above described mice. c Double staining for FLICA caspase-1
(green) and α-SMA (red) on lung sections of mice intravenously
injected with BLM or NaCl. Representative images, n = 5/group. Nuclear staining: DAPI (blue), dotted lines represent the pleura, scale
bars: 50 μm. *p ≤0.05, **p ≤0.01 Discussion In recent decades, chronic inflammation has been
considered a non-essential factor in the development
of IPF. However, there is evidence that inflammation
plays a role not only at the onset of the fibrotic
process but also during fibrosis progression [22]. IPF
progression is interspersed with stable periods inter-
rupted by acute exacerbation, in which TGF-β1 plays
a key role [23, 24]. The cause of these exacerbations
remains unknown, though inflammation is thought to
be
a
triggering
event
[25]. A
retrospective
study
highlighted the beneficial effect of soluble thrombo-
modulin on mortality in patients with an acute ex-
acerbation of IPF [26]. Interestingly, thrombomodulin,
besides its role in the modulation of intravascular co-
agulation,
also
inhibits
HMGB1,
a
trigger
of
the
NLRP3 inflammasome and subsequent caspase-1 acti-
vation [27]. The involvement of caspase-1/IL-1β in
BLM-induced lung toxicity has already been reported
in animal models [16, 17]. Recently, structural cells
have been reported to be involved in capsase-1 activa-
tion and IL-1β secretion in the lung following differ-
ent profibrotic stimuli [18, 19]. Mesothelial cells have
already been shown to be involved in the initiation of
the inflammatory response in a model of talc-induced
pleurodesis [28]. Furthermore, asbestos can induce Fig. 4 Pleural IL-1β/caspase-1 inhibition interferes with bleomycin-
induced lung fibrosis. Mice were injected intravenously with NaCl or
BLM together with intrapleural delivery of IL-1ra at the indicated
doses or NaCl as a control (n = 5 mice/group). a qPCR analysis for
the expression of E-Cadherin and PAI-1. Expression relative to L32
and normalized with the NaCl group is shown. b Histomorphometric
quantification of collagen in lung parenchyma on lung sections from
the above described mice. c Double staining for FLICA caspase-1
(green) and α-SMA (red) on lung sections of mice intravenously
injected with BLM or NaCl. Representative images, n = 5/group. Nuclear staining: DAPI (blue), dotted lines represent the pleura, scale
bars: 50 μm. *p ≤0.05, **p ≤0.01 Burgy et al. Respiratory Research (2016) 17:162 Page 8 of 10 Fig. 5 Caspase-1 inhibition hampers pleural structural cell transformation. a, b Met5A cells were cultured with a BLM or b TGF alone or in
combination with caspase-1 inhibitor YVAD (western blot; left, densitometric analysis; right). Expression of α-SMA and E-Cadherin were assessed
by western blot. HSC70 and β-actin: loading control. Representative results from three independent experiments. Discussion c, d qPCR analysis of E-Cadherin
and α-SMA mRNA on Met5A cells cultured in the presence of nigericin (0.1 μM) or control c at the indicated times or d for 24 h. C57Bl/6 mice
were given intrapleural injections of nigericin (1.25 mg/kg) or control. e Histological analysis at D21 post-intrapleural injection. Representative
observations after H&E staining, scale bars: 100 μm. f Total cell count in the PLF at D14 after intrapleural injection of nigericin or control. *p ≤0.05, **p ≤0.01 Fig. 5 Caspase-1 inhibition hampers pleural structural cell transformation. a, b Met5A cells were cultured with a BLM or b TGF alone or in
combination with caspase-1 inhibitor YVAD (western blot; left, densitometric analysis; right). Expression of α-SMA and E-Cadherin were assessed
by western blot. HSC70 and β-actin: loading control. Representative results from three independent experiments. c, d qPCR analysis of E-Cadherin
and α-SMA mRNA on Met5A cells cultured in the presence of nigericin (0.1 μM) or control c at the indicated times or d for 24 h. C57Bl/6 mice
were given intrapleural injections of nigericin (1.25 mg/kg) or control. e Histological analysis at D21 post-intrapleural injection. Representative
observations after H&E staining, scale bars: 100 μm. f Total cell count in the PLF at D14 after intrapleural injection of nigericin or control. *p ≤0.05, **p ≤0.01 from
angiotensin
II-induced
cardiac
fibrosis
[31]. NLRP3 hampers TGF-β–induced EMT in vitro in renal
tubular epithelial cells [32]. In line with these findings,
we showed here that activation of caspase-1 was able to
trigger transformation/differentiation of pleural cells in
vitro. Moreover, intra-pleural delivery of nigericin in
mice
elicits
fibrogenesis
with
a
restrictive
pleural
localization at D21, suggesting that pleural activation of
caspase-1 could induce pleural cells transdifferentia-
tion. Supporting this hypothesis, caspase-1 inhibition
inhibited transdifferentiation of Met5A cells induced by
either BLM or TGF-β1. Thus, targeting caspase-1 in
pulmonary
fibrotic
disorders
might
represent
an
interesting therapeutic option by interfering with two
pro-fibrotic events: inflammation and the transformation
of pleural structural cells that acquire a myofibroblast-like
phenotype. caspase-1 activity through the NLRP3 inflammasome
and thus triggers an inflammatory signal in mesothe-
lial cells [29]. Our work highlighted the fact that local
intrapleural treatment with an IL-1β inhibitor such as
IL-1ra (to counteract BLM-induced pleural inflammation)
limited fibrosis progression and could thus be a thera-
peutic option notably in the management of acute exacer-
bation of IPF. Discussion It worth to note that IL-1ra effect on
established fibrosis still needs to be investigated. g
We and others have demonstrated the involvement
of pleural mesothelial cells in the process of pleuro-
pulmonary fibrosis in animal models as well as in
human IPF [5, 6, 8]. We previously described in
several animal models that pleural mesothelial cells
can differentiate into myofibroblast-like cells under
TGF-β1 through a transformation process called MMT
[4–6, 9]. Interestingly, recent studies revealed the presence
of calretinin and mesothelin expressing cells, two markers
of pleural mesothelial cells, in IPF lung parenchyma sug-
gesting the migration of pleural mesothelial cells [7, 8, 30]. Our present work further endorses these results as we
described the differentiation and migration of pleural
cells together with increased collagen production after
systemic administration of BLM. Moreover, we provide
evidence regarding the direct role of caspase-1 in
BLM- and TGF-β1-induced pleural cell transform-
ation. NLRP3 has been reported to interfere with TGF-β
signaling [31, 32]. NLRP3 can regulate cardiac fibroblast
differentiation, and its deficiency seems to protect mice Conclusion Using a murine model of pulmonary fibrosis induced by
repetitive intravenous injections of BLM, which corre-
sponded to a robust experimental model of pulmonary
fibrosis mimicking human IPF and human BLM-induced
lung toxicity, we confirmed the direct role of pleural
cells in the observed fibrotic process. Further, our results
suggest that caspase-1 should be considered as a thera-
peutic target in the management of pulmonary fibrotic
disorders. Page 9 of 10 Burgy et al. Respiratory Research (2016) 17:162 Page 9 of 10 Page 9 of 10 Funding Tucker TA, Jeffers A, Alvarez A, Owens S, Koenig K, Quaid B, Komissarov AA,
Florova G, Kothari H, Pendurthi U, et al. Plasminogen activator inhibitor-1
deficiency augments visceral mesothelial organization, intrapleural coagulation,
and lung restriction in mice with carbon black/bleomycin-induced pleural
injury. Am J Respir Cell Mol Biol. 2014;50:316–27. 11. Tucker TA, Jeffers A, Alvarez A, Owens S, Koenig K, Quaid B, Komissarov AA,
Florova G, Kothari H, Pendurthi U, et al. Plasminogen activator inhibitor-1
deficiency augments visceral mesothelial organization, intrapleural coagulation,
and lung restriction in mice with carbon black/bleomycin-induced pleural
injury. Am J Respir Cell Mol Biol. 2014;50:316–27. Funding 7. Karki S, Surolia R, Hock TD, Guroji P, Zolak JS, Duggal R, Ye T, Thannickal VJ,
Antony VB. Wilms’ tumor 1 (Wt1) regulates pleural mesothelial cell plasticity
and transition into myofibroblasts in idiopathic pulmonary fibrosis. FASEB J. 2014;28:1122–31. This work has received funding from the European Union, 7th Framework
Programme, HEALTH-F2-2007-202224 European IPF Network, the Fonds
Européen de Développement Économique et Régional, Agence Nationale
de la Recherche (11-BSV-011-01 meso-IPF and Investissement d’Avenir
ANR-11-LABX-0021-01-LipSTIC LabEx), La Ligue Régionale Grand Est Contre
le Cancer, Le conseil Régional de Bourgogne, l’Institut National du Cancer
(INCa), and the Fonds de Dotation “Recherche en Santé Respiratoire“, the
Société de Pneumologie de Langue Française and the Fondation du Souffle. O. B. and P.B. are lauréat 2014 de la Fondation du Souffle et du Fonds de
dotation Recherche en Santé Respiratoire. O.B., PS.B. and G.W. are supported
by Fonds de Dotation « Recherche en Santé Respiratoire » et la Société
de Pneumologie de Langue Française. O.B. is supported by La Ligue
National Contre le Cancer. The team of C.G. has been awarded the « label
d’excellence » by La Ligue National Contre le Cancer and L’Association pour la
Recherche sur le Cancer and belongs to the LabEx LipSTIC and GR-Ex. 8. Mubarak KK, Montes-Worboys A, Regev D, Nasreen N, Mohammed KA,
Faruqi I, Hensel E, Baz MA, Akindipe OA, Fernandez-Bussy S, et al. Parenchymal trafficking of pleural mesothelial cells in idiopathic pulmonary
fibrosis. Eur Respir J. 2012;39:133–40. 9. Wettstein G, Bellaye PS, Kolb M, Hammann A, Crestani B, Soler P, Marchal-
Somme J, Hazoume A, Gauldie J, Gunther A, et al. Inhibition of HSP27
blocks fibrosis development and EMT features by promoting Snail
degradation. FASEB J. 2013;27:1549–60. 9. Wettstein G, Bellaye PS, Kolb M, Hammann A, Crestani B, Soler P, Marchal-
Somme J, Hazoume A, Gauldie J, Gunther A, et al. Inhibition of HSP27
blocks fibrosis development and EMT features by promoting Snail
degradation. FASEB J. 2013;27:1549–60. 10. Chen LJ, Ye H, Zhang Q, Li FZ, Song LJ, Yang J, Mu Q, Rao SS, Cai PC, Xiang F,
et al. Bleomycin induced epithelial-mesenchymal transition (EMT) in pleural
mesothelial cells. Toxicol Appl Pharmacol. 2015;283:75–82. 10. Chen LJ, Ye H, Zhang Q, Li FZ, Song LJ, Yang J, Mu Q, Rao SS, Cai PC, Xiang F,
et al. Bleomycin induced epithelial-mesenchymal transition (EMT) in pleural
mesothelial cells. Toxicol Appl Pharmacol. 2015;283:75–82. 11. Received: 2 August 2016 Accepted: 22 November 2016 Additional file 3: Figure S3. Intravenous BLM injections trigger collagen
accumulation mainly in the subpleural areas by D14 with overexpression of
HSP47. (PNG 2604 kb) Additional file 4: Figure S4. BLM promotes an inflammation profile of
the BALF but not in the blood. (PNG 539 kb) Availability of data and materials Essential datasets supporting the conclusions are included in this published article. Authors’ contributions 12. Boomars KA, Schweizer RC, Zanen P, van den Bosch JM, Lammers JW,
Koenderman L. Eosinophil chemotactic activity in bronchoalveolar lavage
from idiopathic pulmonary fibrosis is dependent on cytokine priming of
eosinophils. Eur Respir J. 1998;11:1009–14. 12. Boomars KA, Schweizer RC, Zanen P, van den Bosch JM, Lammers JW,
Koenderman L. Eosinophil chemotactic activity in bronchoalveolar lavage
from idiopathic pulmonary fibrosis is dependent on cytokine priming of
eosinophils. Eur Respir J. 1998;11:1009–14. OB and PSB designed and performed all experiments and analyzed the data. SC wrote the ImageJ program for picrosirius red quantification and set up
FISH staining. GB, GW, PMB and FG helped with the in vivo experiments. CG
supervised the overall project and revised the manuscript. PB and OB
designed the study, analyzed the data and wrote the manuscript. All authors
read and approved the final manuscript. 13. Daniil Z, Kitsanta P, Kapotsis G, Mathioudaki M, Kollintza A, Karatza M,
Milic-Emili J, Roussos C, Papiris SA. CD8+ T lymphocytes in lung tissue from
patients with idiopathic pulmonary fibrosis. Respir Res. 2005;6:81. 13. Daniil Z, Kitsanta P, Kapotsis G, Mathioudaki M, Kollintza A, Karatza M,
Milic-Emili J, Roussos C, Papiris SA. CD8+ T lymphocytes in lung tissue from
patients with idiopathic pulmonary fibrosis. Respir Res. 2005;6:81. 14. Kolb M, Margetts PJ, Anthony DC, Pitossi F, Gauldie J. Transient expression
of IL-1beta induces acute lung injury and chronic repair leading to
pulmonary fibrosis. J Clin Invest. 2001;107:1529–36. 14. Kolb M, Margetts PJ, Anthony DC, Pitossi F, Gauldie J. Transient expression
of IL-1beta induces acute lung injury and chronic repair leading to
pulmonary fibrosis. J Clin Invest. 2001;107:1529–36. Abbreviations
h BALF: Broncho-alveolar lavage fluid; BLM: Bleomycin; EMT: Epithelial to
mesenchymal transition; FISH: Fluorescence in situ hybridization;
HMGB1: High mobility group box 1; IL-1β: Interleukin-1β; IPF: Idiopathic
pulmonary fibrosis; MMT: Mesothelio-mesenchymal transition; NLRP3: BALF: Broncho-alveolar lavage fluid; BLM: Bleomycin; EMT: Epithelial to
mesenchymal transition; FISH: Fluorescence in situ hybridization;
HMGB1: High mobility group box 1; IL-1β: Interleukin-1β; IPF: Idiopathic
pulmonary fibrosis; MMT: Mesothelio-mesenchymal transition; NLRP3:
NOD-like receptor family, pyrin domain containing 3; PAI-1: Plasminogen
activator inhibitor-1; PLF: Pleural lavage fluid; TGF-β: Transforming growth
factor-β1; α-SMA: α-smooth muscle actin 4. Bellaye PS, Burgy O, Colas J, Fabre A, Marchal-Somme J, Crestani B, Kolb M,
Camus P, Garrido C, Bonniaud P. Antifibrotic role of alphaB-crystallin
inhibition in pleural and subpleural fibrosis. Am J Respir Cell Mol Biol. 2015;
52:244–52. NOD-like receptor family, pyrin domain containing 3; PAI-1: Plasminogen
activator inhibitor-1; PLF: Pleural lavage fluid; TGF-β: Transforming growth
factor-β1; α-SMA: α-smooth muscle actin 5. Decologne N, Kolb M, Margetts PJ, Menetrier F, Artur Y, Garrido C, Gauldie J,
Camus P, Bonniaud P. TGF-beta1 induces progressive pleural scarring and
subpleural fibrosis. J Immunol. 2007;179:6043–51. References
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1 1INSERM, LNC UMR866, LipSTIC LabEx team, Université Bourgogne
Franche-Comté, 21000 Dijon, France. 2Service de Pneumologie et Soins
Intensifs Respiratoires, Centre Hospitalo-Universitaire de Bourgogne, 21000
Dijon, France. 3Anticancer Centre Georges François Leclerc, CGFL, 21000
Dijon, France. Additional file 1: Figure S1. Scheme of the different models used in
this work. (PNG 145 kb)
Additional file 2: Figure S2. In depth subpleural collagen quantification. (PNG 1209 kb)
Additional file 3: Figure S3. Intravenous BLM injections trigger collagen
accumulation mainly in the subpleural areas by D14 with overexpression of
HSP47. (PNG 2604 kb)
Additional file 4: Figure S4. BLM promotes an inflammation profile of
the BALF but not in the blood. (PNG 539 kb)
Additional file 5: Figure S5. BLM triggers the accumulation of NLRP3
protein in Met5A cells. (PNG 464 kb)
Additional file 6: Figure S6. Intravenous BLM induces TGF-β1
overproduction in mouse lung at D21. (PNG 425 kb) Additional file 1: Figure S1. Scheme of the different models used in
this work. (PNG 145 kb) Additional file 1: Figure S1. Scheme of the different models used in
this work. (PNG 145 kb) Additional file 2: Figure S2. In depth subpleural collagen quantification. (PNG 1209 kb) Received: 2 August 2016 Accepted: 22 November 2016 Consent for publication 16. Gasse P, Mary C, Guenon I, Noulin N, Charron S, Schnyder-Candrian S,
Schnyder B, Akira S, Quesniaux VF, Lagente V, et al. IL-1R1/MyD88 signaling
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Schnyder B, Akira S, Quesniaux VF, Lagente V, et al. IL-1R1/MyD88 signaling
and the inflammasome are essential in pulmonary inflammation and fibrosis
in mice. J Clin Invest. 2007;117:3786–99. Competing interests The authors declare that they have no competing interests. 15. Bonniaud P, Margetts PJ, Ask K, Flanders K, Gauldie J, Kolb M. TGF-beta and
Smad3 signaling link inflammation to chronic fibrogenesis. J Immunol. 2005;
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Challenges in Estimating Insecticide Selection Pressures from Mosquito Field Data
|
PLoS neglected tropical diseases
| 2,011
|
cc-by
| 9,885
|
Introduction compromise these efforts. The widespread use of a small portfolio
of compounds against large mosquitoes populations with many
generations per year (estimated at 12 per year for Anopheles gambiae
[3] and 20 for Aedes aegypti [4]) have raised fears that high levels of
resistance may arise very quickly. Mosquito-borne diseases are prevalent in the tropics and
subtropics and constitute a large proportion of the health problems
in developing countries. The major mosquito vectors occur in the
genera Culex, Aedes, and Anopheles, which transmit Filaria spp,
Japanese encephalitis, dengue and yellow fever viruses and
malaria. The control of vector populations is often based on
insecticides, such as larviciding, indoor residual spraying (IRS) and
personal protection through insecticide treated materials (ITM)
and their use has been shown to have a powerful impact on
mosquito abundance and disease transmission [1]. The foraging
and resting behaviors of mosquitoes ensure a number of
potentially lethal interactions with insecticide-treated surfaces
during parts of the mosquito lifecycle [2], but prolonged exposure
to an insecticide over many generations runs the risk that
mosquitoes will develop resistance. In general only four different
chemical classes of synthetic insecticides are used in the field:
organochlorines, organophosphates, carbamates and pyrethroids. Pyrethroids are particularly important because they are the only
class
of
insecticides
recommended
by
The
World
Health
Organization to use on ITM. Since ITM are being widely
distributed across malaria and dengue affected countries and
pyrethroids are employed in some areas for agricultural pest
control, there is concern that the emergence of resistance will We consider the problem of measuring the strength of selection
for insecticide resistance in mosquito field populations and show
how changes in the frequencies of the alleles at a single locus can
be used to estimate the selection acting on each genotype. This
type of data is collected for the identification of genetic
mechanisms of resistance and/or during monitoring programs of
vector control campaigns. The method we developed extends that
described earlier by DuMouchel and Anderson in 1968 [5] for
laboratory
populations. Laboratory
based
conditions
differ
significantly from the field. In the laboratory insecticide assays
are conducted over standardized range of doses and concentra-
tions that do not account for field situations such as decay rates
and exposure characteristics. Susana Barbosa1*, William C. Black IV2, Ian Hastings1 rasitology Group, Liverpool School of Tropical Medicine, Liverpool, United Kingdom, 2 Department of Microbiology, Colorado Stat
, United States of America 1 Molecular and Biochemical Parasitology Group, Liverpool School of Tropical Medicine, Liverpool, United Kingdom, 2 Departm
University, Fort Collins, Colorado, United States of America 1 Molecular and Biochemical Parasitology Group, Liverpool School of Tropical Medicine, Liverpool, United Kingdom, 2 Department of Microbiology, Colorado State
University, Fort Collins, Colorado, United States of America 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: sbarbosa@liv.ac.uk Competing Interests: The authors have declared that no competing interests exist. * E-mail: sbarbosa@liv.ac.uk * E-mail: sbarbosa@liv.ac.uk Abstract Insecticide resistance has the potential to compromise the enormous effort put into the control of dengue and malaria
vector populations. It is therefore important to quantify the amount of selection acting on resistance alleles, their
contributions to fitness in heterozygotes (dominance) and their initial frequencies, as a means to predict the rate of spread
of resistance in natural populations. We investigate practical problems of obtaining such estimates, with particular emphasis
on Mexican populations of the dengue vector Aedes aegypti. Selection and dominance coefficients can be estimated by
fitting genetic models to field data using maximum likelihood (ML) methodology. This methodology, although widely used,
makes many assumptions so we investigated how well such models perform when data are sparse or when spatial and
temporal heterogeneity occur. As expected, ML methodologies reliably estimated selection and dominance coefficients
under idealised conditions but it was difficult to recover the true values when datasets were sparse during the time that
resistance alleles increased in frequency, or when spatial and temporal heterogeneity occurred. We analysed published data
on pyrethroid resistance in Mexico that consists of the frequency of a Ile1,016 mutation. The estimates for selection
coefficient and initial allele frequency on the field dataset were in the expected range, dominance coefficient points to
incomplete dominance as observed in the laboratory, although these estimates are accompanied by strong caveats about
possible impact of spatial and temporal heterogeneity in selection. k WC IV, Hastings I (2011) Challenges in Estimating Insecticide Selection Pressures from Mosquito Field Data. PLoS Negl Trop Dis 5(11)
al.pntd.0001387 ation: Barbosa S, Black WC IV, Hastings I (2011) Challenges in Estimating Insecticide Selection Pressures from Mosquito Field Data. PL
387. doi:10.1371/journal.pntd.0001387 Editor: Rhoel Ramos Dinglasan, Johns Hopkins Bloomberg School of Public Health, United States of America Received June 15, 2011; Accepted September 19, 2011; Published November 1, 2011 Received June 15, 2011; Accepted September 19, 2011; Published November 1, 2011 Copyright: 2011 Barbosa 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: S.B. was supported by research grant SFRH/BD/33534/2008 from Fundac¸a˜o para a Cieˆncia e Tecnologia, Portugal and Siemens Portugal under a Ph.D. Program in Computational Biology of the Instituto Gulbenkian de Cieˆncia, Oeiras, Portugal. www.plosntds.org www.plosntds.org Author Summary Author Summary The emergence and spread of insecticide resistance
compromise the control of mosquito borne diseases such
as dengue or malaria, which are responsible for millions of
deaths every year in tropical and subtropical areas. There
are currently no easily implemented methodologies to
quantify the strength of selection for resistance occurring
in nature. Using field data from Mexico on the frequency of
an allele mutation conferring resistance in the mosquito
Aedes aegypti we use maximum likelihood (ML) to estimate
the selection and dominance coefficients driving the
evolution of resistance. We explored the impact of poor
data collection, data that combine information from
different locations and the consequences of selection
and dominance coefficients varying over the sampling
time period. The ML method can accurately estimate these
parameters with simulated data in ideal sampling situa-
tions but it is difficult to recover true values when spatial
and temporal heterogeneity occurs. The analysis high-
lighted factors relevant to field work such as the need for
frequent surveillance in discrete sentinel sites. Introduction Following insecticide deployment in
the field, concentration decreases and there is a selective window
of time at lower concentrations (see Figure 1), where resistant
heterozygotes do not die but susceptible homozygotes are still
killed, therefore acting as dominant when under more standard-
ized conditions it may appear to be recessive. This is relevant
because dominance relationships between susceptible and resis-
tance alleles affect the rate of spread of resistance. November 2011 | Volume 5 | Issue 11 | e1387 1 November 2011 | Volume 5 | Issue 11 | e1387 Estimating Selection from Mosquito Field Data period of dynamics (typically early and late stage of spread) or may
be pooled from different locations. In this paper we discuss the
challenges associated with this approach. We used published data
on pyrethroid resistance from Aedes aegypti, throughout Mexico [6]
on the frequency of the Ile1,016 mutation, one of the mutations in
the voltage-gated sodium channel gene known to confer resistance
to pyrethroids (this is known as knockdown resistance, a term
applied to insects that fail to lose coordinated activity immediately
after exposure). pt: frequency of the resistant allele at time/generation t
qt = 12pt: frequency of the susceptible allele at time/
generation t pt: frequency of the resistant allele at time/generation t
qt = 12pt: frequency of the susceptible allele at time/
generation t This recursive equation is the basic formula of selection of a
favourable gene [7,8]. We defined the allele initial frequency p0, as
the frequency in the first sampling time point, set as generation 0. Each subsequent generation can be converted onto a real
timescale of years by assuming a constant number of generations
per calendar year. The ML approach to estimate the unknown parameters h and s
and p0, based on this genetic model, involved selecting initial
values of s, h, and p0, and then testing how well the predicted allele
frequencies matched those observed in the dataset. Field datasets usually consist of the number of resistant alleles xt
and the total number of sampled alleles n at different time points t. The probability of observing x resistant alleles among n alleles
follows a binomial distribution, with a probability of success (being
a resistance allele) p for each sampled time point t. Figure 1. The typical change in insecticide concentration in the
field over time. As concentration decays with time after deployment
there is a differential survival of genotypes. In period A the RR genotype
will survive while the RS and SS dies: this makes the R allele recessive in
this period. In period B both RR and RS survive making the R allele
dominant in this period. In period C all genotypes can survive so no
selection occurs. These are windows of selection, adapted from [37]. doi:10.1371/journal.pntd.0001387.g001 Figure 1. The typical change in insecticide concentration in the
field over time. As concentration decays with time after deployment
there is a differential survival of genotypes. In period A the RR genotype
will survive while the RS and SS dies: this makes the R allele recessive in
this period. In period B both RR and RS survive making the R allele
dominant in this period. In period C all genotypes can survive so no
selection occurs. These are windows of selection, adapted from [37]. doi:10.1371/journal.pntd.0001387.g001 Figure 1. The typical change in insecticide concentration in the
field over time. As concentration decays with time after deployment
there is a differential survival of genotypes. In period A the RR genotype
will survive while the RS and SS dies: this makes the R allele recessive in
this period. Model and Methods The genetic model we employ assumes a single autosomal locus
conferring insecticide resistance in a diploid sexually reproducing
population, with non-overlapping generations and assuming
random mating; these are standard assumptions in population
genetics models. There are two possible alleles, resistant (R) or
susceptible (S), and three possible genotypes (SR, RR, SS). The
fitness coefficient, which is a measure of survival and reproduction
of the different genotypes, was defined as 1 for the susceptible
homozygotes SS, 1+s (s is the selection coefficient) for resistant
homozygotes RR and 1+hs (h is the dominance coefficient) for
heterozygotes SR. The level of dominance is a measure of the
relative position of the phenotype of the heterozygote relative to
the phenotype of the two corresponding homozygotes. Complete
dominance for susceptible allele is represented by h = 0 and
complete dominance for resistance allele by h = 1, alleles are
codominant or additive when h = 0.5. The fitness coefficients are
composite measures of fitness in both the exposed and unexposed
mosquitoes groups and are assumed to be the same for males and
females. Using a maximum likelihood (ML) procedure and a recursive
genetic model that tracks the changes in the resistance allele
frequencies at a single locus it is possible to estimate a selection
coefficient (s), a coefficient quantifying dominance (h) and the
initial frequency of the resistance allele (p0,), key parameters that
determine the dynamics of resistance. The model provides a
straightforward way to obtain these values with the least complex
dataset possible. However, field data on the spread of resistance is
often suboptimal: datasets may be small, may only track one We also assume a large population, so that genetic drift can be
ignored, which enabled us to predict the frequency of the resistant
allele at any time t according to the recursion expression: Figure 1. The typical change in insecticide concentration in the
field over time. As concentration decays with time after deployment
there is a differential survival of genotypes. In period A the RR genotype
will survive while the RS and SS dies: this makes the R allele recessive in
this period. In period B both RR and RS survive making the R allele
dominant in this period. In period C all genotypes can survive so no
selection occurs. These are windows of selection, adapted from [37]. doi:10.1371/journal.pntd.0001387.g001
www.plosntds.org ptz1~ p2
t (1zs)zptqt(1zhs)
1zs(p2
t z2hptqt)
ð1Þ ð1Þ www.plosntds.org Estimating Selection from Mosquito Field Data pt: probability of sampling an R allele, i.e, probability of
a success
was no temporal or spatial variation in parameter values and
populations sizes were sufficiently large that stochastic changes in
alleles frequencies could be ignored. Data were available for each
generation, 100 alleles (50 mosquitoes) were sampled each
generation (Equation 2) and the simulations were run until the
resistance allele frequency exceeded 0.99. Accuracy of analysis was
gauged by the correlation coefficient between true and estimated
parameter values, and by checking how frequently the true values
fell with the estimated 95% confidence intervals. nt
xt
: combinatorial term to account for the number of
ways of sampling x resistant alleles among n total alleles The corresponding binomial likelihood function is: L(ptjxt,nt)~f (xtjnt,pt)
ð3Þ ð3Þ Next we examined the impact of suboptimal datasets. Equation
1 was used to predict allele frequency for 120 generations and we
assumed that 100 alleles were sampled in each generation. Two
optimal datasets with different dominance values were produced to
check if the ML method accurately recovered the parameters
when data from all generations was available (as above) and to
investigate the effect of different degrees of dominance on
estimations. Subsets of the data were used to examine the
influence of incomplete sampling when only a few generations of
data are available, or when only the initial stages of spread are
available for analysis. The likelihood function returns the likelihood of the value pt given
the observed data of xt resistant alleles among the sample of nt at
each generation. Essentially, it tells us how consistent the data are
with predicted values of pt (Equation 1). The likelihood value for
the dataset is the product of the likelihoods across the entire
sample: The likelihood function returns the likelihood of the value pt given
the observed data of xt resistant alleles among the sample of nt at
each generation. Essentially, it tells us how consistent the data are
with predicted values of pt (Equation 1). The likelihood value for
the dataset is the product of the likelihoods across the entire
sample: L pjx,n
ð
Þ~ P
t
i~1
ni
xi
p
xi
i
1{pi
ð
Þni{xi
ð4Þ ð4Þ y
Field data, collected and analyzed by Garcia et al. [6], was
available for analysis. Estimating Selection from Mosquito Field Data There were a total of 78 field collections
containing 3,808 Aedes aegypti (some as much as 2000 km apart). Each mosquito was genotyped at the Ile1,016 locus. We pooled
data from the different locations and analysed it assuming different
number of generations of mosquitoes per year (6,9,12,16 and 20),
to check the consistency of the estimations. Intuitively, we would
expect spatial and temporal variation in the selection parameter in
the Garcia et al. dataset and in many other datasets obtained under
field conditions. It was therefore vital to ascertain how heteroge-
neity would affect the algorithm’s ability to recover the underlying
parameters from pooled data. Spatial heterogeneity was investi-
gated by simulating allele frequencies for 80 different locations
over 50 generations using Equation 1; 100 alleles were sampled
from each generation (Equation 2) and data from each generation
in each location were used in the analyses. Parameters p0 and h
were randomly selected from a uniform probability distribution
(p0,<(0,1), h,<(0,1)) while s was randomly drawn from a normal
distribution (s,N(0.15,0.025)), the constraints on s coefficient are
within a reasonable range for a field setting. Once selected for a
location, the values of h and s did not change, i.e., there was no
temporal heterogeneity. Two simulation strategies were used: (i) p0
and h were allowed to vary while s was held constant at 0.1, 0.3,
0.6, 0.8 or 1, (ii) p0, and s was allowed to vary while h was held
constant at 0, 0.25, 0.5. 0.75 or 1. The data across the simulated
locations were pooled for analyses. Each simulation strategy was
run 300 times giving a total of 30065 = 1500 per strategy. The
mean values of each parameter over all simulated locations was
assumed to be the true value and the accuracy of the program was,
as before, gauged by the correlation coefficient between the
estimated and true values, and by the proportion of the true values
falling within the 95% CI. We implemented this ML methodology in R [9] using constrOptim()
function (from stats package) for which it is not necessary to
provide analytic derivatives and that can minimize/maximize a
function subject to linear inequality constraints. Three constraints
on the parameter values were enforced: 0,p,1, 0,s,1, 0,h,1,
except when analysing the field data when a constraint on h (0–1.5)
was imposed. Estimating Selection from Mosquito Field Data The Nelder-Mead optimization method algorithm
was used, that generates a new test position by extrapolating the
behavior of the objective function measured at each test point
arranged as a simplex. The algorithm then chooses to replace one
of these test points with the new test point and the algorithm
progresses. The simplest step is to replace the worst point with a
point reflected through the centroid of the remaining points. If this
point is better than the best current point, then it will expand
exponentially along this line. On the other hand, if this new point
is not much better than the previous value the simplex returns the
previous point. The standard error (s.e) of the estimates was
determined by inverting the Hessian matrix evaluated at the ML
estimate and the 95% confidence interval endpoints were
calculated as Parameter estimate61.96*s.e. Maximum likelihood estimation is an optimization technique
and there is no guarantee that the set of parameters that uniquely
maximizes the likelihood will always be found because the
algorithm may converge onto local optima whose likelihood is
below the global maximum. To overcome this problem 1000 runs
of the ML iteration procedure were performed in every estimation,
with random starting values of the parameter estimates used to
initialise the optimization routine [10]. In the analyses described
here, the runs that converged to other estimates had ML values
sufficiently less than the global maximum that a likelihood ratio
test considered them different, so that the set of parameters could
be safely discarded. However a small percentage of the runs
converged to a set of different parameters with a similar likelihood
value that could not be considered different using a likelihood ratio
test. The criteria used to exclude these results as potential best
estimates was that the estimated value of h lay on the boundary of
the constrained parameter range and is expected to reflect erratic
behavior of the algorithm when using a small sample. The effect of temporal heterogeneity in estimations was also
investigated by varying s and h over 50 generations in a single
location, i.e., different s and h values in different generations. The
distribution of values were the same as those used for spatial
heterogeneity. Three scenarios were considered: (i) s and h both
varied over generations, (ii) h could vary while s was held constant,
(iii) h could vary while s was held constant. pt: frequency of the resistant allele at time/generation t
qt = 12pt: frequency of the susceptible allele at time/
generation t In period B both RR and RS survive making the R allele
dominant in this period. In period C all genotypes can survive so no
selection occurs. These are windows of selection, adapted from [37]. doi:10.1371/journal.pntd.0001387.g001 f (xtjnt,pt)~
nt
xt
pxt
t (1{pt)nt xt
ð2Þ ð2Þ Where: Where: November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 2 www.plosntds.org Estimating Selection from Mosquito Field Data www.plosntds.org www.plosntds.org Estimating Selection from Mosquito Field Data Estimating Selection from Mosquito Field Data scenario but because the fixed values of h and s could be drawn
from a distribution, the total number of runs was 30063 = 900. As
before, the performance of the algorithm under conditions of
temporal heterogeneity was assessed by defining the true value as
mean over the generations, and calculating the correlation
coefficient between the estimated and true values and how
frequently the true value was included in the 95% confidence
interval. with the inclusion of the last generation, the only sampling point in
the subset that captures the incipient frequency rise. The ML
parameter estimates in Table 2 were achieved in 34 to 83% of the
1000 ML runs indicating that a significant proportion of the
estimation routines converged onto local maxima. Analysis of the Aedes aegypti dataset resulted in the parameter
estimates in Table 3. These ML estimations were obtained
assuming 6, 9, 12, 16 and 20 generations per year. The estimation
converged on the same ML value 76 to 96% of the runs. With a
small percentage of the runs (0.005 to 0.16%) converged to a set of
different parameters with a similar likelihood value but which were
excluded because the estimated value of h was on the boundary of
the constrained parameter range. The estimates of p0 and h were
highly consistent irrespective of assumed number of generations
per year and ranged from 0.0032 to 0.0035 and from 0.77 to 0.78,
respectively. As expected the s was strongly dependent on the
assumed number of generations per year and ranged from 0.042 to
0.15. Finally, it is important to note two features of our analyses that
may not be obvious to non-specialists. Firstly, that the genetic
parameters h and s describe the overall, net rate of spread of
resistance alleles through natural populations and cannot formally
distinguish where selection is acting. For example, they cannot
determine whether selection was acting differentially on the adult
or larval stages, whether fitness costs were associated with
resistance, whether there was differential selection on the sexes,
nor whether killing was likely to be in early or later adult stages,
the latter being a topic of contemporary interest given recent
suggestion by Koella and colleagues [11] that killing older adults
will reduce the selective pressures for insecticide resistance. Results The analysis of idealized datasets (Table 1) suggest ML can
accurately recover the underlying parameter values from optimal
simulated data. Additionally, if most of the values were in the confidence
interval, the mean range of the interval was as wide as the
parameter range. For example in Figure 4 note that when
dominance is constant at 0.75, 100% of the true values are in the
confidence interval, but the average mean range is 0.86 (the
parameter range is 0–1). The plotted simulated data and estimates
do not traverse the entire range of the parameters values because
they are the mean over the 80 locations, the central limit theorem
predicts that these estimates will converge to the center of the
distribution. Figure 2 shows six example simulations of the increase in
resistance allele frequencies over 120 generations, under two
dominance conditions (semi-recessive, h = 0.2 bottom panel, and
semi-dominant, h = 0.8 top panel). Values of p0, s, and h appear in
Table 2. The program appears less accurate when analysing
subsets of the original data, particularly if the resistance allele is
semi-recessive. When the resistance allele was semi-dominant,
resistance increased rapidly and the true estimates were recovered
if the subset included points that captured the pattern of increase,
such as the subset 1. When the resistance allele was semi-recessive,
the frequency was maintained at low levels for a long period, the
true parameters values were either recovered (Subset 1) but within
confidence intervals that were so large as to be uninformative, or
were not even contained in the confidence intervals (Subset 2) even Simulations of a location with temporal heterogeneous selection
pressure (dominance and/or selection changing in every genera-
tion) are shown on Figure 5. Again, the model does not accurately
recover the true parameters under conditions of temporal
heterogeneity. The exception was the dominance parameter when
it was held constant in a particular location with selection varying
in each generation, the correlation coefficient between the
estimate and the mean dominance value over the 80 locations
was 0.86. Table 1. Details of 100 idealized simulated datasets. p0
h
s
Parameter range
0.01–0.04
0.2–0.8
0.1–0.3
r *
0.94
0.99
0.99
TV (%)*
91
92
97
[ ]*
0.021
0.014
0.002
The simulated datasets were used to check the precision and accuracy of the
ML procedure. Results *r correlation coefficient between original value and estimate, TV percentage of
true values in the estimates 95% confidence interval and [ ] mean range value of
the confidence interval. doi:10.1371/journal.pntd.0001387.t001 Table 1. Details of 100 idealized simulated datasets. Estimating Selection from Mosquito Field Data Secondly, the analyses were designed to recover the genetic
parameters that resulted from past control program and, as such,
they cannot explore the issue of how differing patterns of
insecticide deployment drive resistance. This require a separate,
formal modelling approach explicitly designed to investigate the
differing impact of deployment strategies on driving resistance. These analyses have been described elsewhere, particularly for the
agriculture pesticides [12–15]. Results from spatially heterogeneous datasets pooling data from
80 different locations are shown in Figures 3 and 4. The algorithm
appears unable to consistently obtain accurate estimations of the
parameters s and h under such heterogeneous settings, manifested
by low values of correlation coefficients and many true values
outside the 95% confidence interval of the estimate. For example,
with the dominance estimations in Figure 3 when selection was
constant at 0.6, only 12% of the true values fell within the
confidence interval. Initial frequency values were accurately
recovered in all simulated scenarios, possibly due to the the
recursion dependency on the initial frequency. However, the
estimation of selection and dominance coefficients was achieved
with very low values of correlation coefficients between the
estimates and the mean of the parameter over the 80 simulated
locations (not very precise), in all different hypothetical scenarios. Estimating Selection from Mosquito Field Data In the simulations of
spatial heterogeneity the values of h and s had to be fixed across
locations (e.g. h = 0, 0.25, 0.5. 0.75 or 1) but in the simulation of
temporal heterogeneity only one location was examined in each
simulation so the values could be drawn from the underlying
distributions. As before, 300 datasets were produced for each We tested the algorithm and program by analyzing 100 datasets
simulated under idealized conditions using Equations 1 and 2. Initial frequency, dominance and selection coefficient were in the
ranges 0.01–0.04, 0.3–0.8 and 0.1 to 0.3 respectively, all
distributions were uniform. Three parameters values were selected
for each dataset and held constant during the simulation, i.e., there November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 3 Discussion Insecticide
resistance
research
is
largely
focused
on the
identification of the mechanisms responsible for resistance, and
whether the genetic mechanism is monogenic or polygenic,
general or population specific and if there are associated fitness
costs and developmental patterns [16]. The emergence and spread
of resistance is well documented, but there is still a worrying lack of
quantification of the evolution dynamics in populations under
control [17] and its persistence in populations following cessation
of control. The quantification of the strength of selection acting in November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 4 www.plosntds.org Estimating Selection from Mosquito Field Data Figure 2. Simulated evolution of resistance allele frequency over 120 generations under two different scenarios of dominance
relationship and analysing the full dataset or subsets of data. Specifications in Table 2. doi:10.1371/journal.pntd.0001387.g002 Figure 2. Simulated evolution of resistance allele frequency over 120 generations under two different scenarios of dominance
relationship and analysing the full dataset or subsets of data. Specifications in Table 2. doi:10.1371/journal.pntd.0001387.g002 the wild has previously been attempted using direct laboratory and
field trials, and indirect approaches using a variety of data,
including patterns of DNA variability and spatial and temporal
changes
in
allele
frequencies
[17,18]. Selection
acting
on
insecticide resistance genes in the field was first estimated using
genetic models for species in the genera Anopheles by Curtis et al. [19] and Wood and Cook [20], both were based on the observed
changes in gene frequency over regular intervals and the latter also discussed estimation by deviations from the expected Hardy-
Weinberg equilibrium frequencies. Both methods assumed a fixed
level of effective dominance under field conditions. A recent
example is the estimation of relative fitness by Livingston and
Fackler [21] for pyrethroid resistance in insects that infest crops. In
this case the magnitude of the estimates were similar to those
obtained using traditional laboratorial direct approaches using non
linear least squares estimation. The most refined work that we are the wild has previously been attempted using direct laboratory and
field trials, and indirect approaches using a variety of data,
including patterns of DNA variability and spatial and temporal
changes
in
allele
frequencies
[17,18]. Selection
acting
on
insecticide resistance genes in the field was first estimated using
genetic models for species in the genera Anopheles by Curtis et al. Sampled generations and true parameter values and ML parameter estimates with respective 95% confidence intervals.
doi:10.1371/journal.pntd.0001387.t002 mpled generations and true parameter values and ML parameter estimates with respective 95% confidence intervals.
10 1371/journal pntd 0001387 t002 generations and true parameter values and ML parameter estimates with respective 95% confidence intervals.
371/journal.pntd.0001387.t002 November 2011 | Volume 5 | Issue 11 | e1387 Estimating Selection from Mosquito Field Data doi:10.1371/journal.pntd.0001387.t003 Pooling data from different locations can be seen as a
reasonable option to minimize the lack of sampled generations
and small sample size. The Ile1,016 mutation frequency dataset of
Garcia et al. [6] provided the opportunity to apply the model to
real field data. This data contains allele frequencies of mosquitoes
collected in 78 different locations around Mexico since 1999. Insecticide use was not uniform across cities and towns in Mexico
and will probably differ between years and in addition migration
will probably lead to different initial resistance allele frequency. The estimates obtained from simulated pooled data demonstrated
that this kind of data-pooling, which is probably inevitable in most
surveys, is not very robust. The coefficients reported in Table 3
should simply be recognized as a rough estimate between the years
1999 to 2008 and that they may vary, albeit by an unknown
amount, over time and space. aware of, quantifies selection coefficients and costs associated with
resistance for Culex pipiens in Southern France, using spatial
information from clines to estimate selective advantages and costs,
and temporal information from a long-term survey to estimate the
selection coefficients of alleles in each environment using a
standard ML estimation approach [22,23]. We have described a ML method for simultaneously estimating
the selection and dominance coefficients and an initial resistance
allele frequency similar to that of [5], but we also tackled the
effects of spatial and temporal differences in selection intensity that
can arise as a result of different strategies of deployment of the
insecticide, migration patterns and/or infrequent and sparse field
sampling of mosquitoes. The approach described in this paper was
accurate with simulated data but proved less robust when
analysing few intermediate allele frequencies, especially when the
resistance allele is recessive. The reason is that all resistance
dynamics start from the same point (very low frequency) and end
at the same point (very high frequencies) but in the absence of
intermediate time points it is impossible to reconstruct the
dynamics in between. If the sampling period covers only the
onset of resistance or the final stages, when resistance is close to
fixation, the accurate estimation of selection and dominance
coefficients can be difficult. Estimating Selection from Mosquito Field Data The estimation is problematic because
in the early stages heterozygotes prevail in the population, with a
fitness Wrs = 1+hs for which there are a range of values of h and s
that yield the same product hs. This is illustrated using subsets in
Figure 2. The true values of s and h were 0.2 and 0.2 but the
estimates were 0.45 and 0.07 (Table 2). The situation was even
worse for subset 2 of the data (Figure 2) where the analysis inferred
a completely different trajectory of resistance spread and the true
values of h = s = 0.2 were estimated as h = 0.02 and s = 1.0
(Table 2). Once again, note that the fitness of the heterozygote
was estimated as 1+hs = 1.02 which was relatively close to the true
value of 1.04 and that it is the predicted value of the homozygotes,
which were largely absent from this subset of the data, that were
badly estimated (as Wrr = 2.0 rather than the true value of 1.2). p
Equation 1 describes a highly idealized population, i.e., one
that is large, randomly mating, and homogenous in time and
space. It is therefore important to consider the extent to which
our population differs from this paradigm and what consequence
this may have for the results. A large population is required so
that we can ignore genetic drift, i.e., random fluctuations in allele
frequency around our predicted values. Drift is important in
laboratory studies (see [24] for discussion) but in natural
populations there is a consensus that genetic drift can be ignored
provided 4Ne~s.10 where Ne is effective population size [25] and
~s is the weighted mean fitness of the resistance heterozygotes and
homozygotes. Estimates of Ne provided by [26] for Aedes Aegypti
ranged from 10–22 in different regions of Mexico. These
estimates seem intuitively to be very small. The most likely
explanation is that they are measure of historical population size,
so may have been caused by founder effects and population
bottlenecks in the distant past. Estimates of contemporary
population sizes are more appropriate in the current context
and most estimates of contemporary effective population sizes of
vectors are much higher, for example, in the region of 1000+ for
Anopheles gambiae [27–29]. It would be possible to introduce the
effects of drift by simulating small populations sizes and sampling
(with replacement) the parents of the next generation. Estimating Selection from Mosquito Field Data Nevertheless, the calculated fitness (1+hs) is very similar (1.04 and
1.03). On the other extreme, when resistance is almost fixed, there
will be mainly homozygotes in the dataset (with fitness Wrr = 1+s),
so estimating a dominance value will also be problematic because
of the lack of heterozygotes (with fitness Wrs = 1+hs). Unfortunate-
ly, this is a very common type of data where genetic surveys
initially indicate resistance was absent then, once its presence was
detected, a second survey was run and higher levels were detected. Our analyses indicate that it is highly unlikely that any robust
genetic parameters can be obtained from these kind of fragmented
datasets. Future surveillance surveys should consequently be
optimized by choice of a proper sampling strategy and timeframe. It is therefore of extreme importance to sample as many
generations
as possible,
even if
it means collecting fewer
individuals. There is an important difference between standard
statistics and ML estimation. In standard statistics, the 95% CI
should capture the likely variation in magnitude of parameter
estimates. In ML it only captures the likely variation provided the
model has identified the correct trajectory of allele frequency
changes. This is problematic in incomplete datasets where many
trajectories may provide similar fits to the observed data. It is
absolutely essential to run numerous analyses from randomly
selected starting parameter values to check for the presence of
numerous trajectories of similar ML but with widely different
parameter estimates. Table 3. Estimated p0, h and s parameters from field data. Table 3. Estimated p0, h and s parameters from field data. Parameter
Generations/
year
Best
value
95% Confidence
interval
p0
6
0.0032
0.0032
0.0032
9
0.0033
0.0033
0.0033
12
0.0034
0.0034
0.0034
16
0.0034
0.0034
0.0034
20
0.0035
0.0035
0.0035
h
6
0.77
0.76
0.78
9
0.77
0.76
0.78
12
0.77
0.76
0.78
16
0.78
0.77
0.78
20
0.78
0.77
0.78
s
6
0.15
0.14
0.16
9
0.096
0.090
0.101
12
0.071
0.060
0.081
16
0.053
0.048
0.057
20
0.042
0.038
0.046
The dataset corresponds to field collected data on Ile1,016 resistance allele
frequencies in Ae. Aegypti from Mexico. Assuming 6, 9, 12, 16 and 20
generations per year. doi:10.1371/journal.pntd.0001387.t003 The dataset corresponds to field collected data on Ile1,016 resistance allele
frequencies in Ae. Aegypti from Mexico. Assuming 6, 9, 12, 16 and 20
generations per year. Discussion [19] and Wood and Cook [20], both were based on the observed
changes in gene frequency over regular intervals and the latter also Table 2. Specifications of datasets of Figure 2. True
Estimates [95% CI]
Dataset
Generations
p0
h
s
p0
h
s
Complete
1:120
0.001
0.2
0.2
0.0010 [0, 0.0018]
0.17 [0.13, 0.38]
0.24 [0, 0.48]
0.001
0.8
0.2
0.0009 [0.0005, 0.0013]
0.81 [0.77, 0.84]
0.20 [0.19, 0.21]
Subset 1
1:5,15:18,116:120
0.001
0.2
0.2
0.0025 [0, 0.0062]
0.45 [0, 1.5]
0.07 [0, 1]
0.001
0.8
0.2
0.0016 [20.0017, 0.0049]
0.77 [0.36, 1.18]
0.19 [0.08, 0.29]
Subset 2
1,13,25,37,73,85,97,120
0.001
0.2
0.2
0.0014 [0, 0.0030]
0.02 [0, 0.18]
1.00 [0.96, 1]
0.001
0.8
0.2
0.0009 [20.0007, 0.0025]
0.80 [0.64, 0.96]
0.20 [0.16, 0.25]
Sampled generations and true parameter values and ML parameter estimates with respective 95% confidence intervals. doi:10.1371/journal.pntd.0001387.t002 Table 2. Specifications of datasets of Figure 2. Table 2. Specifications of datasets of Figure 2. November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 5 www.plosntds.org www.plosntds.org www.plosntds.org Estimating Selection from Mosquito Field Data However
one of the key conclusions of this study is the difficulty of www.plosntds.org November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 6 Estimating Selection from Mosquito Field Data Figure 3. Effect of spatial heterogeneity (pooled data from 80 simulated locations) on estimates of initial allele frequency,
dominance and selection parameters. The value of the selection coefficient was held constant at 0.1, 0.3, 0.6, 0.8 or 1 in all locations and in every
generation, hence there are five rows of results corresponding to each of the 5 values of the selection coefficient. Dominance (h,<(0,1)) varied
between simulated locations, but was constant over time within each location. The true value is the mean parameter value over all locations. The
Pearson correlation coefficient (r) is between estimated and true values. TV is the percentage of the true values that are included in the 95%
confidence interval of the estimate. [ ] is the mean width of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g003 Figure 3. Effect of spatial heterogeneity (pooled data from 80 simulated locations) on estimates of initial allele frequency,
dominance and selection parameters. The value of the selection coefficient was held constant at 0.1, 0.3, 0.6, 0.8 or 1 in all locations and in every
generation, hence there are five rows of results corresponding to each of the 5 values of the selection coefficient. Dominance (h,<(0,1)) varied
between simulated locations, but was constant over time within each location. The true value is the mean parameter value over all locations. The
Pearson correlation coefficient (r) is between estimated and true values. TV is the percentage of the true values that are included in the 95%
confidence interval of the estimate. [ ] is the mean width of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g003 obtaining good quality estimates of genetic parameters from field
data, so we prefer to ignore the effects of drift, and simply point
out that the stochastic variation introduced by drift will likely
further decrease our ability to recover accurate genetic parameter
values from field data. The second requirement, that mating occurs at random is
unlikely to be true given the geographical scale of our surveys. It
would be relatively straightforward to incorporate this effect by
including Wrights F statistics in Equation 1. www.plosntds.org www.plosntds.org Estimating Selection from Mosquito Field Data However, there was
no evidence of significant departure from Hardy-Weinberg in our November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 7 Estimating Selection from Mosquito Field Data Figure 4. Effect of spatial heterogeneity on estimates of initial allele frequency, dominance and selection parameters. The value of
the dominance coefficient was held constant at 0, 0.25, 0.5, 0.75 or 1 in all locations and in every generation, hence there are five rows of results
corresponding to each of the 5 values of the dominance coefficient. The value of the selection coefficient (s,N(0.15, 0.025)) varied between locations,
but was held constant over time in each location. The true value is the mean parameter value over all locations. The Pearson correlation coefficient (r)
is between estimated and true values. TV is the percentage of the true values that are included in the 95% confidence interval of the estimate. [ ] is
the mean width of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g004 Figure 4. Effect of spatial heterogeneity on estimates of initial allele frequency, dominance and selection parameters. The value of
the dominance coefficient was held constant at 0, 0.25, 0.5, 0.75 or 1 in all locations and in every generation, hence there are five rows of results
corresponding to each of the 5 values of the dominance coefficient. The value of the selection coefficient (s,N(0.15, 0.025)) varied between locations,
but was held constant over time in each location. The true value is the mean parameter value over all locations. The Pearson correlation coefficient (r)
is between estimated and true values. TV is the percentage of the true values that are included in the 95% confidence interval of the estimate. [ ] is
the mean width of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g004 vectors in Africa show unpredictably high levels of heterogeneities
in resistance even across relatively small distances [30]. As
mentioned by [5] simple models cannot account for the alteration
of selection pressure by long term changes in the environment. More complex models that consider geographic clines and the
antagonist effect of selection-migration, should be more accurate, dataset (results not shown) so this strategy was not required. The
assumption that the population is homogenous in space is clearly
untrue. www.plosntds.org www.plosntds.org Estimating Selection from Mosquito Field Data Pooling of data from different regions was required to
increase sample size and frequency because mosquito collections
were not uniform at the same location. The simulation results
demonstrate the dangers of this approach and work on malaria November 2011 | Volume 5 | Issue 11 | e1387 8 Estimating Selection from Mosquito Field Data Figure 5. Effect of temporal heterogeneity on estimates of initial allele frequency, dominance and selection coefficients
parameters. Three different scenarios were simulated: (A) dominance and selection are different in every generation, (B) selection coefficient was
held constant in all generations but dominance was allowed to vary, (C) dominance was held constant in all generations while the selection
coefficient was allowed to vary. The Pearson correlation coefficient (r) between estimate and true value is shown. TV refers to the percentage of the
true values that are included in the 95% confidence interval of the estimate. [ ] is the mean range of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g005 Figure 5. Effect of temporal heterogeneity on estimates of initial allele frequency, dominance and selection coefficients
parameters. Three different scenarios were simulated: (A) dominance and selection are different in every generation, (B) selection coefficient was
held constant in all generations but dominance was allowed to vary, (C) dominance was held constant in all generations while the selection
coefficient was allowed to vary. The Pearson correlation coefficient (r) between estimate and true value is shown. TV refers to the percentage of the
true values that are included in the 95% confidence interval of the estimate. [ ] is the mean range of the 95% confidence interval in all runs. doi:10.1371/journal.pntd.0001387.g005 Figure 5. Effect of temporal heterogeneity on estimates of initial allele frequency, dominance and selection coefficients
parameters. Three different scenarios were simulated: (A) dominance and selection are different in every generation, (B) selection coefficient was
held constant in all generations but dominance was allowed to vary, (C) dominance was held constant in all generations while the selection
coefficient was allowed to vary. The Pearson correlation coefficient (r) between estimate and true value is shown. TV refers to the percentage of the
true values that are included in the 95% confidence interval of the estimate. [ ] is the mean range of the 95% confidence interval in all runs. www.plosntds.org www.plosntds.org Estimating Selection from Mosquito Field Data This resulted in estimates of
p0 = 0.0006 (95% CI: 0.0001–0.0010 ), h = 0.89 (95% CI: 0.84–
0.95), s = 0.20 (95% CI: 0.18–0.21) which are similar to those
obtained using data from all generations (Table 2, the dominance
coefficient is higher but the confidence intervals overlap). The
second point is that dominance levels acting in the field may be
much higher than those observed in the laboratory. The most
plausible
explanation
is
that
mosquitoes
in
the
wild
are
encountering low levels of insecticide that are insufficient to kill
heterozygotes. Increasing dominance greatly increases the rate at
which resistance develops. This suggests that insecticide applica-
tions should be enforced in such a way that ensure high coverage
with high doses. Our results suggest that the doses being applied
may be inadequate and that pursuing the current deployment
settings will lead to the rapid increase of resistant mosquitoes and
eventually to the complete inefficiency of permethrin in the
combat of dengue in Mexico. The estimated values of h, 0.77 to 0.78, point to partial
dominance of the resistance allele under field settings. Alleles
conferring knockdown resistance were found to be to be
recessive or semi-recessive in their influence in Anopheles gambiae
s.s. [34], but there is strong evidence for partial dominance or
additive effects of Ile1,016 from two laboratory studies of
knockdown and survival in strains or families of Aedes aegypti
segregating for the Ile1,016 allele. Saavedra-Rodriguez et al. [35] found that 127 of 221 heterozygotes recovered from
permethrin knockdown and showed later [36] that when
considering overall survival the differences among the three
phenotypes
appear
additive. Dominance
in
the
field
is
dependent on the concentration and decay of the insecticide
(see Figure 1), under this situation the resistant allele will be
effectively
dominant
and
we
think
that
our
results
of
intermediate dominance of Ile1,016 reflect this effect [37]. This interpretation is supported by Roush and Tabashnik [31],
who reported the same situation of partial dominance for
cyclodienes and lindane, diazinon, malathion and also for
pyrethroids, where 20–60% of the heterozygotes survived
exposure in a field setting. There is ongoing debate about
differences between laboratory and field settings that extended
to the evolution of insecticide resistance itself, some suggesting
that resistance in the fields tends to be based on an allele of
major effect at a single locus whereas resistance obtained in the
laboratory is usually polygenically based [38]. Estimating Selection from Mosquito Field Data doi:10.1371/journal.pntd.0001387.g005 Nevertheless the estimated value for p0 (0.0032–0.0035), was in
the higher range of 1022 to 10213 expected when a pesticide is
first introduced, based on mutation-selection equilibrium [31]. This initial p0 value reflects the frequency prior to the sampling
period. Since 1950, vector control programs in Mexico have used
a series of insecticides. DDT was used extensively for indoor but the amount of data necessary make the implementation
unlikely in most settings. This model in its simplicity presents a
straightforward way to obtain estimates of fitness parameters. The
fact that only information about resistant allele frequencies is
necessary should make it easier to apply, and yet even such a
simple data design is difficult to implement. November 2011 | Volume 5 | Issue 11 | e1387 November 2011 | Volume 5 | Issue 11 | e1387 9 Estimating Selection from Mosquito Field Data house spraying from 1950–1960 and was still used in some
locations up until 1998. Malathion was later used for ultra-low
volume space spraying of wide areas from 1981 to 1999. In 2000,
programs switched to permethrin based insecticides [32]. The
spread of resistance genes in a treated region will depend on the
initial resistant allele frequency and it is known that resistance
development
in
pest
organisms
can
occur
within
5–100
generations [31]. The relatively high initial frequency estimated
explains the immediate, dramatic increase in frequencies of
Ile1,016 from the late 1990s to 2006–2008 [6] neglecting genetic
drift. house spraying from 1950–1960 and was still used in some
locations up until 1998. Malathion was later used for ultra-low
volume space spraying of wide areas from 1981 to 1999. In 2000,
programs switched to permethrin based insecticides [32]. The
spread of resistance genes in a treated region will depend on the
initial resistant allele frequency and it is known that resistance
development
in
pest
organisms
can
occur
within
5–100
generations [31]. The relatively high initial frequency estimated
explains the immediate, dramatic increase in frequencies of
Ile1,016 from the late 1990s to 2006–2008 [6] neglecting genetic
drift. generations per year will be approximately the same in a timescale
of 20 years. Most mutations encoding insecticide resistance are expected to
incur a fitness penalty, compared to unmutated genes, in the
absence of insecticide. There is some field evidence of reduced
fitness of Ile1,016 mutations in Aedes aegypti in permethrin free
environments [6] which leads us to make two technical points. Estimating Selection from Mosquito Field Data Firstly, that the selection and dominance coefficients reported here
are overall values that combine the mutations benefit when
encountering insecticide and any fitness effect in insecticide-free
areas. Secondly, the method can equally be applied to measure
negative selection pressures, (i.e., when a mutation is being lost
from a population) from field data on the mutation after insecticide
is withdrawn. As expected, the strength of selection increased as the
number of generations per year decreased, whereas there was
less time to get to the same frequency of resistance allele. Selection coefficients ranging from 0.042 to 0.053 (assuming 20
and 16 generations per year) are similar to the selection
coefficients of DDT and dieldrin resistant phenotypes in
Anopheles mosquitoes that have been previously estimated to
be on the order of 0.013–0.061 [16]. The values for 0.071 and
0.097 (12 and 9 generations per year) are in the range of what
was estimated for antimalarial drug resistance: 0.05–0.1 [33],
however the value of 0.147 for 6 generations was higher than
any previous estimates. This is the first time selection for
insecticide resistance has been quantified in this species and
should be seen as a preliminary estimate. Two factors are of particular relevance to field work. Firstly,
that surveillance needs to be continuous so that a full dataset
covering the whole period of resistance spread becomes available
upon which to base these estimates. This may mean monitoring
sentinel sites for long periods when resistance is rare or absent,
but
a
continuous
dataset
is a
prerequisite
for
accurately
estimating the dynamics underlying the spread of resistance. Note that a continuous dataset does not necessarily mean
collecting samples every generation. The reason the analysis
could fail to recover the true parameters (Table 2) was because of
large gaps in the survey: simulations of semi-dominant mutations
lacked samples from periods of intermediate frequency, while
simulations of semi-recessive mutations only contained data from
the early stages (Figure 2). Operationally, this suggests that
regular, rather than intensive but periodic, sampling is the best
strategy. As an example, we re-analysed the semi-dominant
dataset but just incorporated samples every 10 generation, i.e., at
generations 1, 10, 20, 30:120. Acknowledgments The authors would like to thank Hilary Ranson and Tiago Anta˜o for
providing useful comments on earlier versions of the manuscript, and three
anonymous reviewers for helpful comments and discussion regarding the
manuscript. The number of generations under natural conditions for this
species was estimated at 20 or more among strains in field
conditions in Brazil, this leads us to consider the results with the
highest number of generations as the most likely, but because Aedes
aegypti eggs can survive desiccation for months and hatch once
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Mechanisms of insecticide resistance in field populations of aedes aegypti (l.)
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of insecticide resistance in the mosquito culex pipiens. Nature 400: 861. ormand T, Bourguet D, Guillemaud T, et al. (1999) Tracking the evolu 3. Chandre F, Darriet F, Duchon S, Finot L, Manguin S, et al. (2000)
Modifications of pyrethroid effects associated with kdr mutation in anopheles
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Solis G, et al. (2009) Recent rapid rise of a permethrin knock down resistance
allele in aedes aegypti in me´xico. PLoS Negl Trop Dis 3: e531. 28. Pinto J, Donnelly MJ, Sousa CA, Malta-Vacas J, Gil V, et al. (2003) An island
within an island: genetic differentiation of anopheles gambiae in sa˜o tome´, west
africa, and its relevance to malaria vector control. Heredity 91: 407–14. 7. Author Contributions Conceived and designed the experiments: SB IH. Performed the
experiments: SB. Analyzed the data: SB IH. Contributed reagents/
materials/analysis tools: SB IH WCBIV. Wrote the paper: SB IH. November 2011 | Volume 5 | Issue 11 | e1387 www.plosntds.org www.plosntds.org 10 References Roush R, McKenzie J (1987) Ecological genetics of insecticide and acaricide
resistance. Annu Rev Entomol 32: 361–380. 17. Endler J (1986) Natural selection in the wild Princeton University Press. 336 p. 18. Linnen CR, Hoekstra HE (2009) Measuring natural selection on genotypes and
phenotypes in the wild. Cold Spring Harb Symp Quant Biol 74: 155–68. 36. Saavedra-Rodriguez K, Strode C, Suarez AF, Salas IF, Ranson H, et al. (2008)
Quantitative trait loci mapping of genome regions controlling permethrin
resistance in the mosquito aedes aegypti. Genetics 180: 1137–1152. phenotypes in the wild. Cold Spring Harb Symp Quant Bio 19. Curtis C, Cook L, Wood R (1978) Selection for and against insecticide resistance
and possible methods of inhibiting the evolution of resistance in mosquitoes. Ecol
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37. Hastings I, Watkins W (2006) Tolerance is the key to understanding antimalarial
drug resistance. Trends Parasitol 22: 71–77. 20. Wood R, Cook L (1983) A note on estimating selection pressures on insecticide-
resistance genes. Bull World Health Organ 61: 129–134. 38. McKenzie J, Batterham P (1994) The genetic, molecular and phenotypic
consequences of selection for insecticide resistance. Trends Ecol Evolut 9:
166–169. 21. Livingston M, Carlson G, Fackler P (2002) Use of mathematical models to
estimate characteristics of pyrethroid resistance in tobacco budworm and
bollworm (lepidoptera : Noctuidae) field populations. J Econ Entomol 95:
1008–1017. 39. Clements A (1992) The Biology of Mosquitoes: Development, nutrition, and
reproduction Chapman & Hall, URL http://books.google.com/books? id =
XONSYgEACAAJ. www.plosntds.org November 2011 | Volume 5 | Issue 11 | e1387 11 www.plosntds.org www.plosntds.org
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Sintesis dan karakterisasi fotokatalis ZnO/karbon aktif dan aplikasinya pada degradasi rhodamin B
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Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Sintesis dan karakterisasi fotokatalis ZnO/Karbon Aktif (KA) dan
aplikasinya pada degradasi rhodamin B Restina Bemis*, Nelson, Ngatijo, Siti Nurjanah, Nur Aini Maghviroh
Program Studi Kimia, Fakultas Sains dan Teknologi, Universias Jambi, Jambi. Jl. Jambi-Ma. Bulian KM 15 Mendalo Indah, Jambi, 36361
e-mail: *bemisrestina@gmail.com Diterima: 30 Oktober 2019 / Disetujui: 23 Desember 2019 / Dipublikasi online: 31 Desember 2019
DOI: https://doi.org/10.22437/chp.v4i2.7936 ABSTRAK Telah dilakukan sintesis dan karakterisasi ZnO/KA sebagai fotokatalis untuk
mendegradasi rhodamin B. Fotokatalis ZnO/KA disintesis menggunakan motode
solid state, Zn(NO3)2.4H2O sebagai prekursor dan karbon aktif dari tempurung
kelapa. Pola difraksi XRD menunjukkan bahwa fotokatalis ZnO/KA memiliki
struktur heksagonal wurzite dengan ukuran kristal 0,12 µm. Hasil UV-Vis
menunjukkan ZnO memiliki nilai energi celah pita (band gap energy, Eg) sebesar
3,12 eV dan hasil SEM menunjukkan morfologi permukaan tidak beraturan dan
mangalami aglomerasi. Analisis EDS pada ZnO dan ZnO/KA memberikan
persentase massa elemen Zn = 59,4%; O = 38,6% dan Zn= 66,9%; O=23,6%;
C=7,8%. Hasil uji aktivitas fotokatalitik menunjukkan bahwa kondisi optimum
degradasi 10 ppm rhodamin B memerlukan 200 mg fotokatalis ZnO/KA dan waktu
radiasi sinar UV selama 90 menit, persentase degradasi sebesar 86,84%. Dari
data analisis LC-MS menunjukkan terjadi degradasi molekul rhodamin B (m/z=
442,88) membentuk senyawa intermediet dengan perbandingan rasio massa dan
muatan sebesar 387,30; 359,01; 331,12; 132,79 dan 117,03 m/z. Kata kunci: fotokatalis ZnO/KA, fotodegradasi, rhodamin B, solid state Kata kunci: fotokatalis ZnO/KA, fotodegradasi, rhodamin B, solid state ABSTRACT Synthesis and characterization of ZnO/activated carbon as photocatalyst has been
carried out to degrade rhodamine B. ZnO/activated carbon photocatalyst has been
synthesized using solid state method, Zn(NO)2.4H2O as precursor and activated
carbon from coconut shell. The XRD diffraction pattern shows that the ZnO/
activated carbon photocatalyst has a hexagonal wurzite structure with a crystal size
of 0.12 µm. UV-Vis results showed that ZnO had a band gap energy (Eg) value of
3.12 eV and SEM results showed irregular surface morphology and experienced
agglomeration. The EDS analysis of ZnO and ZnO / activated carbon gives the mass
percentage of element Zn = 59.4%; O = 38.6% and Zn = 66.9%; O = 23.6%; C = 7.8%. The results of the photocatalytic activity test showed that the optimum condition for
rhodamine B 10 ppm degradation requires 200 mg of ZnO/activated carbon
photocatalyst and 90 minutes of UV light radiation, the percentage of degradation
was 86.84%. From the LC-MS analysis data showed that the degradation of
rhodamine B (m/z = 442.88) molecules formed an intermediate compound with a
ratio of mass and charge ratio of 387.30; 359.01; 331.12; 132.79 and 117.03 m/ z. Keywords: fotocatalys ZnO/KA, fotodegradation, rhodamin B, solid state PENDAHULUAN 101 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Air limbah industri tekstil dapat menimbulkan masalah serius terhadap
lingkungan karena terbuat dari senyawa organik azo yang terikat dengan gugus
benzene dan bersifat non- biodegradabel, beracun serta stabil sehingga sulit
terdegradasi secara alami (bakteri dan panas) (Manurung, et al., 2004; Rashed, et
al., 2007). Rhodamin B merupakan salah satu jenis zat warna sintesis yang
biasa digunakan dalam industri tekstil. Rhodamin B termasuk pewarna sintetis
kationik golongan xanthene bersifat toksik, reaktif, karsinogenik dan dapat
terdekomposisi menjadi senyawa yang lebih berbahaya (Kurnia, 2011). Bahaya
serius dapat timbulkan bila terakumulasi dalam tubuh yaitu dapat
menyebabkan gangguan fungsi hati, ginjal, bahkan menimbulkan kanker hati
(Agusriyanti, 2014). Fotodegradasi merupakan metode yang saat ini banyak digunakan karena
praktis dan ekonomis, memiliki kemampuan menghasilkan oksidator kuat dengan
daya oksidasi tinggi, mampu mendegradasi hingga tingkat mineralisasi, mampu
mendegradasi senyawa yang tidak dapat didegradasi secara biologi, dapat
digunakan pada senyawa organik maupun anorganik, dan menggunakan energi
rendah (energi cahaya) sebagai pengaktif (He, et al. 2009). Fotodegradasi
berprinsip pada penggunaan fotokatalis berbahan semikonduktor. ZnO memiliki
energi celah pita (band gap/Eg) sebesar 3,2 eV sehingga dapat digunakan sebagai
fotokatalis. Beberapa hasil penelitian mengenai potensi ZnO sebagai fotokatalis
telah dilaporkan diantaranya munujukkan bahwa ZnO merupakan fotokatalis
yang aktif (Sakthivel, et al., 2003) dan mampu mendegradasi polutan hingga 82,18
% (Kristriya, 2013). ZnO sebagai fotokatalis memiliki keterbatasan dalam menyerap zat yang
akan didegradasi, sehingga perlu dilakukan modifikasi permukaan. Karbon aktif
dapat digunakan sebagai pengemban karena mempunyai luas area permukaan
yang spesifik dengan struktur berpori sehingga diharapkan dapat meningkatkan
daya adsorpsi dan aktivitas fotokatalitik ZnO. Alat dan Bahan Peralatan yang digunakan adalah alat-alat gelas, pipet tetes, spatula, batang
pengaduk, corong Buchner, timbangan analitik, ayakan 100 mesh, indikator
universal, pH meter, pengaduk magnetik, pemanas, cawan porselen, mortal dan
pastle, seperangkat alat refluks, kertas saring, aluminium foil, oven, furnace, 102 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 kotak radiasi, lampu in-Lite TUV 30W/G T8 dengan panjang gelombang 253,7 nm,
fourier transformation inrfa-red (FTIR), X- ray Diffraction (XRD), Scanning Electron
Microscopy (SEM-EDS), Spektrofotometer UV-Vis dan liquid chromatography-mass
spectroscopy (LC-MS). Bahan
yang
digunakan
adalah
Zn(NO3)2.4H2O,
etanol
absolute,
trietanolamin, NaOH, HCl, karbon tempurung kelapa. Sintesis ZnO Sebanyak 8,17 gram Zn(NO3)2.4H2O dilarutkan dalam etanol dan diaduk
menggunakan magnetic stirer selama 30 menit. 12,5 mL Triethanolamine (TEA)
ditambahkan secara perlahan disertai pengadukan konstan dan pemanasan pada
suhu 80˚C selama 30 menit, sehingga diperoleh koloid-gel berwarna putih. Koloid-
gel dioven pada suhu 50˚C selama 2 jam kemudian di diamkan selama 24 jam
pada suhu ruang (aging). Koloid-gel disaring menggunakan corong Buchner. Residu dikeringkan dengan pemanasan oven suhu 60˚C selama 14 jam dan
kemudian dikalsinasi pada suhu 750˚C selama 2 jam (Shokuhfar, et al., 2008). Serbuk padatan yang dihasilkan dikarakterisasi menggunakan XRD, FTIR, SEM-
EDS dan spektrofotometer UV-Vis. Aktivasi Karbon Sebanyak 50 gram serbuk karbon tempurung kelapa ditambahkan larutan
NaOH 1M. Larutan diaduk menggunakan pengaduk magnetik selama 4 jam
disertai pemanasan suhu 85˚C. Larutan disaring dan dicuci dengan air destilasi
hingga pH netral. Residu dikeringkan mengunakan oven pada suhu 110˚C selama
1 jam dan dilanjutkan dengan kalsinasi pada suhu 600˚C selama 1 jam sehingga
dihasilkan karbon aktif. Sintesis ZnO/KA Sebanyak 1,6 gram ZnO sintesis ditambah 50 mL air destilat untuk
menghasilkan larutan ZnO. Sebanyak 0,4 gram karbon aktif (KA) ditambahkan
dalam larutan ZnO kemudian direfluks dengan pemanasan 90˚C selama 5 jam
disertai pengadukkan menggunakan pengaduk magnetik. Larutan disaring
dengan penyaring Buchner dan dikeringkan dalam oven pada suhu 120˚C selama
±30 menit. ZnO/KA kemudian dikalsinasi pada suhu 400˚C selama 4 jam
(Septiani, et al., 2014). Fotokatalis ZnO/KA yang dihasilkan dikarakterisasi
menggunakan XRD, FTIR dan SEM-EDS. Uji Aktivitas Fotokatalitik ZnO/KA 103 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Penentuan massa optimum fotokatalis ZnO/KA Enam buah gelas kimia 100
mL diisi dengan 50 mL larutan rhodamin B 10 ppm pada pH 11, dan ditambahkan
fotokatalis ZnO/KA sebanyak 0, 50, 100, 150, 200 dan 250 mg. Larutan diradiasi
dibawah lampu UV sambil diaduk menggunakan pengaduk magnetik dengan
kecepatan konstan selama 30 menit. Suspensi disaring dan filtrat diukur
absorbansinya dengan spektrofotometer UV-Vis pada panjang gelombang
maksimum rhodamin B. Penentuan waktu radiasi optimum fotokatalis ZnO/KA. Empat buah gelas
kimia 100 mL diisi 50 mL larutan rhodamin B 10 ppm pada pH 11, dan
ditambahkan fotokatalis ZnO/KA dengan jumlah optimum yang diperoleh pada
prosedur sebelumnya. Campuran lalu diradiasi dibawah lampu UV selama 30, 60,
90 dan 120 menit sambil diaduk menggunakan pengaduk magnetik dengan
kecepatan konstan. Masing- masing filtrat diukur absorbansinya dengan
spektrofotometer UV-Vis pada panjang gelombang maksimum rhodamin B. larutan dengan nilai persentase degradasi optimum dianalisis menggunakan LC-
MS. Spektrofotometer FTIR (Fourier Transformation Infra-Red) Analisis spektrum FTIR ZnO dan ZnO/KA bertujuan untuk mengidentifikasi
gugus fungsi. Hasil spektrum FTIR ZnO dan ZnO/KA dapat dilihat pada gambar Gambar 1. Spektrum FTIR a.) ZnO Standar b.) ZnO Sintesis c.) ZnO/KA O S
d
b Gambar 1. Spektrum FTIR a.) ZnO Standar b.) ZnO Sintesis c.) ZnO/KA Tabel 1. Interpretasi serapan FTIR ZnO dan ZnO/KA Tabel 1. Interpretasi serapan FTIR ZnO dan ZnO/KA Tabel 1. Interpretasi serapan FTIR ZnO dan ZnO/KA 104 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Bilangan Gelombang (cm-1)
Gugus fungsi
ZnO
ZnO/ KA
Jayaram
an et al
(2014)
Yulianti
(2012)
Septiani
et al (
2014)
Rentang
420
437
452,7
480
420
346-550
Zn-O
Stretching
-
1384,21
-
-
1384
1333-1453
C-O
Stretching
1637,06
1618,87
-
1639
1637
1600an
O-H Bending
3454
3450,05
3425,5
3433
3400
3000-3500
O-H
Stretching XRD (X-ray Diffraction) Karakterisasi XRD dilakukan pada ZnO dan ZnO/KA dengan tujuan untuk
mengidentifikasi fasa Kristal, struktur Kristal dan mengetahui ukuran kristal. Gambar 2. Difraktogram XRD a) Standar ZnO b) ZnO sintesis c) ZnO/KA
2Theta
Intensitas Gambar 2. Difraktogram XRD a) Standar ZnO b) ZnO sintesis c) ZnO/KA Gambar 2(a) merupakan pola difraksi ZnO standar COD-inorg N0.96-900-
4180 yang puncak dengan sudut 2θ pada 31,80˚ , 34,47˚ dan 36,29˚ dengan
bentuk
heksagonal
wurzite (Kihara
and
Donnay,
1985). Gambar
2(b)
menunjukkan pola difraksi ZnO sintesis pada 2θ yaitu 31,747˚, 34,426˚ dan
36,241˚. Kristal ZnO yang mempunyai bentuk struktur heksagonal wurzite. Hal
yang sama juga diperoleh Shokuhfar et al (2008) dan Septiani et al (2014) yang
memperoleh posisi sudut puncak difraksi pada daerah 2θ = 31,75˚, 34,40˚; dan
36,22˚ dengan bentuk struktur heksagonal wurzite. Gambar 2(c) merupakan pola
difraksi sinar-X dari ZnO/KA. Berdasarkan difragtogram ZnO/KA teramati dengan
jelas bahwa adanya pola yang sama antara ketiga pola puncak difragtogram 105 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 (gambar 2), dimana hal tersebut didukung pula dengan data sudut difraksi dari
difragtogram ZnO/KA yang muncul pada kisaran daerah 2θ= 31,790˚; 34,449˚;
dan 36,284˚ dengan kristal berukuran 0,12 µm. Dari hasil analisis difraksi tidak
teramati kehadiran pola difraksi khas dari karbon aktif yang memiliki pola difraksi
amorf. Hal ini diduga karena sedikitnya jumlah karbon aktif yang ditambahkan
pada ZnO sehingga tidak mempengaruhi pola difraksi ZnO. SEM-EDS
(Scanning
Electron
Miscroscopy-Energy
Dispersive
X-ray
Spectroscopy) Morfologi permukaan dan unsur-unsur komposisi ZnO dan ZnO/KA dapat
diidentifikasi menggunakan SEM-EDS. Gambar 3. Morfologi a) ZnO b) ZnO/KA
a
b a b Gambar 3. Morfologi a) ZnO b) ZnO/KA Berdasarkan gambar 3(a) memperllihatkan bentuk permukaan ZnO tidak
beraturan dan terjadi aglomerasi. Menurut Kanade et al (2006), penggumpalan
partikel ini terjadi karena adanya proses penyimpanan (aging) pada saat sintesis
ZnO sehingga menambah waktu reaksi pembentukkan ZnO. Selanjutnya gambar
3(b) menunjukkan bahwa ZnO dengan bentuk tidak beraturan menyisip dan
menyebar secara merata, penyebaran ini sebagian teramati berada pada
permukaan karbon aktif yang memiliki rongga atau pori pada permukaannya. Menurut Cazetta et al (2011) ciri-ciri khas dari karbon aktif ditandai dengan
adanya rongga atau pori pada bagian permukaannya. Dari rongga atau pori yang
dimiliki karbon aktif dapat membantu kinerja proses adsorpsi ZnO sehingga
meningkatan aktivitas fotokatalitik ZnO dalam mendegradasi zat warna. Selain
itu, karbon aktif berfungsi sebagai penghalang terjadinya penumpukan partikel
ZnO sehingga dihasilkan luas permukaan ZnO yang besar, semakin luas 106 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 permukaan fotokatalis mampu meningkatkan aktivitas fotokatalitik (Septiani et
al., 2014). Berdasarkan hasil analisis menggunakan softwere Image-J diperoleh
ukuran partikel ZnO dan ZnO/KA sebesar 5,4 µm. Berikut adalah spektrum EDS dari ZnO dan ZnO/KA dapat dilihat pada
gambar 4. Gambar 4. Spektrum EDS a) ZnO dan b) ZnO/KA
b. ZnO
a. ZnO/karbon aktif
Energi (keV)
counts/sec
counts/sec
Energi (keV) counts/sec Gambar 4. Spektrum EDS a) ZnO dan b) ZnO/KA Tabel 2. Hasil komposisi elemen ZnO dan ZnO/KA menggunakan EDS
Sampel
Elemen
Zn
O
Al
C
ZnO
59,4%
38,6%
2,0%
-
ZnO/KA
66,9%
23,6%
1,7%
7,8% Tabel 2. Hasil komposisi elemen ZnO dan ZnO/KA menggunakan EDS Berdasarkan tabel 4 terlihat bahwa dari kedua sampel berupa ZnO dan
ZnO/KA memiliki komposisi 2 unsur yang dominan yaitu Zn dan O serta adanya
elemen C pada ZnO/KA yang berasal dari karbon aktif. Dari persentase komposisi
elemen terlihat bahwa persentase O mengalami penurunan. Hal ini dikarenakan
adanya pengaruh temperatur kalsinasi yang cukup tinggi pada sintesis ZnO/KA
sehingga menyebabkan semua kandungan O yang bukan merupakan ikatan Zn-
O pada ZnO sintesis mengalami penguapan (Sirenden, 2012). 107 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Penentuan Massa Optimum Fotokatalis ZnO/KA Penentuan massa optimum dilakukan dengan menambahkan fotokatalis
ZnO/KA dari berbagai variasi massa yaitu 50; 100; 150; 200 dan 250 mg kedalam
50 mL larutan rhodamin B 10 ppm serta larutan dikondisikan pada pH 11 dan
diradiasi selama 30 menit dibawah lampu UV. Selama proses radiasi UV,
dilakukan pengadukan dengan pengaduk magnetik agar semua fotokatalis
ZnO/KA terkena radiasi sinar UV (bersumber dari lampu UV Merck In-Lite TUV
T8 Germicidal 30W) dan reaksi dapat berlangsung secara merata. Pada penelitian
ini dilakukkan hal serupa pada larutan kontrol berupa larutan rhodamin B tanpa
adanya penambahan fotokatalis ZnO/KA. Data variasi massa fotokatalis ZnO/KA
terhadap degradasi rhodamin B dapat dilihat pada grafi di bawah ini. Gambar 5. Grafik penentuan massa optimum fotokatalis ZnO/KA. 0
22.02
45.065
52.033
65.052
62.779
0
10
20
30
40
50
60
70
0
50
100
150
200
250
300
Degradasi (%)
Massa fotokatalis ZnO/karbon aktif (mg) Gambar 5. Grafik penentuan massa optimum fotokatalis ZnO/KA. Gambar 5 terlihat bahwa persentase degradasi meningkat seiring dengan
meningkatnya
penambahan
jumlah
fotokatalis
ZnO/KA. Hal
tersebut
dikarenakan fotokatalis ZnO/KA sebagai fotokatalis membantu proses degradasi
rhodamin B dan menyebabkan degradasi berlangsung lebih cepat. Namun seiring
meningkatnya jumlah massa fotokatalis ZnO/KA yang ditambahkan (250 mg)
menyebabkan terjadinya penurunan %D yang disebabkan tidak seimbangnya
antara jumlah fotokatalis ZnO/KA dengan energi yang diberikan sebesar 30W. Energi sebesar 30 W yang diberikan pada fotokatalis ZnO/KA menyebabkan tidak
maksimalnya proses eksitasi elektron dari pita valensi ke pita konduksi sehingga
berpengaruh pada berkurangnya jumlah produk berupa radikal hidroksil (OH•)
yang berperan sebagai agen pendegradasi (Wu, 1998). Penambahan fotokatalis
ZnO/KA yang memberikan hasil persentase degradasi paling besar adalah pada
penambahan fotokatalis sebanyak 200 mg dengan persentase degradasi sebesar 108 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 65,05%. Berikut adalah larutan yang telah diradiasi sinar UV dengan variasi
massa fotokatalis. Gambar 1. Rhodamin B, a) sebelum b) setelah diradiasi sinar UV dengan variasi
massa fotokatalis ZnO/KA
a). b). b). a). Gambar 1. Rhodamin B, a) sebelum b) setelah diradiasi sinar UV dengan variasi
massa fotokatalis ZnO/KA Penentuan Waktu Optimum Fotokatalis ZnO/KA Penentuan waktu optimum dilakukan dengan memvariasikan waktu radiasi
sinar UV dan dilakukan penambahan massa fotokatalis ZnO/KA optimum yang
diperoleh dari uji sebelumnya yaitu 200 mg. Penentuan waktu optimum dilakukan
pada 30, 60, 90, dan 120 menit. Gambar 8. Grafik penentuan waktu optimum fotokatalis ZnO/KA. 0
65.052
79.929
86.838
85.832
0
20
40
60
80
100
0
20
40
60
80
100
120
140
Degradasi (%)
Waktu (menit) Gambar 8. Grafik penentuan waktu optimum fotokatalis ZnO/KA. Dari gambar 8 terlihat bahwa semakin bertambahnya waktu radiasi
menyebabkan persentase degradasi zat warna rhodamin B semakin meningkat. Hal ini dikarenakan semakin lama radiasi menyebabkan semakin lama waktu
kontak antara foton dengan fotokatalis ZnO/KA sehingga semakin banyak
elektron yang mengalami eksitasi dari pita valensi ke pita konduksi, sehingga
akan lebih banyak terbentuknya superoksida (O2•-) dan radikal hidroksil (OH•)
yang berfungsi sebagai oksidator dalam proses degradasi molekul Rhodamin B
(Melysa, 2017). Pada penelitian ini penentuan waktu optimum dihentikan setelah
dilakukan variasi waktu radiasi 120 menit. Penurunan % degradasi yang terjadi
disebabkan karena fotokatalis yang digunakan telah melewati kemampuan 109 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 optimum untuk menghasilkan radikal hidroksil (OH•) yang berperan sebagai agen
pendegradasi molekul rhodamin B. Menurunnya kemampuan tersebut dapat
disebabkan akibat terjadinya proses rekombinasi elektron yaitu proses
kembalinya elektron yang telah mengalami loncatan ke pita konduksi kembali ke
pita valensi sehingga tidak dihasilkan spesies (pasangan h+ dan e-) pemicu reaksi
pembentukkan OH• (Wu, 1998). Dengan demikian gambar 28 menunjukkan
bahwa radiasi optimum adalah pada waktu 90 menit yaitu dengan persentase
degradasi 86,84%. Secara visual terlihat bahwa saat dilakukan variasi waktu radiasi UV pada
larutan rhodamin B 10 ppm yang telah ditambahkan fotokatalis ZnO/KA
optimum, larutan tersebut mengalami perubahan warna dari merah muda terang
menjadi sedikit merah muda. Gambar 9. Rhodamin B a). sebelum b). setelah diradiasi sinar UV dengan variasi
waktu 30, 60, 90, dan 120 menit
a). b). b). a). b). a). Gambar 9. Rhodamin B a). sebelum b). setelah diradiasi sinar UV dengan variasi
waktu 30, 60, 90, dan 120 menit Dari
data
persentase
degradasi
yang
diperoleh
malalui
analisis
menggunakan spektrofotometer UV-Vis menujukkan terjadinya penurunan
konsentrasi rhodamin B diakibatkan terjadinya degradasi molekul rhodamin B. Untuk mengetahui senyawa yang terbentuk setelah dilakukan degradasi
menggunakan fotokatalis ZnO/KA maka dilakukan analisis menggunakan LC-MS
(Liquid Chromatography- Mass Spectroscopy). Pada analisis LC-MS ini digunakan
sampel rhodamin B optimum dengan persentase degradasi sebesar 86,84%. KESIMPULAN Berdasarkan penelitian yang telah dilakukan, maka dapat disimpulkan
bahwa sintesis ZnO/KA telah berhasil disintesis dengan menggunakan metode
solid state. Hasil XRD menunjukkan ZnO dengan struktur Kristal heksagonal
wurzite dan polikristalin. Ukuran Kristal ZnO dan ZnO/KA adalah sebesar 0,12
µm. Hasil spektrum FTIR menunjukkan adanya serapan vibrasi ulur (stretching)
Zn-O pada bilangan gelombang 420-437,56 cm-1 dan serapan stretching C-O yang
diasumsikan berasal dari karbon aktif. Hasil SEM- EDS menunjukkan permukaan
ZnO berbentuk tidak beraturan dan menggumpal. Nilai band gap ZnO yang
diperoleh dengan metode Kubelka-Munk adalah sebesar 3,12 eV. Massa optimum
fotokatalis ZnO/KA untuk mendegradasi rhodamin B 10 ppm adalah 200 mg
dengan persentase degradasi sebesar 65,052%. Waktu optimum fotokatalis
ZnO/KA untuk fotodegrdasi rhodamin B 10 ppm adalah selama 90 menit dengan
persentase degradasi sebesar 86,838%. Hasil LC-MS menunjukkan terjadinya
degradasi molekul rhodamin B dengan senyawa intermediet m/z= 387,30; 359,01;
331,12; 132,79 dan 117,03. Penentuan Waktu Optimum Fotokatalis ZnO/KA 4 No. 2 (2019) 101-113 yaitu proses perubahan senyawa intermediet menjadi senyawa target dengan
massa yang relatif sederhana yaitu berupa CO2 dan H2O. Penentuan Waktu Optimum Fotokatalis ZnO/KA Berdasarkan kromatogram LC di peroleh beberapa waktu retensi yaitu
10,65; 13,20 ; 14,91 ; 15,93 ; 17,46 dan 18,48. Analisis lebih lanjut dilakukan
pada ke enam waktu retensi yang dihasilkan dan diperoleh data senyawa Use the
"Insert Citation" button to add citations to this document. intermediet berupa m/z massa molekul pada waktu retensi 10,65; 13,20;
15,93 dan 18,48 yang disajikan dalam tabel 3. 110 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Tabel 3. Hasil identifikasi senyawa intermediet rhodamin B
Ret. Time
(menit)
Penelitian
(m/z)
Chen. et
al.,
2003
(m/z)
He. et
al.,
2009
(m/z)
Senyawa intermediet
rhodamin B
15,93
331,12
331,1
331,2
Rhodamine (R)
13,20
359,01
359,1
359,3
N-ethylrhodamine (ER)
10,65
387,30
387,1
387,3
N,N-diethylrhodamine (DR)
10,65
387,30
387,1
387,3
N-ethyl-N’-ethylrhodamine (EER)
-
415,1
415,3
N,N-diethyl-N’-ethyl-rhodamine
(DER)
18,48
442,88
443,1
443,4
Rhodamine B (RhB)
15,93
132,79
-
132
2-Hydroxipentanedioic acid
3,20
117,03
-
118
Succinic acid Tabel 3. Hasil identifikasi senyawa intermediet rhodamin B Berdasarkan identifikasi menggunakan LC-MS diketahui terbentuknya
beberapa senyawa intermediet diantaranya N-ethyl-N’-ethylrhodamine (EER), N,N-
diethylrhodamine (DR), N-ethylrhodamine (ER), dan Rhodamine (R) yang terbentuk
akibat adanya reaksi oleh radikal OH• yang menyebabkan terjadinya pemecahan
molekul rhodamin B. Selain itu, pada penelitian ini diperoleh senyawa intermediet
yang telah mengalami pembukaan cincin aromatik berupa 2-Hydroxipentanedioic
acid dan Succinic acid. Senyawa intermediet dengan struktur ikatan terbuka ini
nantinya dapat mengalami proses lebih lanjut menghasilkan senyawa yang lebih
sederhana (senyawa target) diantaranya berupa CO2 dan H2O. Menurut Chen et al (2003) dan He et al (2009) proses degradasi rhodamin B
terjadi secara bertahap yaitu terdiri dari empat proses yang diawali dengan proses
N-de-ethylation. Proses N-de-ethylation yaitu proses pemutusan gugus alkil
menghasilkan senyawa intermediet dengan m/z= 415,387; 359; 387 dan 331,
namun pada penelitian ini senyawa intermediet yang dihasilkan berupa senyawa
intermediet dengan m/z= 359; 387 dan 331. Proses selanjutnya adalah tahapan
chromophore cleavage berupa pemecahan struktur konjugasi dari senyawa
intermediet hasil proses N-de-ethylation membentuk senyawa dengan m/z= 166;
138 dan 122 (He et al., 2009) yang terbentuk akibat terjadinya reaksi antara
radikal OH• dengan atom rhodamin B yang tidak stabil. Namun pada penelitian
ini, senyawa dari hasil chromophore cleavage tidak ditemukan melainkan
ditemukan munculannya senyawa dengan m/z = 132,79 dan 117,03 yang
merupakan senyawa intermediet yang telah mengalami tahapan proses
pembukaan ikatan cincin aromatik (opening ring) yang terjadi akibat adanya
delokalisasi elektron dan reaksi dengan radikal hidroksil. Pemecahan atau
degradasi molekul (produk opening-ring) terus berlanjut ketahap mineralisasi 111 Chempublish Journal Vol. DAFTAR PUSTAKA Agusriyanti S. 2014. Pemanfaatan Zeolit Alam Ciamis Sebagai Pengemban
Fotokatalis TiO2 Untuk Fotodegradasi Zat Warna Rhodamin B. Skripsi. Yogyakarta: Universitas Negeri Sunan Kalijaga. Cazetta L. A., Alexandro M. M. Vargas., Eurica M. N., Marcos H. K., and et al. 2011. NaOH- Activated Carbon of High Surface Area Produced from Coconut Shell:
Kinetics and Equilibrium Studies from The Methylene Blue Adsorption. Chem. Engener. Journal. 174(1): 117-125 Chen F., Zhao J and Hidaka H. 2003. Highly Selective Deethylation Of Rhodamin
B: Adsorption and Photooxidation Pathways of The Dye on The TiO2/SiO2
Composite Photocatalyst. Inter. J. of Photoenergy. 5. Han, Z., Liao, L., Wu, Y., Pan, H., Shen, S., and Chen, J. 2010. Synthesis
and Photocatalytic Application of Oriented Hierarchical ZnO Flower-rod
Architectures. Journal of Hazardous Materials. 100-106. Haryati, T., Andarini, N., Febrianti, M. I. 2012. Sintesis Lapis Tipis Fotokatalis
ZnO-TiO2 Menggunakan Metode Sol Gel dengan PEG (Polyethylene Glycol)
sebagai Pelarut. Journal Ilmu Dasar. 13(1):1-5. He Z., Cheng S., Shaogui Y., Youchao D., He H., Zhiliang W. 2009. Photocatalytic
Degradation of Rhodamin B by Bi2WO6 with Electron Accepting Agent 112 Chempublish Journal Vol. 4 No. 2 (2019) 101-113 Under Microwave Irradition: Mechanism and Pathway. J.of Hazardous
Materials. 162:1477-1486. Janotti, A., and Walle, C. G. V. De. 2009. Fundamental of Zinc Oxide as a
Semiconductor.Report on progress in Physics. 72: 5. Jing Chen, Xinian Wen, Xiaobao Shi, and Rongkan Pan. 2011. Synthesis of Zinc
Oxide/Actived Carbon Nano-Composites and Photodegradation of
Rhodamin B. Enveromental Engginering Science. Vol 29. No 6. Kristriya M.A. 2013. Aplikasi Nanopartikel ZnO untuk Degradasi Fotokatalitik
Congo Red. Journal Kimia. Universitas Air Langga: Surabaya. Manurung R., R. Hasibuan and Irvan. 2004. Perombakan Zat Warna Azo Reaktif
Secara Anaerob-Aerob. e-USU Repository. Omri, A., Lambert, S. D., Geens, J., Bennour, F., and Benzina, M. 2014. Synthesis,
Surface Area Characterization and Photocatalytic Activity of TiO2 Supported
on Almond Shell Activated Carbon. Journal Material. Sciences Technology. 1-9. Rashed M.N and A.A. El-Amin. 2007. Photocatalytic Degradation of Methyl
Orange in Aqueous TiO2 Under Different Solar Irradtion Sources. Internasional Journal of Physical Sciences. 2:73-81. Sirenden, A. H. 2012. Sintesis Nanorod Seng Oksida (ZnO) Menggunakan Putih
Telur Sebagai Biotemplate. Skripsi. Fakultas Teknik- Departemen Metalurgi
dan Material, Depok. Wismayanti, D. A., Diantariani, N. P., dan Santi, S. R. 2015. Pembuatan Komposit
ZnO- Arang Aktif Sebagai Fotokatalis Untuk mendegradasi Zat Warna
Metilen Biru. J. Kimia. 9 (1): 109-116. Wulandari, I. O., Wardhani, S., dan Purwonugroho, D. 2014. DAFTAR PUSTAKA Sintesis dan
Karakterisasi Fotokatalis ZnO Pada Zeolit. S. Journal.1 (2) 241-247. Yulianti C. H. 2012. Sintesis dan Karakterisasi Kristal Nano ZnO. Jurnal Teknik.4. 113
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https://openalex.org/W4205226484
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https://toknowpress.net/submission/index.php/ijmkl/article/view/48/32
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Work-Life Balance, Upward Career Mobility and Further Education: The Case for Working Mothers
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International journal of management, knowledge and learning
| 2,021
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cc-by-sa
| 11,263
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Work-Life Balance, Upward Career Mobility
and Further Education: The Case
for Working Mothers Marisabelle Camilleri
Pegaso International and MCAST, Malta
marisabelle.camilleri@mcast.edu.mt Damian Spiteri
University of Malta, Malta
damian.spiteri@um.edu.mt Damian Spiteri
University of Malta, Malta
damian.spiteri@um.edu.mt Purpose: This paper aims to explore how working mothers make sense and respond
to their professional desires, responsibilities and expectations within the context of
motherhood. It also seeks to explore what it takes for mothers to live up to their
potential at work, what it takes for mothers to reach top positions in their field of work
and the challenges they face. All of this with the ultimate aim of pooling opinions as
to which incentives, strategies or measures can help reduce the conflict between
family life and work. Study design/methodology/approach: Via a phenomenological approach and
through the lens of social constructivism, this qualitative study is based on interviews
with seven mothers holding executive or managerial positions in Malta. Findings: Balancing family and work proves to be extremely difficult, especially
when the mother holds executive or managerial roles, and this comes with much stress
and requires constant planning and organisation, time management, perseverance,
resilience, spousal and parental support, and completely sacrificing one's time for
hobbies or similar interests. Mothers' innate drive to prioritise their families caused
all of the interviewees to shape their careers or studies around family responsibilities,
with all but one opting for career breaks when their children were still young, yet such
a decision was never regretted. All the interviewees chose to pursue self-actualising
roles at work at some point or another. Such an intrinsic drive to reach their full
potential caused almost all of the interviewees to further their studies up to a certain
extent. Originality/value: This paper provides raw insights into the struggles working
mothers face when balancing work and family life, primarily if the mother seeks to
actualise herself via a fulfilling career. The paper presents recommendations for
policymakers, employers and society as a whole on how mothers' potential in the
workforce can be cultivated. Volume 10 (2021) 305–321 | https://www.doi.org/10.53615/2232-5697.10.305-321 International Journal of Management, Knowledge and Learning | ISSN 2232-5697 Other more dated studies also convey that it is challenging for mothers in different fields of
work to progress to top positions (Belkin, 2003; Zemon and Harrison Bahr, 2005; Ranson, Introduction Right up to the early decades in
the post-war era, members of the teaching profession, who were females, were forced to choose
between either getting married or working; they could not do both. In 2018, in Malta, 57.1% of mothers with children up to 17 years participated in gainful
employment 2016, with 61.8% of them engaged in full-time employment. The rate of employed
fathers, on the other hand, amounted to 95.6% in 2016 (NSO, 2018). Add to this discrepancy,
female underrepresentation in senior positions in Malta ensues, with only 7% female managers
compared to 11% male ones in 2015 in Malta (NSO, 2015). Hence, this research aims to shed
light on the challenges mothers face in participating in the world of work and possibly,
developing their careers further and advancing in their careers. According to a study by KMPG (2015) issued by the Centre for Labour Studies at the University
of Malta, 50% of female managers in Malta are childless. Furthermore, the statement "women
generally have less freedom to pursue their career due to family/children responsibilities" was
the most significant for male and female respondents. The issue of "work-life balance" and
"coping with responsibilities outside work" was cited as the main culprit for the female under-
representation in managerial positions in Malta. "Getting the work-life balance right" was also
cited as the main challenge of occupying CEO positions (Pace, 2017). In light of this, this paper aims to explore how mothers make sense and respond to their
professional desires, responsibilities and expectations within the context of motherhood by, first
and foremost, delving deeper into the compromises, if any, these mothers are constrained to do,
in order to strike a balance between work and family life. Another aim of this paper is to explore
if working mothers forfeit developing their careers further for motherhood responsibilities. What does it take for mothers to live up to their potential at work? Is there any lost potential in
this regard? Are there any ways by which such a situation can be mitigated? Thirdly, this paper
shall also identify what it takes for mothers to reach top positions in their field of work, the
challenges they face and how easy or difficult it is to attain and maintain such positions. The
ultimate aim is to pool opinions on which incentives, strategies or measures can help reduce
any conflict between family life and work. Introduction Various studies (Aveling, 2002; Baber and Monaghan, 1988; Bielby and Bielby, 1984;
Bhattacharyya, 2009; 2016; Granrose and Caplan, 1996; Herman and Lewis, 2012; Hoffnung,
2004, 2011; Lahiri-Dutt and Sil, 2014) claim that it is tough for women to "have it all" in terms
of financial stability, marriage, children, and career. This refers not only to those working in
STEM (science, technology, engineering, mathematics) sectors (Herman and Lewis, 2012) but
also in other areas of economic activity too (Bhattacharyya, 2016). In a 2021 report by
McKinsey and Co., it is stated that "women continue to face a "broken rung" at the first step up
to manager: for every 100 men promoted to manager, only 86 women are promoted. As a result,
men significantly outnumber women at the managerial level, which means there are far fewer
women to promote to higher levels. The broken rung likely explains why the representation of
women at the senior manager, director, and VP levels has improved more slowly than the
pipeline overall". Other more dated studies also convey that it is challenging for mothers in different fields of
work to progress to top positions (Belkin, 2003; Zemon and Harrison Bahr, 2005; Ranson, Volume 10 (2021) 305–321 | https://www.doi.org/10.53615/2232-5697.10.305-321 306 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education 2005). Some women may delay becoming mothers altogether (Miller, 2008) or become self-
employed (Duberley and Carrigan, 2012) as an alternative. Herman and Lewis (2012) and
McIntosh et al. (2012) also portray how benefitting from family-friendly measures at work often
forfeits chances for career progression in various sectors, whilst Brown (2010) shows that great
conflict between home life and work still ensues irrespective of any adopted family-friendly
measures. Going back in time, women did not have many labour market opportunities. Upon
reaching motherhood, most women used to leave the labour market due to family
responsibilities or opt for part-time employment. The present government's goal is to raise the
female employment rate, as can be seen by the opening of new childcare facility services and
reducing national insurance and taxes to women bearing children. Historically, gender
discrimination in the working environment was common practice in Malta; and it was
commonplace for male candidates to be preferred since females were destined to take a long
time off work due to pregnancy and related childcare matters. Introduction With this in mind, employers would have a clearer
insight into how to feasibly help harmonise the balance between the two and adopt ways that
foster self-growth and facilitate mothers' self-actualisation at work. This generates greater
fulfilment at work for the working mother, in turn maximising her value and input in the
organisation. Literature review A central tenet of this paper is that motherhood is socially and culturally constructed. Up to a
few years ago - perhaps even to this day - in several societies, including Malta, intensive
mothering with its whole emotionally demanding and time-consuming child-centricity (Hays, Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education 307 1996), has been presented as the predominant women's discourse (Hays, 1996; Hilbrecht et al.,
2008). This discourse often leads to setting standards that mothers feel obliged to reach to be
seen as performing optimally in society. The child-caring role is seen as central to mothering,
and it is given a dominant position in a woman's life. 1996), has been presented as the predominant women's discourse (Hays, 1996; Hilbrecht et al.,
2008). This discourse often leads to setting standards that mothers feel obliged to reach to be
seen as performing optimally in society. The child-caring role is seen as central to mothering,
and it is given a dominant position in a woman's life. From a social constructionist perspective, the assigning of this dominant position to mothering
comes about since the discourses and constructions of motherhood that are embedded in society
are internalised by individual women, that utilise them as standards against which they tally
their own experiences and practices to form their own ideologies (Elvin-Nowak and Thomsson
2001). This prevailing discourse of being a mother over being a worker can only be understood
concerning other prevailing discourses about what it means to be a good mother. Ferdinand de
Saussure, the father of structuralism, explained this when he stated that the meaning of a text is
influenced by the way a language is structured. A sign can only convey meaning if it is
differentiated from other signs in the system of signs. Likewise, from a social constructionist
viewpoint, what it means to be a good mother cannot be objectified, as there is never a
'signified.' The notion of being a good mother is constructed by discourse participants in their
various discourse communities as a collective. For this reason, there is no one way to be a good
mother and combine this with being a working mother. Instead, there are likely many ways in
which society can see them as 'good' mothers to their children and combine work with this
discourse. Literature review Nightingale and Cromby (2002) explain
that there is “a play of linguistic meaning and signification in force that is shaped and 308 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education constrained by embodiment, materiality, socio-cultural institutions, interpersonal practices and
their historical trajectories (all of these structured by, and reproducing structures of, power) -
such that language does not independently and thoroughly constitute our world” (p. 706). Therefore while it is legitimate to say that the birth and upbringing of a child marks a significant
change in family dynamics; it also needs to be pointed out that the child's birth often leads to
the formation of a 'motherhood constellation', which places the mother in a position to mentally
give importance to all issues related to motherhood, with new boundaries are set as the family
composition changes (Borghini et al., 2006). This expectation reinforces the symbolic
dimension of the different roles of fathers and mothers, and in this respect, language forms the
basic building blocks of a social system (Luckmann 2008, 277). This becomes entrenched in society as it leads to the communication construction of a collective
memory where expectations about mothers are seen as taken-for-granted realities and makes
these realities seem to be an invention passed down over time "consciously designed to deal
with present problems" (Schwartz 1991, p. 221). Indeed, in the context of working mothers,
numerous studies (e.g. Betz and Fitzgerald, 1987 in Whitmarsh, 2007; Ezzedeen and Ritchey,
2009; Brown, 2010) show that many mothers choose to interrupt their careers by choice in order
to dedicate more time to caring for their children; yet if fathers do so, it may be assumed that
such a decision would be taken for a set of reasons different to those of working mothers. It is
likely for this reason that in many societies, mothers often find themselves constrained to
modify their career aspirations to enable a more compatible match with their family
responsibilities (Jackson and Scharman, 2002; Whitmarsh, 2007; Ezzedeen and Ritchey, 2009;
Brown, 2010; Pas et al., 2011; Mirick and Wladkowski, 2018). This is primarily in the face of the shifting of the traditional motherhood ideology, so "women
are expected to work at least a few days per week, yet they are also expected to mother
intensively when at home" (SCP, 2008 in Pas et al., 2011). Literature review However, there are competing dominant discourses, such as a prevailing belief that "a woman's
place is in the home". In that case, working mothers would likely divest themselves of their
own self-identity to be 'good' mothers to their children (Hays, 1996). For instance, 'working
mother guilt' may hinder a mother from engaging in work. This may arise, for instance, when
responsibilities are not equally shared between working mothers and their partners (Bailey,
2000; Borg, 2011). Working mother guilt may also be augmented by what has been described
as a "historical bias against motherhood" in the sense that in universities, working mothers are
believed to drop out more and to progress academically at a slower rate and thereby perform
less well than male or childless female counterparts (Brus, 2006; Kmec, 2013; Mason and
Goulden, 2004; Mason et al., 2013). This is likely to follow the belief that since mothers tend
to assume most caregiving roles, academic mothers experience greater "stress and pressure"
than fathers, especially in managing the dual roles of being a parent and an academic (Wilton
and Ross, 2017). This belief that working mothers are less likely to perform optimally in
academic tasks is summed up by Young and Wright (2001, p.560) when stating that (for
working mothers) "the balance of family and work (is likely to be) … exhausting and
overwhelming under the best of circumstances". When considering Maltese couples with
children, only 49% of women compared to 91% of men are employed full-time. This gap is
higher when compared to the percentages of couples without children. Couples with children
report having 96% of women regularly carry out cooking and housework, whereas only 31%
of men carry out these tasks on the same frequency (European Institute for Gender Equality,
2018). Spousal positive reinforcement and support are crucial for mothers to maintain a career
(Whitmarsh, 2007; Wingfield, 2011). Shared family and household responsibilities are also
important (Borg, 2011) and may be influenced by language. From a social constructionist
perspective, language does not only describe reality but co-constitutes it. Why is it acceptable
to speak about a working mother, but had we to speak about a working father, this would be
likely to raise eyebrows, at least in certain cultures? Literature review It may, however, be argued, based
on the work of anthropologists like Sherry Ortner (see Ortner, 1974), that women's physiology
and reproductive functions make her appear closer to nature whilst men look to adapt to their
environment and therefore appear to be closer to broader cultural participation. Women's
activities are consequently restricted to the domestic sphere, while men are licenced to go wider
afield, becoming more prominently inserted in public spaces rather than private ones. The
mother is also biologically better equipped to be the person rearing the children, implying that,
particularly from a social constructionist perspective, culture, and society itself, may even lead
to the generation of an 'internal conflict' for working mothers, since having a demanding career
may be perceived as incompatible with being a 'good' mother. However, this does not negate
that, particularly from contemporary Western societies' perspective, there are several
advantages to working mothers retaining their work and their career. Besides the financial
benefits derived from salaries, a working mother can be an inspiration for her children (Borg,
2011). Pas et al. (2011) show that a group of female doctors, who were also mothers, saw their
work to enable them to be more self-resilient and independent, thereby serving as effective role
models to their children. On the other hand, conflicts between work and family life have been associated with several
negative consequences, both individually and for organisations themselves. These include
higher levels of dissatisfaction at work, work distress and adverse reactions to the extra-
organisational stressors if a personally satisfying work-life balance is not achieved (Mirick and
Wladkowski, 2018). To make matters worse, in some countries, women tend to avoid availing
themselves of family-friendly policies out of fear of losing their jobs (Cabrera, 2009). It is also
possible that people do not avail themselves of the resources available out of shame in some
cultural contexts, although this is not necessarily universal. For instance, Herman and Lewis
(2012) explain that making extensive use of a childcare centre is still frowned upon in countries 309 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education such as Germany, even though it is common practice in France. A possible interpretation of
this is that French mothers take career continuation upon their transition to motherhood for
granted. Literature review The distinction that Herman and Lewis are drawing between Germany and France
accentuates that the dilemmas that some working mothers may face about availing themselves
of childcare facilities are not their personal issues, thereby requiring self-confidence to deal
with, but rather may be more widely located in social contexts that may be oppressive, and
thereby are political (Hanisch, 1970). Within the Maltese context, the demand for childcare
facilities is increasing. However, this is not necessarily indicative of working mothers being in
a better position to give priority to their careers, since it could be triggered by the rise of
immigrant populations in Malta and also the economic necessities of certain families who may
use childcare facilities because they feel constrained to do so as both parents have to work in
order to make ends meet. Previous studies in Malta on occupational issues do not focus specifically on the issues of
working mothers, even though countering gender discrimination has been the subject of
attention from both academic and policy perspectives. The National Council for the Promotion
of Equality (ncpe.gov.mt) has lobbied for further gender equality. Its efforts have likely borne
fruit since even though Malta is seen as lagging the EU average in gender equality, it is one of
the countries with the largest improvement over a decade - based on the results of the 2020
Gender Equality Index results. The University of Malta runs a Centre for Labour Studies,
which, as stated on the university website, has as one its aims that of promoting social dialogue,
active involvement and the effective participation of both male and female workers, and their
representatives, in specific workplaces, and labour policy more generally. The approach adopted One's position can be more than one
position, each competing with the other to be given attention, thereby pointing to the notion of
multiple selves. Moustakas (1994) recommends that phenomenological research carefully follow a series of
procedures, and an adaptation of Moustakas' approach has been adopted in this paper. First,
Moustakas suggests commencing from developing a topic or problem that is liable to have deep
personal meaning for those experiencing the phenomenon, as would be the case for working
mothers, who must deal with the different demands of their homes and their workplaces. Moustakas then suggests an extensive literature review that would enable researchers to
advance their knowledge on the subject they are studying and offer insights from different
social, cultural, and temporal perspectives. Once the literature review has been completed, the
researcher would then need to construct a set of interview questions designed to guide the
interview process, using meta-reflection to understand one's different positions about what
being a working mother infers. In the case of this research, this process was further enriched by
discussions between the two researchers that also took into consideration their different gender
and that their families were in different stages of development. They also used bracketing in
assembling the questions to reduce bias. When brainstorming potential questions that they could
ask, the researchers examined how their personal awareness might enter the research. Because
of this meta-awareness, they put in efforts to suspend their own understanding so that the
participants' voices would be elicited - as far as possible. Finally, Moustakas suggests that the
schedule of questions would be flexibly put to interviewees when conducting the interviews to
ensure that their perspective is captured as far as possible; and allow them to add further data
that they considered relevant, thereby enabling them to a thick representation of reality to ensue. In other words, besides having "the purpose of obtaining descriptions of the life world of the
interviewee in order to interpret the meaning of the described phenomena" (Kvale and
Brinkmann, 2008, p. 3), semi-structured interviews have the additional advantage of making
greater use of "knowledge-producing potentials of dialogues" by allowing room for the
interviewees to follow-up on whatever points they wish to (Brinkmann, 2013, p.21). In the final stage of the research, Moustakas suggests that the researcher analyses the data,
synthesising the discovered meanings to determine the essence of the experience. The approach adopted This paper aims to provide insights into working mothers' lives in Malta. It promotes an
understanding of working mothers combining the commitments associated with family life with
working life. The paper adopts a phenomenological approach that blends with its social
constructionist orientation. Moustakas (1994) believes that the phenomenological approach
captures the essence of people's individual experiences by synthesising them into a collective
description of the phenomenon being studied. From a social constructionist paradigm, a study
focused on how women construct their identities as family members, mothers, workers,
colleagues, and people with a possible position in workplace hierarchies is a highly subjective
one. As Gergen and Gergen (2003) explain, "social constructionist inquiry is principally
concerned with explicating the processes by which people come to describe, explain, or
otherwise account for the world (including themselves) in which they live" (p.15). This implies
that, from a social constructionist paradigm, different people are liable to experience these roles
and how they combine these roles differently. However, the same person will define them and
redefine them differently in different phases in life. In addition, these ways of defining roles
are bound in political discourse. Burr (2003) writes that "the popular representation of the good
mother as one who spends time with her children when they are young and who sacrifices her
own needs to theirs (effectively) helps to keep women out of full-time employment and ensures
their economic dependency on men" (p. 123). In the light of this, as Creswell (2013, 2014)
explains, a phenomenological study looks beyond how individuals construct meaning of their
own experiences, focusing on how people report how they experience events differently within
the extenuating circumstances in which they find themselves. Historically, Edmund Husserl is believed to have founded phenomenological research
(Moustakas, 1994). Husserl believed that through actively engaging with a small number of
individual research participants, who are actively associated with a phenomenon of interest, it
would be possible to understand their lived experiences. McNamee and Gergen (1999) share 310 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education this aspiration to understand people's experiences using dialogue. One aspires to understand the
other by broadening one's understanding of reality without losing sight of oneself. McNamee
explains that "dialogue is a process of holding firmly to one's position while maintaining a
curiosity and respect for another's very different position". The approach adopted This called
on the researchers to explore the subjective understanding of an experience and any social,
cultural, and historical ties to it, thereby enhancing its phenomenological validity. In the case
of the research undertaken, this implied that the researchers needed to be vigilant to prevailing
gender discourses and outlooks and political factors that may have enabled or impeded working
mothers from achieving their aspirations. In this way, it was more likely that the research would
reflect the "fluidity and complexity of ways of performing mothering practices alongside
professional work …. where there are deeply embedded structural constraints but (there is) also
some space for a personal agency" (Herman et al., 2012, p.3). According to Ponterotto (2005), the interaction between the interviewer and interviewee is
crucial to uncover 'meaning' which needs to be brought forward through deep reflection. This
lends itself to the adoption of a qualitative research design that gives rise to an analysis of how
the participants’ account is embedded in the inter-relationship between language, culture, and
society; and how it is this embeddedness that enables it to have meaning. Adopting a qualitative
research design enables an in-depth understanding of the participants' personal lives to be
rendered. Hakim (1987) defines qualitative research as "a direct window on the lives of the
participants … (that) offers richly descriptive reports of individuals' perceptions, attitudes, 311 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education beliefs, views and feelings, the meaning and interpretations given to events and things, as well
as their behaviour" (p.211). From a social constructionist point of view, where social reality is
seen as emanating from the interactions between social actors and their historical and cultural
contexts (Burr, 2003), qualitative research makes it possible for explorations to be undertaken;
thereby, in the case of the current research undertaking, allowing the analysis to be focused on
the women's subjective appreciation of their own lived experiences, including their studies and
careers, as well as their personal lives and corresponding expectations. Field notes, later utilised
to inform the analysis, referred to the tone of voice, facial expressions, and the researcher's
thoughts. Each interview was recorded and transcribed verbatim to enhance confirmation and
credibility (Lincoln and Guba, 1985; Guba and Lincoln, 1994) whilst preserving interviewee
anonymity. Family support All the interviewees expressed satisfaction and fulfilment in their role at work, and all of them
felt that they were living up to their potential. Nevertheless, the participants reported that things
have not always been so. Most said they had to find ways of actualising themselves at work,
without, as much as possible, failing to look after their families. Astrid said she waited for her
children to grow up and be independent and said that now that she was free of certain obligations
since her children were older, she could give more importance to her job and derive satisfaction
from it. Likewise, Rose speaks about her need to contribute and derives a heightened sense of
self-worth from doing so. She said, "I like the challenges my work gives me, the fact that I am
contributing to improving people's lives, even though I am in the background, but what I do
indirectly helps people's lives and my personal growth." Similar to what Ezzedeen and Ritchey
(2009) found in a study on working mothers, having another role apart from that of a mother
makes it possible for them to say that they feel 'complete'. Ritienne explains this by saying that
"being a career woman is part of who I am, a part of my identity. It has helped me become more
confident, assertive, and more aware of the realities around us. It has provided me with
opportunities not only to improve myself personally and professionally but also to improve the
quality of the life of my children", Rose, who likes to think she is on the brink of retirement,
yet, says that she does not cease to take on new projects, talks about her yearning to put her
abilities and experience to practice: "Look, I always say that if society did not want me to use
my potential and push through and get involved in a thousand things, all that it was to do was
to deprive me of education. The fact that I had an education, sitting back was just not good
enough for me. I felt that my contribution had value. If I had not contributed and involved
myself the way I did […], I would probably be somewhere banging my head against the wall
[…]. I would be a very depressed person […]. The approach adopted To ensure that consistency prevailed throughout the research collection part of the
analysis, it was decided that all research interviews would be conducted by the female
researcher only. It was presumed that the participants, who were all female, might have
answered questions differently had they been interviewed by the male researcher. The
participants were selected utilising a snowball sample, and seven interviewees participated. It
so happens that all the participants live with their partner (male), which may reflect that most
families with children in Malta are heterosexual couples. The following table provides some
demographic information on the interviewees: Figure 1 Demographic data of the interviewees. Figure 1 Demographic data of the interviewees. Thematic analysis was used to analyse the data generated by the interviews. Based on previous
research that the researchers had undertaken, thematic analysis was ideal for identifying,
analysing, and eliciting patterns (themes) within data. In other words, the meaning that emerges
comes from the data; any patterns in the responses given emerge out of the data rather than
being imposed on it prior to the analysis (or collection) of the data (Strauss and Corbin, 1990). The analysis involved several steps, including reading and re-reading the transcripts,
comparing, and sorting data and coding any observations and annotations comprised in the field
notes. The codes were then examined, paying close attention to context so that common patterns
and trends were accumulated. After a vigorous process of checking, rechecking, reflecting, and 312 and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education revising the links between the knowledge brought forward in the literature review and the data
generated through the data sets, assertions and generalisations were then drawn out as theories
or constructs were examined in light of relevant bodies of theory (Miles and Huberman, 1994;
Miles, Huberman and Saldana, 2014; Roulston, 2014), following on from intensive discussions
between the researchers. Family support The same can be said for Mary, who waited until her children were "old
enough with my daughter at sixth form" to do her Masters' degree. She also went for an online
course rather than one based on face-to-face learning. Some of the participants described more intense negative feelings even though they evidently
put these aside to fulfil their career ambitions. Rachel described her heartbreak and feelings of
guilt when she had to go abroad for five days for a meeting relating to her studies toward her
doctorate. She vividly describes saying goodbye to her son, who was still a baby. However,
some of the participants decided to turn down opportunities for career advancement. Rose, for
example, refused two scholarships for her doctorate to be present for her daughter, who was
doing her end-of-school exams. She said, "and yes, I regret it […]. I regret it because it was a
difficult, crucial period in my daughter's life, in her studies, and I felt that I should not impose
my further hurdles against her advancement. It was a crucial time. My place was here in Malta
[not abroad]. I reasoned that my daughter did not ask me to come to this world. It was my doing,
and so, my responsibility to look after […], but I cannot say that I am not hurt, that I am not
hurt still, since I did not pursue my studies at a doctoral level then, and I find it almost
impossible to start now." Most of the interviewed women have taken a career break or slowed down their careers either
to attend to their children full-time or at some crucial period in their children's lives. Carol
explains that "I stopped for two years to take a break because my child needed me, and I stopped
my career for a while. In the end, I stopped; the father remained where he was. It is always the
mother who has to give up". Rachel explains that in the first five or six years of her son's life,
she opted not to go abroad on work-related trips, which may have negatively impacted her
reputation in terms of publications. Family support My work gives me great satisfaction." On the issue of balancing work life and family life, Ritienne said: "my children are proud of me
and look up to me…It gives me personal satisfaction as I thrive when there is a challenge, and
thus I am able to feel happy in my everyday life. This impacts positively on me as a parent as
the children can see that I love what I do. It sets a good example for them, too – they have seen
me working hard and know that hard work pays off. They can also see that despite the pressures
of work, they always come first…" However, balancing work and family life does not come
without costs, as Carol explains when she says, "you have to make a choice. If you want to
satisfy all the demands of the family, frankly, one should not go for a high-flying career. I know
very well it does not work”. Ritienne also cautions against over-stressing herself by working,
even though she believes she has "found the right balance" for herself. She says, "My suggestion
to all women is: if you want a career and you have a family, know what it will cost you. If a
woman feels that it will be too demanding and will create lots of stress and conflict with family
life, my strong advice does not to go for a career. In the end, both will suffer because the
psychological stress that you and those around you will have to endure will affect you dearly". All the interviewees mentioned studies as part of their working life. They all appeared keen to
make studying as non-disruptive as possible to their roles as mothers and their family life. Astrid
explained that she had delayed starting her master's degree for some time. She explained that 313 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education not furthering her education earlier is her most profound regret, but "it was simply not possible
to be in a management position, with those hours, and study simultaneously, with the kids. She
said that the turning point had come about last year when she had said to herself, "the children
are growing," which led her to permit herself to enrol for her degree via distance learning not
to disrupt her family. Family support Astrid recounts how, in addition to parental leave, she held a position as a Director for almost
five years just because the hours were “convenient…for my children… it was convenient as it
was more structured, with more fixed hours” despite “being desk-based and not really what I
like doing… deep down I knew that I did not belong there” while Christabelle refused the
position of a Head of School twice because of family responsibilities and only finally accepted
it as she was guaranteed the possibility of stepping down at any time if she wanted to. Similarly, Mary also spent a few years at home to raise her kids and later waited until her
children "were old enough to be a little independent, so if anything crops up, they will manage
to do things on their own" until she opens up her own Childcare Centre. At the same time,
Ritienne stopped working completely for four years when her two kids were young. Furthermore, she worked in the same school as her children for many years until she "could
afford to work different hours when they started growing up". Spousal and parental support One of the managers
interviewed in this study said "We should be pushing for partners to do more and take equal
responsibilities so that you get the two partners devoting [time to care] […] sacrificing less on
both sides of the parenting or care partnership". Christabelle and Carol firmly believe that it is the work commitment they went in for that caused
them to jeopardise their duties as mothers, with Christabelle saying, "I have guilt feelings all
the time […] a lot […] all the time […] everyday…that I am not doing my job well as a mother
due to this job […] every day […] all the time […] huge guilt feelings every day […] and I am
very worried about this." Carol confirms the existence of this struggle claiming that "Of course
it does [clash]. Those who say that it does not are not true to themselves. Senior leadership roles
are very demanding, and one has to be very clear of the demands they make and the toll they
take on our lives. Many sacrifices and compromises have to be made daily to be successful at
work and to juggle with work-life and work-home balance successfully”. Astrid recounts how
on certain days, work takes over, so she makes up for this by dedicating more time to her family
on days when the workload is lighter. Similar concerns about work commitment have been
raised in a study by Brown (2010), with mothers declaring having missed out on promotions
due to moving to part-time status, hence, losing access to career advancement opportunities or
because "they [promotions] would have involved more time commitment than I felt comfortable
giving while being a mother to my children." Christabelle said that her husband would feel that
"he would be less of a man if he gave up his full-time job to dedicate more time to the home,
bringing up financial reasons for not doing so, even if I had to earn more than he does." A further factor that was intertwined with spousal support was support from extended family
members. All the interviewed mothers said that they got support from their immediate family
members, particularly their parents. For example, Carol describes her parents as "the driving
force behind me", whilst Rose explains that "If I had not my mum who was available and
supported me, I would not have done it". Spousal and parental support The participants also mentioned the support of their partners and spouses as a vital feature of
their working lives and careers. Without that support, they all admitted that, as Ritienne put it,
"the road would have been distinctively harder since I would have felt all alone." When asked
if the daily struggle to maintain a healthy work-life balance was the same for fathers, Carol
explains, "No, it is not the same. "Fathers still do not get it. For them, going to work and
spending the whole day there and letting mothers deal with the rest is something I have seen all
over the world. I believe it will take another century to see real change in this, should it ever Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education 314 happen." Using similar reasoning, Rose says: "No, obviously not! Rather we praise fathers for
coming to work! No. We, socially, still have this major distinction where we expect this from
mothers and expect something else from fathers. For example, if my husband had had to spend
some time at home with our daughter while I was abroad, he would almost be seen as someone
to be pitied! His own daughter! They would think, "he should have his wife, and his wife should
be more present…". Ritienne reasons out that the struggle for fathers depends on the extent to
which they desire to be present in their children's lives, whilst Astrid and Mary believe that it
all has to do with the arrangement struck between the parents themselves. Both Astrid and Mary
have had the support of their spouses in their career-related and family-related decisions, with
Astrid depicting that "he [husband] helps me in my work and the decisions we make and with
the kids, but deep down I still think that the load is on me. I still remain the person responsible
for the children." Astrid explained further that “he [my husband] helps me in my work and the
decisions we make and with the kids, but deep down I still think that the load is on me, even
though if a meeting cropped up and I ask him to pick them up, he finds a way out, so I always
remain the person responsible for the children”. These situations are analogous to those of the
female managers interviewed in the study by McKie and Jyrkinen (2018). Spousal and parental support Ritienne says that “my family helps a lot – the kids
go to my parents’ house after school – so, in that way, they get a good meal and a safe place to
do their homework until I pick them up”. Support at work The participants mentioned various ways in which they felt supported at work. Carol explained
that she received a degree of practical empowerment, rather than sole empathy, from her
managers at work. She says, "I am lucky that I have a CEO who is mindful of family
commitments, and he encourages me and allows me much flexibility. He knows I will deliver. 315 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education However, I must run a department of 20 people, and I need to be there to drive things. However,
had it not been for my flexibility, I would not manage to do the things I do." Astrid says that
she owes a lot to her colleagues, who found a way to step in for her to maintain her position as
a director, particularly when she had taken a year off as parental leave. This motivated her
further to invest time and energy into her work. Rose also enjoyed support and encouragement
from her managers and colleagues; and spoke about how she was involved in decisions that
enabled her to meet work and family commitments. She said that her managers had asked her
questions like "what would be the best way to do this? What would suit you best?" Gravitating against this type of empathy were gender stereotypes and associated stigmas. The
associated adverse perceptions about women in leadership positions have been seen to prevail
in many societies and investigated in various studies (example; Ching-Yim and Harris Bond,
2002; Mostafa, 2003; Cortis and Cassar, 2005). The participants in this study did not believe
that they had been harassed at work; however, Carol said that initially, she thought she was not
trusted at the workplace. She said she used to avoid mentioning motherhood and family at first
but only mentioned it once her colleagues at work had got to know her. Having said this, Mirick
and Wladkowski (2018) point out that there may be an unspoken consensus among male co-
workers that one "should not emphasise motherhood and family, talk about it, or let it interfere
with their work," showing the possible existence of a cultural script separating work life from
family life. Support at work Conversely, Ritienne explained how "taking up a managerial position was highly
contested by people in my immediate family – the reason being that there is always judgement
against a mother who seems to value her career." This made it important for her to feel
comfortable when working, and she mentioned that she was glad she was not put down at work
because she was a woman. Even though eliminating discrimination and eliminating inequality
could be a boost for economic growth and to diminish inequality (Wayne, 2017), some of the
participants mentioned that they were presented with several challenges at the workplace
simply because they were working mothers, but then took it upon themselves that they had the
onus to adapt. True to this line of reasoning about adapting to workplace situations, Gavin et
al. (2003) suggests that one's character is key to the effectiveness and health of an executive. All the interviewed mothers displayed various skills that convey an ability to have good
relations with colleagues. Discussion The participants' narratives were driven by the fact that they were working mothers and people
who prioritised work and family. However, the emphasis on feeling fulfilled and the heightened
sense of self-worth that they derived from having an education shows that not only the women's
lived experience is constituted, as a construction, with a specific cultural and historical
background that reinforces high education levels but also as something that was somewhat
expected of them if they were to self-actualise themselves and thereby independent of their
volition, at least to a certain degree. Conrad and Baker (2010) observe that “the meanings of
phenomena do not necessarily inhere in the phenomena themselves but develop through
interaction in a social context” (p.65). Likewise, while most participants managed to balance
work, studies and being mothers, others decided not to pursue their studies. However,
advancing in their studies reflects a particular social context where advancement in studies may
open the doors to potential career progressions. Thereby the regret at being unable to further studies may betray a gendered discourse where an
implicit reference is being made to the domination of one gender over another; since men may
find achieving career goals far easier since they are less constrained by family commitments,
and thereby this sense of regret is a socio-cultural construction linked to the power structures
of society. In effect, almost all the interviewees mentioned understanding husbands or partners. 316 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education Nevertheless, they (as mothers) still undertake the major load of responsibility for the children
and the household chores, including all the planning and organising activities associated with
raising a family. As Astrid put it, "motherhood and work clash mostly because as a society we
are still far behind in terms of work expectations, work ethic and demands – for men, being a
workaholic is still thought to be positive, whereas I strongly believe that society would be much
better if more family-friendly measures were in place. More than the kind of job responsibilities,
the lack of flexibility sometimes negatively impacts my role as a mother – I do my best to juggle
and find a good balance; however, it is never enough. Discussion Men are somehow expected to juggle
differently." When the interviewees mentioned that they derived continuous support from their parents, who
in turn volunteered to take care of their grandchildren while their daughters tended to work
responsibilities, it seems that this further cemented the discourse that holds mothers responsible
for their children’s well-being, development, and successful adaptation in life. The participants
were more likely to reach out to their own mothers for support than their husbands. This could
reflect guilt and shame that they sometimes reported experiencing because of working and
studying, rather than simply feeling more comfortable leaving the children with their own
parents. If so, the disabling experiences of dominant discourses around working mothers may
never have been addressed or challenged since they may not have been brought into conscious
awareness. It transpires that, in this study, all the participants had children who did not have
disabilities and thereby did not show the signs of distress that parents of disabled children
experience. Also, none of the mothers was disadvantaged socio-economically, and this is likely
to have had a positive bearing on family functioning. Support and empowerment from the participants' superiors and, in some cases, colleagues at
work impacted the interviewees significantly. The participants believed that balancing family
and work proves to be extremely difficult and requires constant planning and organisation, time
management, perseverance, and resilience. A particular point worthy of mention is that none
of the interviewees ever mention sending their children to any formal Childcare Centres, even
though there has been a recent surge of provision of this facility both by the state and by private
providers in Malta. When the researcher purposely brought up childcare provision toward the
end of the interview, the participants did not consider childcare as a feasible option, this
possibly showing that they had their parents and support network to turn to. Christabelle
believes that childcare is not an answer since "children miss out a lot when the mother is not
present". However, both Astrid and Rose mentioned personal shame as the reason for not
sending their children to childcare, explaining that they believe that society does not always
approve of a mother who sends her children to childcare. Rose explains that "social judgement
is still there. If a mother had a baby and returned to work, we still have that big question mark. Discussion It seems like we do not have the space to say, "it is her choice.” Making it clear that she was
referring to other people, she then added that "an unhappy mother is not the best for any child. So, we need to understand that if a mother feels self-actualised at the place of work, picks up
her children from childcare, and takes care of them in that way, then this is fine. However,
society is not there yet". What Rose was saying is that for there to be a greater sensitivity to
the concerns of working mothers, society must simultaneously acknowledge a mother's
contribution towards society through motherhood itself, through her potential contribution to
organisations and the labour force as a whole, and for her need to actualise herself in her place
of work – while taking into consideration her personal circumstances and the wider societal
influences that have the potential to leave an impact on how she perceives and frames the
resources that are available to empower her to reach her personal goals. 317 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education Main inferences Across the interviews, the mothers' innate drive to prioritise their children was evident. All of
the interviewees seem to have shaped their careers or studies around family responsibilities,
with all but one opting for career breaks when their children were still young. Despite the
possible negative repercussions in their careers, such a decision was never regretted; somewhat,
it was perceived as an investment in their children. Nevertheless, all of the interviewees chose
to pursue self-actualising roles at work at some point or another, and all of the interviewees
found ways to engage in further studies. Almost all interviewees mention understanding
husbands or partners, yet, it seems that the mothers still undertake full responsibility for the
children and the household chores, including all the planning and organising. Issues were also
raised as to why the mother has to jeopardise her career through career breaks or similar
arrangements rather than the father. The patriarchal culture and the social judgement towards
mothers who decide to pursue their careers have also featured prominently. All interviewees derived continuous support from their parents, particularly in taking care of
their grandchildren, while their daughters tended to work responsibilities. Support and
empowerment from their superiors and, to a lesser extent, colleagues at work left a considerable
impact on the interviewees. Whilst the majority also mention hurdles and challenges posed by
their superiors or colleagues, these did little to belittle their quest to live up to their potential at
work. In terms of the latter, all Interviewees express pride and fulfilment from their role at
work; however, this does not come without many sacrifices and much stress, especially since
they all seem keen to fulfil both work and motherhood duties. Alas, balancing family and work proves to be extremely difficult and requires constant planning
and organisation, time management, perseverance, resilience, and completely sacrificing one's
time for hobbies or similar interests. In fact, a participant primarily questions whether assuming
such a role at work is worth the negative impact it is leaving on her family, whilst another
claims that she has made a conscious decision when pursuing such a high-flying career, that it
may compromise her motherhood responsibilities. Recommendations Whilst attaining a work-family balance is very difficult, if not next to impossible for some,
family-friendly measures at work, such as flexible hours or teleworking, do ease this plight. However, such measures need to be standardised, regulated, and monitored by sound policies,
which measure work by 'output' rather than the number of hours spent. A further consideration is that young working mothers are millennials born between 1980 and
2000. Their name derives from that they are closest to a new millennium and live in a "digital
age". Briffa (2020), while focusing mainly on the hospitality industry, points out as young
employees, Maltese Millennials prefer a work-leisure balance from the start and demand
different working conditions and remunerations than those that older generations were likely
to be ready to settle for. In Horizon (2020), gender is a cross-cutting issue. It is mainstreamed
in each of the different parts of the Work Programme, thereby reinforcing a mentality where
women and men's needs and behaviours are considered. Again, such measures would, perhaps, attract greater female engagement in the workforce, yet
would do little to promote mothers' self-actualisation at work. As pointed out in the report by
McKinsey and Co. (2021), companies should communicate what is expected of employees and 318 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education what it means to have an inclusive culture. The report points out that building this thinking into
company values is a good start. However, organisations would benefit from articulating the
specific behaviours and actions that promote inclusion. This implies that more supportive
measures and structures need to be set up and a degree of flexibility afforded to mothers who
wish to move further in their careers. These need to be coupled with mentoring, role models
and empowerment initiatives that facilitate mothers to succeed both at their role at work and
motherhood, without compromising any of the two. Juggling between such roles is undoubtedly
not a "walk in the park", but mothers are more likely to succeed given the necessary support,
the space, and the time (beyond the rigid office hours). Engaging in roles of responsibility and giving their best in them whilst the children are growing
up tend to infringe upon family responsibilities, especially when the parents do not see formal
childcare services as the answer or in situations where a lack of support from family members
prevail. Recommendations What might help mitigate the situation is the provision of such jobs on a reduced or
part-time basis, although these might not always be feasible. Tailoring office hours at par with
school hours may also facilitate this. What would make a difference for mothers, in general, in
terms of their work-family balance, is the empathy and support their workplaces afford, and
these do include not only organisational policies but also the organisational culture and the
attitudes of the superiors themselves (Ezzedeen, 2009; Brown, 2010). Finally, society must simultaneously acknowledge a mother's contribution towards society
through motherhood itself, her potential contribution in organisations and the labour force, and
her need to actualise herself in her place of work and give opportunities and support her decision
to do so just like society does for fathers. Limitations and opportunities for further research The limited contact time between the researcher and the interviewee may have translated into
less data being gathered than had more time been available. Furthermore, the anecdotes of the
children, partners or spouses, and other immediate family members of the interviewees would
have provided a complete picture of their lives and produced more reliable results, particularly
in terms of triangulation. The interview responses cannot be extrapolated to all mothers in
executive positions. In other words, the small sample size of the participants taking part in the
study hinders the ability to generalise and reproduce the findings beyond the constraints of the
sample. On the other hand, the complexity of women's family balance and career success has been
recognised but inadequately studied (Ezzedeen, 2009; Brown, 2010). Hence, similar studies,
preferably on a larger scale, would undoubtedly yield valuable data upon which policymakers
and organisations can act. Such studies may take different forms, including cohort or
longitudinal studies. Some variables to consider when investigating mothers' work-family
balance may include; the different stages of the children's lives, the varying degrees of support
available to the mother, a changing of job for the mother or father and/or a changing of marital
status. Other studies may focus on single mothers as another cohort. Comparative studies may also be
held with fathers, possibly yielding fruitful data to inform national policies aimed at both
parents and not only mothers. Finally, an equally exciting study would entail exploring the
experiences of women who dismissed motherhood altogether to pursue their careers and/or
studies exclusively. Valuable data may also be obtained from ‘mumpreneurs’ who take pride in a “sense of control
they had over their work which enabled them to fit hours around other responsibilities”, yet
experience “stressful times trying to combine the business with motherhood” and “tension when 319 Camilleri and Spitteri | Work-Life Balance, Upward Career Mobility and Further Education their espoused reasons for setting up a business – to be available for their children – conflicted
with how they were allocating their time” (Pace Frendo, 2017). Finally, it would also be helpful to compare gender-neutral and female-dominated careers,
especially since the study by Whitmarsh (2007) showed that the difference in career "appeared
to be a critical determinant in the decision to blend a career with motherhood or to complete
them sequentially". Limitations and opportunities for further research In this light, comprehensive studies involving the feasibility,
implementation, monitoring, and tangible results of family-friendly measures need to be
conducted nationally and within organisations. As is evident from the responses of the surveyed
participants, the mere provision of flexible hours, for example, would simplify the lives of many
employees. Nevertheless, the frameworks and policies informing such measures need to be
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Climate Control in Mediterranean Greenhouses
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Chapter 9 Chapter 9 Additional information is available at the end of the chapter Additional information is available at the end of the chapter http://dx.doi.org/10.5772/intechopen.72367 http://dx.doi.org/10.5772/intechopen.72367 Abstract As climate control in greenhouses directly affects crop yields, there is an increasing trend
for advancements in environmentally controlled agricultural-production techniques. In
the Mediterranean region, the temperatures during the period from December to Febru-
ary are below 12C when the daily total radiation 8.4 MJ/m2day. Based on the region’s
climate data, greenhouses require heating during the period from November to March,
ventilation and shading from February to May and cooling from June to September. In
order to maintain day and night temperatures of 18/16C, annual heat energy requirement
of PE greenhouses is 95-256 kWh/m2. In view of environment and production costs,
conservation of heating energy is as important as heating itself. Heat energy saving is
about 37% when energy curtains are used. Greenhouse temperature can be increased by
8C in palliative non-heated greenhouses where energy curtains and water mattresses are
used in addition to passively used solar energy. Ventilation openings at the roofs of these
greenhouses should adequately be 20-25%. When outside noon-time temperature is above
30C in June, evaporative cooling of greenhouse is essential. Depending on outside
humidity and volume of exchanged air for cooling, a temperature difference of 6C can
be achieved with evaporative cooling of greenhouses in August. Keywords: greenhouse heating, energy saving, ventilation, cooling A. Nafi Baytorun and Zeynep Zaimoglu A. Nafi Baytorun and Zeynep Zaimoglu Additional information is available at the end of the chapter 1. Introduction Countries need to increase the efficiency and quality of their agricultural production in order
to meet their future requirements in line with population increase. In our country, it has
become necessary to take particular measures due to rapid population increase and globaliza-
tion of trade. Growing fruits and vegetables in controlled environments with low production
costs is among these measures to be taken. © 2018 The Author(s). Licensee InTech. This chapter is distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use, © 2018 The Author(s). Licensee InTech. This chapter is distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. © 2018 The Author(s). Licensee InTech. This chapter is distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. Climate Resilient Agriculture - Strategies and Perspectives 168 Controlling environmental conditions in agricultural production has direct influence on effi-
ciency. For this reason, environmentally controlled agricultural techniques have developed at
an increasing rate. In environmentally controlled plant production systems, it is aimed to
change natural environmental factors according to the optimum requirements of plants. The
most common and effective implementation of environmentally controlled plant production
takes place in greenhouses. The objective of innovative technologies in greenhouses is to improve “Quality of Life Cycles.”
Therefore, in order to achieve sustainability, it is highly important to correctly analyze the inputs
and outputs required for the efficiency to be obtained from a unit area in greenhouses [1]. Sustainable greenhouse systems should be equipped with resource conserving, socially
supported, commercial, competitive, environmentally friendly, reliable production technolo-
gies, and they should aim to reduce energy, water and chemical pesticide requirements besides
avoiding waste production [2]. Greenhouse practices in Turkey started first in the 1940s in the Mediterranean region, particu-
larly in Antalya, and then spread to the Aegean and Marmara regions depending on ecological
conditions. The Mediterranean region has 84% of the country’s total greenhouse area, followed
by the Aegean, Black Sea and Marmara regions with 9.4, 4.8 and 1.7%, respectively. With 22,000 ha, Antalya has 37% of the country’s total greenhouse area. A total of 32,000 ha of
the 61,500 ha greenhouse area in the country consists of greenhouses, which are defined as
high greenhouse systems [3, 4]. As big investment groups entered the sector, modern
greenhousing has rapidly developed and reached a level of 1000 ha. This figure increases by
150–200 ha every year. Nowadays, modern greenhousing is practiced in 3% of our total
greenhouse area, and in the following decade, this share is expected to reach 15% [5]. In terms of equipment and technology, greenhouses in the Mediterranean region can be
divided into two groups: In terms of equipment and technology, greenhouses in the Mediterranean region can be
divided into two groups: 1. Greenhouses with low technology: These greenhouses have simple iron structures. They are
covered with PE plastic or mixed PE plastic. Starting from 1987, galvanized pipes have
been used in greenhouses built with government support provided within the framework
of Resource Utilization Support Fund (RUSF). These greenhouses with ventilation open-
ings only on the sidewalls have been built as blocks consisting of four sections. In all
greenhouses installed with RUSF support, drop irrigation systems are used, and these
greenhouses are heated on a regular basis. 2. Modern greenhouses with high technology: These greenhouses require quite high initial invest-
ment costs, which are considered as big businesses. They are generally built with galvanized
steel and aluminum materials. As cover material glass, mixed PE plastic or double pane PC
is used. They are projected as high volume structures. In these types of greenhouses,
modern production techniques like soilless agriculture are used. Their irrigation systems
are projected as computer-aided closed systems, and they have central heating systems. In
addition to natural ventilation, these greenhouses have fans that provide air circulation. Greenhouses, in which ornamental plants are grown, have evaporative cooling systems. During hot periods, besides cooling, moving shading systems are activated. Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 169 2. Climatic values in the Mediterranean region The most important climatic parameters in greenhouse cultivation are solar radiation, day length
and temperature values. Solar radiation is one of the most important climatic parameters to be
taken into consideration in a location where a greenhouse is going to be built. Total daily solar
radiation in a greenhouse location should be minimum 8.5 MJ/m2 day (2.34 kWh/m2day) [6]. However, insolation time is as important as solar radiation. Products grown in greenhouses
require an average of 6 h of day length. In other words, during months with short day length
(e.g., November, December and January), total day length should be minimum of 500–550 h [6]. Total annual insolation time and intensity of radiation in Turkey are 2.640 h (7.2 h/day) and
1.311 kWh/m2year (3.6 kWh/m2day), respectively. In Tables 1 and 2, long-year average total
daily radiation values and insolation time for some cities on the Mediterranean coastline are
given. As can be seen from the tables, insolation time and total daily solar radiation values in
the Mediterranean region are above average values in whole Turkey. Vegetables grown in greenhouses have adapted to an average temperature of 17–28C. Prod-
ucts grown in greenhouses undergo stress at temperatures below 12C and above 32C. At low
temperature values like frost, irreversible harms occur. Greenhouses should be heated when
the outside temperature falls below 12C. When outside temperature is between 7 and 12C,
heating is necessary only during night hours. For desirable plant growth, the difference
between night and day temperatures should be 5–7C [6]. City
January
February
March
April
May
June
July
August
September
October
November
December
Adana
1.98
2.42
4.12
4.98
6.07
6.68
6.46
5.91
4.90
3.78
2.33
1.81
Antalya
2.12
2.57
4.37
5.47
6.36
6.93
6.65
6.14
5.16
3.93
2.51
1.92
Hatay
1.99
2.42
4.01
4.87
5.96
6.63
6.31
5.82
4.75
3.63
2.35
1.79
İçel
2.11
2.65
4.27
5.24
6.28
6.86
6.66
6.08
5.04
3.84
2.47
1.91
Muğla
2.11
2.42
4.24
5.40
6.22
6.81
6.47
6.05
5.05
3.96
2.56
1.88
Turkey
1.79
2.50
3.87
4.93
6.14
6.57
6.50
5.81
4.81
3.46
2.14
1.59
Table 1. Total daily radiation values in different cities in the Mediterranean region (kWh/m2day). 2. Climatic values in the Mediterranean region City
January
February
March
April
May
June
July
August
September
October
November
December
Adana
4.67
5.65
6.97
7.84
9.72
11.29
11.17
11.22
10.15
7.78
5.86
4.21
Antalya
4.95
6.10
7.24
8.29
9.70
11.55
11.84
11.29
9.80
7.68
5.97
4.55
Hatay
5.09
6.22
7.17
8.28
10.23
11.14
10.89
10.47
9.80
7.86
6.37
4.99
İçel
4.99
6.04
7.35
8.38
9.94
11.18
11.45
11.03
10.02
7.91
6.15
4.64
Muğla
5.13
6.20
7.12
8.18
9.91
11.73
11.90
11.31
9.92
7.85
6.01
4.67
Turkey
4.11
5.22
6.27
7.46
9.10
10.81
11.31
10.70
9.23
6.87
5.15
3.75
Table 2. Insolation time in different cities in the Mediterranean region (h). City
January
February
March
April
May
June
July
August
September
October
November
December
Adana
1.98
2.42
4.12
4.98
6.07
6.68
6.46
5.91
4.90
3.78
2.33
1.81
Antalya
2.12
2.57
4.37
5.47
6.36
6.93
6.65
6.14
5.16
3.93
2.51
1.92
Hatay
1.99
2.42
4.01
4.87
5.96
6.63
6.31
5.82
4.75
3.63
2.35
1.79
İçel
2.11
2.65
4.27
5.24
6.28
6.86
6.66
6.08
5.04
3.84
2.47
1.91
Muğla
2.11
2.42
4.24
5.40
6.22
6.81
6.47
6.05
5.05
3.96
2.56
1.88
Turkey
1.79
2.50
3.87
4.93
6.14
6.57
6.50
5.81
4.81
3.46
2.14
1.59
Table 1. Total daily radiation values in different cities in the Mediterranean region (kWh/m2day). City
January
February
March
April
May
June
July
August
September
October
November
December
Adana
4.67
5.65
6.97
7.84
9.72
11.29
11.17
11.22
10.15
7.78
5.86
4.21
Antalya
4.95
6.10
7.24
8.29
9.70
11.55
11.84
11.29
9.80
7.68
5.97
4.55
Hatay
5.09
6.22
7.17
8.28
10.23
11.14
10.89
10.47
9.80
7.86
6.37
4.99
İçel
4.99
6.04
7.35
8.38
9.94
11.18
11.45
11.03
10.02
7.91
6.15
4.64
Muğla
5.13
6.20
7.12
8.18
9.91
11.73
11.90
11.31
9.92
7.85
6.01
4.67
Turkey
4.11
5.22
6.27
7.46
9.10
10.81
11.31
10.70
9.23
6.87
5.15
3.75
Table 2. Insolation time in different cities in the Mediterranean region (h). 170 Climate Resilient Agriculture - Strategies and Perspectives At temperatures between 12 and 22C, by using passive acclimatization (natural ventilation), it
is possible to arrange the greenhouse environment according to the values required by plants. When outside temperature exceeds 27C, it is necessary to install highly expensive cooling
systems in greenhouses. The greenhouses on the Mediterranean region should be left idle
during the specified periods. 2. Climatic values in the Mediterranean region The graphical representation of long year average temperatures and total daily radiation
values of Mediterranean cities Antalya (36:530 N), Mersin (36:480 N) and Hatay (36:140 N) is
given in Figure 1. As seen in the figure, total daily radiation in all these three cities on the
Mediterranean coastline is below 2.3 kWh/m2day (8.4 MJ/m2 day) during December and
January. This indicates that solar radiation is insufficient for plant growth during these 2
months. In order to allow more solar radiation into the greenhouse in December and January,
greenhouse roofs should be covered using a material with high impermeability. The 1%
decrease in intensity of light reaching the greenhouse results in the same decrease in efficiency. Another factor that affects plant growth is day length. Total day length in Antalya during
November–January in Antalya is 474 h. This value is close to the limit value, which is accepted
as 500–550 h. An overview of the temperature values of cities in the Mediterranean region (Table 3) shows
that average daily temperature during the period between December and February is below
12C. However, as average temperature during these months does not fall below 7C, pro-
ducers in this region prefer cold greenhousing and take simple heating measures in order to
continue production during very cold days. One of the main problems in unheated PE plastic greenhouses in the Mediterranean region is
that greenhouse temperature falls below outside temperature on nights when the sky is clear. This results from the fact that PE plastic transmits long-wave heat rays on a specific band. In
their measurements taken in glass and PE plastic greenhouses in the Mediterranean region Figure 1. Average daily temperatures and total radiation values in three cities in the Mediterranean region: Antalya
(36:530 N), Mersin (36:480 N) and Hatay (36:140 N). Figure 1. Average daily temperatures and total radiation values in three cities in the Mediterranean region: Antalya
(36:530 N), Mersin (36:480 N) and Hatay (36:140 N). 2. Climatic values in the Mediterranean region Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 171 City
January
February
March
April
May
June
July
August
September
October
November
December
Adana
9.6
10.6
13.6
17.6
21.7
25.6
28.2
28.6
26.1
21.8
15.7
11.1
Hatay
8.1
9.8
13.2
17.1
21.1
24.8
27.2
27.8
25.7
20.8
14.2
9.5
Antalya
9.9
10.4
12.8
16.1
20.3
25.1
28.2
28.0
24.9
20.3
15.1
11.4
Mersin
10.3
11.1
13.9
17.4
21.1
24.8
27.7
28.2
25.7
21.5
16.1
11.9
Muğla
5.3
5.9
8.6
12.5
17.7
22.9
26.3
26.1
21.8
16.1
10.5
6.8
Table 3. Average daily temperature values of different cities in the Mediterranean region (C). Cover material
Outside temperature (C)
Inside temperature (C)
(tito) (C)
Plastic
9.3
9.0
0.3
10.3
9.0
1.3
8.1
8.1
0.0
Glass
7.3
9.1
1.8
6.8
7.7
0.9
8.3
10.1
1.8
Table 4. Inside and outside temperature values recorded on different days in an unheated PE plastic greenhouse (time
17:00–07:00 Average values). Table 4. Inside and outside temperature values recorded on different days in an unheated PE plastic greenhouse (time
17:00–07:00 Average values). (Adana), it is observed that the temperature falls below outside temperature in PE greenhouses
without thermal curtains [7]. This situation was not seen in unheated glass greenhouses
(Table 4). In order to achieve year-long production in greenhouses in the Mediterranean region, green-
houses should be heated during night hours in the winter, ventilated and shaded in transition
periods and cooled during hot periods. As cooling is a very costly acclimatization measure, it is
not a preferable method for greenhouses, which are usually left idle during such periods. 2.1. Heating Months
January
February
March
April
May
June
July
August
September
October
November
December
Qsun
2.12
2.57
4.37
5.47
3.37
6.93
6.65
6.0
5.17
3.93
2.52
1.92
PE plastic greenhouse
Q(16)
1.06
0.94
0.57
0.19
0.00
0.00
0.00
0.00
0.00
0.00
0.34
0.79
Q(17/18)
1.27
1.13
0.73
0.31
0.00
0.00
0.00
0.00
0.00
0.04
0.49
0.98
Glass greenhouse
Q(16)
1.04
0.92
0.53
0.14
0.00
0.00
0.00
0.00
0.00
0.00
0.28
0.75
Q(17/18)
1.27
1.13
0.69
0.26
0.00
0.00
0.00
0.00
0.00
0.00
0.44
0.96
Table 5. Daily solar energy reaching the greenhouse in Antalya climatic conditions required daily heat energy values for
PE plastic and glass greenhouses for different temperatures (kWh/m2day). Greenhouse requirement
Heat energy requirement kWh/m2 a
Antalya
Adana
Mersin
Hatay
Muğla
Single pane plastic
126.6
113.6
95.5
140.2
256.3
Roof single, side wall double pane PE plastic
118.3
106.3
89.3
130.6
239.2
Roof single, side wall double pane PE plastic + Thermal curtain moderately
insulated
95.1
87.4
72.7
107.7
198.3
Table 6. Heat energy requirements during the production year for different PE plastic greenhouses in some cities in the
Mediterranean region when night/day temperature is kept at 16/18C [8]. Heat energy requirement kWh/m2 a Daily heat energy values based on climatic conditions of Antalya for weeks of the year when
greenhouse temperature is kept at 18/16C, 18/14C and 16/12C are given in Figure 2. As can be
seen from the figure, daily heat energy requirement varies between 0 and 1.3 kWh/m2day
depending on the desired greenhouse temperature. A similar change is observed during hours
of the day. Heat power requirement in plastic greenhouses installed in the Mediterranean region
from 04:00 to 07:00 in January is 85 W/m2, while after 08:00 this value drops to 0 W/m2 [8]. Heat power iterations required for a single pane PE plastic greenhouse in Antalya climatic
conditions with temperature kept at 14, 16 and 18C are given in Figure 3. As can be seen from
the figure, there is need for high heat power only during a very short period of the year. In
Mediterranean climatic conditions, 3012 h of heating is required when day/night temperature
is kept at 18C. When temperature is dropped to 16C, 2567 h of heating is required. Heat energy values required throughout the production period for greenhouses in different cities
in the Mediterranean region are given in Table 7. 2.1. Heating Total daily solar energy values for Antalya (36:530 N) in different months and required daily
heat energy values for PE plastic and glass greenhouses for specific temperatures are given in
Table 5. As can be seen from Table 6, total daily solar energy reaching the greenhouse in
Mediterranean climatic condition exceedingly meets the heat energy requirement in all months
of the year. However, only some of the solar energy reaching the greenhouse during day hours
can be stored. Heat losses that occur through the cover material immediately after sunset lead
to rapid decreases in greenhouse temperature. Heating in greenhouses has a significant effect on production costs. Heat energy requirements
of plastic greenhouses installed in the Mediterranean region vary depending on climate of the
location, greenhouse type and greenhouse equipment. Climate Resilient Agriculture - Strategies and Perspectives 172 Greenhouse requirement
Heat energy requirement kWh/m2 a
Antalya
Adana
Mersin
Hatay
Muğla
Single pane plastic
126.6
113.6
95.5
140.2
256.3
Roof single, side wall double pane PE plastic
118.3
106.3
89.3
130.6
239.2
Roof single, side wall double pane PE plastic + Thermal curtain moderately
insulated
95.1
87.4
72.7
107.7
198.3
Table 6. Heat energy requirements during the production year for different PE plastic greenhouses in some cities in the
Mediterranean region when night/day temperature is kept at 16/18C [8]. Months
January
February
March
April
May
June
July
August
September
October
November
December
Qsun
2.12
2.57
4.37
5.47
3.37
6.93
6.65
6.0
5.17
3.93
2.52
1.92
PE plastic greenhouse
Q(16)
1.06
0.94
0.57
0.19
0.00
0.00
0.00
0.00
0.00
0.00
0.34
0.79
Q(17/18)
1.27
1.13
0.73
0.31
0.00
0.00
0.00
0.00
0.00
0.04
0.49
0.98
Glass greenhouse
Q(16)
1.04
0.92
0.53
0.14
0.00
0.00
0.00
0.00
0.00
0.00
0.28
0.75
Q(17/18)
1.27
1.13
0.69
0.26
0.00
0.00
0.00
0.00
0.00
0.00
0.44
0.96
Table 5. Daily solar energy reaching the greenhouse in Antalya climatic conditions required daily heat energy values for
PE plastic and glass greenhouses for different temperatures (kWh/m2day). 2.1. Heating These values are for greenhouses with different
equipment and when day/night temperature is kept at 16/18C and ventilation temperature is
kept at 25C [8]. As can be seen from the table, for each type of greenhouse equipment, the lowest
heat energy requirement is observed in Mersin (36:480 N) with 72.7 kWh/m2a, while the highest
heat energy requirement is observed in Muğla with 198.3 kWh/m2a. In the Mediterranean region, greenhouses with low technology are not heated. On days when
the temperature is low, plants are protected from frost with the help of simple heating stoves. Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367
173 Figure 2. Daily heat energy requirements depending on different day/night temperature values for a single pane PE
plastic-covered greenhouse in Antalya climatic conditions (kWh/m2day). Figure 2. Daily heat energy requirements depending on different day/night temperature values for a single pane PE
plastic-covered greenhouse in Antalya climatic conditions (kWh/m2day). Figure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. Cover material
Outside
temperature (C)
Under curtain
temperature (C)
Over curtain
temperature (C)
(ti-paltto)
(C)
(ti-püstto)
(C)
Plastic
9.1
10.7
8.8
1.6
0.3
5.0
5.6
3.3
0.6
1.7
8.5
10.0
7.8
1.5
0.7
Glass
9.0
12.7
9.5
3.6
0.5
8.2
12.0
8.6
3.7
0.4
10.1
13.6
10.7
3.4
0.6
Table 7. Under curtain, over curtain and outside temperature values in unheated plastic and glass greenhouses with
thermal curtains opened and closed (time 17:00–07:00 Average values). Figure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. Figure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. gure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. Figure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. Figure 3. Heat power iterations for different greenhouse temperatures in Antalya climatic conditions. Cover material
Outside
temperature (C)
Under curtain
temperature (C)
Over curtain
temperature (C)
(ti-paltto)
(C)
(ti-püstto)
(C)
Plastic
9.1
10.7
8.8
1.6
0.3
5.0
5.6
3.3
0.6
1.7
8.5
10.0
7.8
1.5
0.7
Glass
9.0
12.7
9.5
3.6
0.5
8.2
12.0
8.6
3.7
0.4
10.1
13.6
10.7
3.4
0.6
Table 7. Under curtain, over curtain and outside temperature values in unheated plastic and glass greenhouses with
thermal curtains opened and closed (time 17:00–07:00 Average values). Table 7. Table 7. Under curtain, over curtain and outside temperature values in unheated plastic and glass greenhouses with
thermal curtains opened and closed (time 17:00–07:00 Average values). 2.1. Heating Under curtain, over curtain and outside temperature values in unheated plastic and glass greenhouses with
thermal curtains opened and closed (time 17:00–07:00 Average values). Climate Resilient Agriculture - Strategies and Perspectives 174 However, with this kind of heating, heat energy is not distributed properly in the greenhouse,
and plants close to the heating stove are harmed. In small family businesses, pipe heating
systems are not economical due to greenhouse sizes and initial investment costs. In these
businesses, instead of pipe heating, low-cost direct-fire air blast heating systems are preferred. 2.2. Heat energy conservation As much as greenhouse heating, conservation of heat energy has great importance due to
increasing energy prices and CO2 releases of energy sources. In order to conserve heat energy
in greenhouses, multipane cover materials may be used. However, besides temperature and
humidity values, light (PAR) in the greenhouse should be kept at the highest levels as it is one
of the most significant factors for plant growth. For these reasons, it is suggested to cover the
side walls of greenhouse in the Mediterranean region with multipane cover material for heat
conservation, while the roof area should be covered with single pane material in order to allow
sufficient light into the greenhouse. Thermal curtains are used for heat conservation in greenhouses. Average under curtain, over
curtain and outside temperatures measured in unheated glass and PE plastic Mediterranean
greenhouses with open and closed thermal curtains between 17:00 and 7:00 are given in
Table 7. As can be seen from the table, under curtain temperature in the PE plastic greenhouse
with thermal curtains closed is above outside temperature, while over curtain temperature
values are below outside temperature. In the glass greenhouse, both under curtain and over
curtain temperature values recorded are above outside [7, 9]. Depending on the properties of thermal curtains, heat conservation in heated greenhouses can
be achieved at different ratios. In Figure 4, fuel quantities based on temperature differences
(∆T) in a PE plastic greenhouse with and without thermal curtains are given [7]. When the
thermal curtain is open, the amount of fuel (diesel) required for a 7 K temperature difference is Figure 4. Fuel consumption based on temperature differences (∆T) in a PE plastic greenhouse heated with direct-fired air
blast heating system, with thermal curtains opened and closed. Figure 4. Fuel consumption based on temperature differences (∆T) in a PE plastic greenhouse heated with direct-fired air
blast heating system, with thermal curtains opened and closed. Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 175 0.118 l/m2. The fuel requirement for the same temperature difference with the thermal curtain
closed is 0.074 l/m2. This is equivalent to a 37% energy saving in a greenhouse with a direct-
fired air blast heating system. Impermeability of thermal curtains used in greenhouses is very important in terms of energy
savings. Edges where thermal curtains meet the side walls and facades should be leakproof. 2.2. Heat energy conservation Otherwise, transfer of heated and rising air through the roof cover material will be unavoid-
able. Annual heat energy and saving ratios calculated based on the impermeability of thermal
curtains in PE plastic greenhouses under Mediterranean climatic conditions with night/day
temperature 16/18C and ventilation temperature 25C are given in Table 8 [9]. As can be seen
from the table, there will be a 27% difference in energy savings between thermal curtains with
perfect insulation and those with poor insulation. 2.3. Passively benefiting from solar energy in unheated greenhouses In Mediterranean climatic conditions, there is no need for heating during day hours as solar
energy reaching the greenhouse exceedingly meets the daily energy requirement of the green-
house. However, after sunset, greenhouse temperature drops rapidly depending on the ther-
mal properties of the cover material. In a study aiming to passively benefit from solar energy in
greenhouses with low technology, water mattresses consisting of transparent PE tubes (with a
diameter of 31.8 cm, width of 150 μm and water capacity of 80 l/m) were placed between plant
rows. Measurements showed that in the case of using water mattresses in a glass greenhouse,
the temperature difference is 2.8–3.4C, while in a greenhouse without water mattresses, this
value is 1.2–2.7C (Table 9) [7]. While the temperature difference in a glass greenhouse with thermal curtains and water
mattresses ranges from 6.3 to 8.1K, the temperature difference in a greenhouse with thermal
curtains but without water mattresses were recorded as 1.6 to 2.2K (Table 10) [7]. 2.4. Ventilation In the evaluations based on long year hourly temperature data for Antalya (36:530 N), where
greenhousing is a common agricultural practice, it is seen that the temperature is above 26C in
1628 h of the year (Table 11). Temperature iterations for temperatures above 26C based on the ratio of ventilation openings
to greenhouse floor area are given in Table 10. As can be seen from the table, as the ratio of
ventilation openings to greenhouse floor area increases, iterations for temperatures above
26C decrease. In Antalya climatic conditions, when the ratio of ventilation openings to
greenhouse floor area is 20%, during 206 h of the total 744 h of May, the greenhouse temper-
ature is above 26C. Taking into consideration the long year hourly climatic values of Antalya, hourly temperature
values calculated for greenhouses with different ventilation openings are given in Table 12. As
can be seen from the table, average outside temperature values obtained from long year
climatic values in May vary between 16 and 26C. The simulation calculations show that when
the outside temperature is 25.7C at 12:00 in May, temperature in a greenhouse with 5%
ventilation opening is 30.4C and temperature in a greenhouse with 10% ventilation opening
is 28.5C. 2.4. Ventilation In the Mediterranean region, it is necessary to ventilate greenhouses during day hours of the
winter months. Ventilation in winter months is done more to regulate CO2 concentration than Greenhouse equipment
Heat energy requirement [kWh/m2a]
Savings ratio [%]
Impermeability
Good
Average
Poor
Good-Average
Good-Poor
Without thermal curtain
118.3
With thermal curtain
80.5
95.1
109.6
15.4
26.6
Savings ratio
32.0
19.6
7.4
Table 8. Heat energy requirements based on the impermeability of thermal curtains in PE plastic greenhouses with single
pane roof and double pane side walls under Antalya climatic conditions with night/day temperature 16/18C [7]. Table 8. Heat energy requirements based on the impermeability of thermal curtains in PE plastic greenhouses with single
pane roof and double pane side walls under Antalya climatic conditions with night/day temperature 16/18C [7]. Climate Resilient Agriculture - Strategies and Perspectives 176 to,min(C)
ti,min-tube
With water
mattresses (C)
ti,min-tubeless
Without water
mattresses (C)
ΔT
With water
mattresses (C)
ΔT
Without water
mattresses(C)
ttubettubeless
(C)
2.9
6.1
4.1
3.2
1.2
2.0
3.0
5.8
4.7
2.8
1.7
1.1
4.1
7.5
6.8
3.4
2.7
1.7
Table 9. Minimum temperature differences obtained in an unheated Mediterranean greenhouse with water mattresses (C). to,min(C)
ti,min-tube
With water
mattresses (C)
ti,min-tubeless
With water
mattresses (C)
ΔT
With water
mattresses (C)
ΔT
Without water
mattresses (C)
ttubettubeless
(C)
0.0
6.8
2.2
6.8
2.2
4.6
1.8
8.1
3.5
6.3
1.7
4.6
5.2
11.6
6.8
6.4
1.6
4.8
0.1
8.0
2.0
8.1
2.1
6.0
Table 10. Minimum temperature differences obtained in an unheated Mediterranean greenhouse with thermal curtains
and water mattresses (C). Table 10. Minimum temperature differences obtained in an unheated Mediterranean greenhouse with thermal curtains
and water mattresses (C). to send away high temperatures. It is only possible to obtain the temperatures that plants have
adapted to (17–27C) by regular ventilation from mid-February until the first week of May [5]. In the evaluations based on long year hourly temperature data for Antalya (36:530 N), where
greenhousing is a common agricultural practice, it is seen that the temperature is above 26C in
1628 h of the year (Table 11). to send away high temperatures. It is only possible to obtain the temperatures that plants have
adapted to (17–27C) by regular ventilation from mid-February until the first week of May [5]. 2.5. Ventilation and shading Starting from the first week of May, greenhouses in the Mediterranean region are shaded with
clay or whitewash. With shading, greenhouse temperature rises are prevented by reducing
solar radiation that reaches the greenhouse. In greenhouses installed in recent years, solar Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 177 radiation is reduced by partially opening thermal curtains. In June, under Antalya climatic
conditions, when radiation reaching the greenhouse is reduced by 50% with shading and
when the ratio of ventilation openings is 20%, greenhouse temperature is above 26C for 96 h. AV/AG
January
February
Mach
April
May
June
July
Augusts
September
October
November
December
Total
Number of hours when outside temperature is above 26C
0
0
0
0
0
311
487
466
298
66
0
0
1628
Number of hours when greenhouse temperature is above 26
0.01
102
145
237
290
366
405
518
488
357
288
200
105
3501
0.05
0
0
78
205
335
389
504
480
336
254
98
0
2679
0.10
0
0
0
82
278
382
496
479
329
222
40
0
2308
0.15
0
0
0
18
246
375
489
477
323
201
10
0
2139
0.20
0
0
0
5
206
373
488
476
321
177
2
0
2048
0.25
0
0
0
0
160
370
488
474
320
163
0
0
1975
0.30
0
0
0
0
130
367
488
474
319
148
0
0
1926
0.35
0
0
0
0
113
362
487
474
318
142
0
0
1896
0.40
0
0
0
0
99
357
487
474
317
134
0
0
1868
Table 11. Temperature iterations for temperatures above 26C outside the greenhouse and in a plastic greenhouse with
different ventilation opening ratios under Antalya climatic conditions in May (h). nuary
February
Mach
April
May
June
July
Augusts
September
October
November
December
Total Table 11. Temperature iterations for temperatures above 26C outside the greenhouse and in a plastic greenhouse with
different ventilation opening ratios under Antalya climatic conditions in May (h). ble 12. Inside temperature values calculated for a plastic greenhouse with different ventilation opening ratios (A
der Antalya climatic conditions in May Table 12. Inside temperature values calculated for a plastic greenhouse with different ventilation opening ratios (AV/AG)
under Antalya climatic conditions in May. ble 12. Inside temperature values calculated for a plastic greenhouse with different ventilation opening ratios (A
der Antalya climatic conditions in May. talya climatic conditions in May. Inside temperature values calculated for a plastic greenhouse with different ventilation opening ratios (AV/AG)
l
l
d 2.5. Ventilation and shading Time
Ratio of ventilation opening ratio to greenhouse floor area (AV
AG) (%)
Outside temperature ta (C)
1
5
10
15
25
Temperature in the greenhouse ti (C)
7
23.1
21.7
21.1
20.8
20.6
20.0
8
28.0
25.5
24.4
23.9
23.4
22.4
9
32.0
28.4
26.9
26.2
25.6
24.2
10
34.6
30.0
28.2
27.4
26.6
25.3
11
35.7
30.4
28.5
27.7
27.0
25.6
12
36.1
30.4
28.5
27.7
27.0
25.7
13
35.7
30.1
28.3
27.5
26.8
25.6
14
34.8
29.6
27.9
27.2
26.6
25.5
15
33.1
28.7
27.2
26.6
26.1
25.1
16
30.5
27.3
26.2
25.7
25.3
24.5
17
28.0
25.9
25.1
24.8
24.5
23.9
18
25.0
24.0
23.6
23.4
23.2
22.9
19
22.0
21.8
21.8
21.7
21.7
21.6
Table 12. Inside temperature values calculated for a plastic greenhouse with different ventilation opening ratios (AV/AG)
under Antalya climatic conditions in May. Ratio of ventilation opening ratio to greenhouse floor area (AV
AG) (%)
Outside temperature ta (C) Climate Resilient Agriculture - Strategies and Perspectives 178 Time
Ratio of ventilation opening ratio to greenhouse floor area (AV
AG) (%)
Outside temperature
ta (C)
1
10
15
20
25
Temperature in the greenhouse ti (C)
7
27.0
25.8
25.6
25.5
25.5
25.1
8
30.3
28.3
28.0
27.9
27.8
27.3
9
32.8
30.1
29.7
29.5
29.4
28.8
10
34.5
31.1
30.7
30.5
30.3
29.6
11
35.4
31.5
31.1
30.8
30.6
29.9
12
35.6
31.6
31.2
31.0
30.8
30.1
13
35.1
31.2
30.8
30.6
30.4
29.8
14
34.5
30.8
30.5
30.3
30.1
29.6
15
33.6
30.5
30.2
30.0
29.9
29.4
16
32.3
29.9
29.6
29.5
29.4
29
17
30.7
29.0
28.8
28.7
28.7
28.3
18
28.9
27.9
27.8
27.7
27.7
27.5
19
26.5
26.3
26.2
26.2
26.2
26.1
Table 13. Temperature values calculated for different ratios of ventilation openings in a plastic greenhouse where 50%
shading is done in June, under Antalya climatic conditions. Ratio of ventilation opening ratio to greenhouse floor area (AV
AG) (%)
Outside temperature
ta (C) Table 13. Temperature values calculated for different ratios of ventilation openings in a plastic greenhouse where 50%
shading is done in June, under Antalya climatic conditions. Although solar radiation causing increases in greenhouse temperatures under Mediterranean
climatic conditions can be reduced to a certain degree with shading, it is not possible to obtain
the environment temperature that can be tolerated by plants using shading in certain months
of the year. 2.5. Ventilation and shading Temperature values based on hours of the day and ratios of ventilation openings
for a plastic greenhouse where 50% shading is done during June are given in Table 13. As can
be seen from the table, even when the ratio of ventilation openings to greenhouse floor area is
25%, temperature values in a shaded greenhouse are above 30C at 10.00–14.00. Under these
conditions, evaporative cooling becomes necessary for continuation of plant growth. 2.6. Cooling When average daily temperature is above 22C and the maximum temperature is 27C, active
cooling in the greenhouse is necessary [10]. When average daily temperature values of the
Mediterranean climate zone are reviewed, it is seen that starting from June average tempera-
ture values are above 22C (Table 3). Temperature and humidity values calculated in August for a glass greenhouse in Adana
(37:010 N) with shading and evaporative (Fan&Pad) system is given in Figure 5. As can be
seen from the figure, in the Mediterranean region, outside temperature values during the day
can be as high as 35.2C in August. Despite shading and evaporative cooling, temperature in
the greenhouse reached 29.1C at 15:00. As can be seen from the figure, humidity values
throughout the day varied between 90 and 98%. In Adana climatic conditions, using shading
and active cooling in August resulted in a temperature difference (∆T) of 6.1 K [11]. Figure 5. Temperature values calculated in August for a glass greenhouse obtained with shading and evaporative
cooling. Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367 Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367
179 Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367
179 Figure 5. Temperature values calculated in August for a glass greenhouse obtained with shading and evaporative
cooling. 3. Result and evaluation In order to be able to achieve high-quality production and efficiency in the Mediterranean
climate zone, greenhouses should be heated during November–March, ventilated and shaded
during February–May and cooled during June–September. On the Mediterranean coastline,
simple greenhouses are not heated regularly as average daily temperature does not fall below
7C. In such businesses, when the temperature is very low, plants in the greenhouse are
protected against frost using simple methods. Depending on the production (single produc-
tion, spring or fall production), a 9–12 kg/m2 efficiency can be obtained in tomato production. In simple plastic greenhouses, it is not economical to install pipe heating systems due to
greenhouse dimensions and cost of heating systems. In these greenhouses, instead of pipe
heating systems, direct-fire air blast heating systems could be used. However, in this case, it is
necessary to choose cheap fuel as well. In greenhouses built on the Mediterranean coastline in recent years, central heating systems
are installed, and coal is used as fuel. Heat requirement of a single pane PE plastic greenhouse
on the Mediterranean coastline, in which there is no heat conservation and day/night temper-
ature is kept at 18/16C day/night, varies between 95 and 256 kWh/m2 depending on the
climatic properties of the greenhouse site. This is equivalent to approximately 18–47 kg/m2 year
imported coal. As much as greenhouse heating, heat conservation in heated greenhouses has great impor-
tance. Since total solar radiation in the Mediterranean region is lower than 2.34 kWh/m2day
during December and January, greenhouse roofs are covered with single pane and side walls
are covered with double pane cover material. In the Mediterranean region, thermal curtains
are used in greenhouses for heat conservation. In Antalya climatic conditions, heat require-
ment for a PE plastic greenhouse with side walls covered with double pane thermal curtains is
80.5 kWh/m2 area when night/day temperature is kept at 16/18C. In a greenhouse without Climate Resilient Agriculture - Strategies and Perspectives 180 thermal curtains, this value is 118.3 kHz/m2 areas. In other words, 32% heat energy is saved in
a greenhouse with thermal curtains. This is equivalent to 7.1 kg/m2 year imported coals. In Mediterranean climatic conditions, 30 kg/m2 truss tomatoes can be produced in heated
modern greenhouses which in heated greenhouses where CO2 fertilization is done, the effi-
ciency is 40 kg/m2. Approximately 18–28 kg/m2 efficiency increase in heated greenhouses
should cover heating expenses. 3. Result and evaluation Depending on the climate of the region, the cost of truss
tomato production in heated modern greenhouses varies between 1.29 and 1.69 TL/kg. In the
feasibility calculations made for modern greenhouses in the Mediterranean region, return on
investment is 14–25%, depending on the production methods of the business [12]. The quality
of products obtained from heated greenhouses is higher than the quality of plants grown in
unheated greenhouse. Also, due to humidity control, agricultural pesticide use is less. In order to benefit more from solar energy on the Mediterranean climate zone, it is appropriate
to use water mattresses. With the help of water mattresses, a 2–3K temperature difference can
be obtained, but when water mattresses are used together with thermal curtains, the temper-
ature difference obtained becomes 6K. However, using water mattresses, it is not possible to
obtain the optimum greenhouse temperature during night hours. In Mediterranean climatic conditions, a 20–25% ratio for ventilation openings in the roof area is
sufficient. Increasing the sizes of the ventilation openings on the roof in May has very little
impact on temperature difference. However, it should be kept in mind that insect screens placed
on ventilation openings in modern greenhouses decrease the effectiveness of ventilation. Greenhouse shading implemented in a way that it does not affect air circulation can help
reduce temperature difference in the greenhouse when used together with ventilation. In a
greenhouse with 20% ventilation area on the roof, reducing solar radiation by 50% with
shading can reduce the temperature difference (∆T) in June up to 1C. However, in June,
evaporative cooling is needed as outside temperature around noon is above 30C. In Mediter-
ranean climatic conditions, temperature difference obtained with evaporative cooling in
August (depending on outside humidity and exchanged air volume) is nearly 6C. However,
evaporative cooling is not preferred in production greenhouses because it requires electrical
energy and a high quantity of clean water. For this reason, greenhouses on the Mediterranean
coastline should be left idle starting from the second week of June. 2 Department of Environmental Engineering, Çukurova University Faculty of Engineering
and Architecture, Balcalı-Adana, Turkey Author details A. Nafi Baytorun1 and Zeynep Zaimoglu2* *Address all correspondence to: zeynepzaimoglu6@gmail.com *Address all correspondence to: zeynepzaimoglu6@gmail.com 1 Department of Agricultural Structures and Irrigation, Çukurova University Faculty of
Agriculture, Balcalı-Adana, Turkey 2 Department of Environmental Engineering, Çukurova University Faculty of Engineering
and Architecture, Balcalı-Adana, Turkey Climate Control in Mediterranean Greenhouses
http://dx.doi.org/10.5772/intechopen.72367
181 References [1] Munoz P, Anton A, Nunez M, Paranjpe A, Arino T, Castells X, Montero JI, Rieradevall J. Comparing the environmental impacts of Greenhouse versus open-field tomato produc-
tion in the mediterranean region. Acta Horticulturea. 2008;801(2):1591-1596 [2] Giuliano G, Gordon P, Pan Q, Park JY, Wang LL. Estimating freight flows for metropol-
itan area highway networks using secondary data sources. Networks and Spatial Eco-
nomics. 2010;10(1):73-91 [3] TÜİK. Tarım istatistikleri özeti. Ankara-Türkiye: Türkiye İstatistik Kurumu; 2014 [4] Zabeltitz Chr.von. Integrated Greenhouse Systems for Mild Climates. Springer: Verlag
Berlin Heidelberg. 2011 [5] Eker MM. Jeotermal seralarda hedef, 30 bin hektar. Jeotermal belediyeler dergisi. sayı 6. 2012: s.5-14 [6] Nisen A, Grafiadellis M, Jiménez R, La Malfa G, Martinez-Garcia PF, Monteiro A, Verlodt H,
Villele O, Cv Z, Jc D, Baudoin W, Jc G. Cultures protegees en climat mediterranean. Rome:
FAO; 1988 [7] Baytorun AN, Abak K, Tokgöz H, Güler Y, Üstün S. Seraların kışın iklimlendirilmesi ve
denetimi üzerinde araştırmalar. Türkiye Bilimsel ve Teknik Araştırma Kurumu. Proje no
TOAG-993; 1995 [8] Baytorun AN, Akyüz A, Üstün S. Seralarda isıtma sistemlerinin modellemesi ve karar
verme aşamasında bilimsel verilere dayalı uzman sistemin geliştirilmesi. TÜBİTAK Proje
No: 114O533; 2016 [9] Baytorun AN, Abak K, Daşgan HY, Topçu S. Climatic problems of the plastic green-
houses in Turkey. International Congress for Plastics in Agriculture. CIPA Procedings. Tel Aviv. Israel; 1997 [10] Kittas C, Katsoulas N, Bartzanas T, Bakker S. Greenhouse climate control and energy use. Good Agricultural Practices for greenhouse vegetable crops. Principles for Mediterranean
Climate Areas. Rome: FAO; 2013 [11] Tekinel O, Baytorun N, Demir Y. Çukurova koşullarında seralarda ıslak yastıklarla
soğutma olanakları. Türkish Journal of Agriculture and Forestry. 1989. Cilt:13, Sayı 3b, s:
1284-1293 [12] Baytorun AN. Sera projelerinin hazırlanmasında dikkate alınacak kriterler, ve TR 63
bölgesi için örnek sera fizibiliteleri. DOĞAKA (Basımda); 2016
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Design of interacting wells for optimization of investments and operating costs while constructing water-diverting structures
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MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 https://doi.org/10.1051/matecconf/201825103037 Design of interacting wells for optimization of
investments
and
operating
costs
while
constructing water-diverting structures
Vladimir Shcherbakov 1, Alexander Akulshin 2 , Konstantin Chizhik 3,* and Mikhail Tolstoy4
1Voronezh State Technical University 84, 20-let Oktyabrya st., Voronezh, Russia
2South-West State University 94, 50-let Oktyabrya st., Kursk, Russia
3Moscow State University of Civil Engineering, Yaroslavskoe shosse, 26, Moscow, 129337, Russia
4Irkutsk National Research Technical University, 83, Lermontova st., Irkutsk, Russia Abstract. Constructions for water withdrawal are the constitutive building
industry component. The cost of these constructions is rather high. That is
why while designing it is necessary to choose optimal design model and
operating conditions during design life. Operation experience showed that
the wells are desirably placed along one line to provide the most optimal
conditions for water withdrawal. While designing the wells interaction is
considered as a group operation if the distance between them is less than
two radiuses of influence. Such wells disposition allows reducing the area
and cutting down the investments for water withdrawal construction and
also creating the better conditions for equipment and mains operation. Design of interacting wells consists of finding the tube well number, the
distance between them, the discharge and levels (static and dynamic). At
operating condition determination, it is necessary to consider the combined
action of pure water reservoirs and tube well. * Corresponding author: irkyt-44@yandex.ru © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). 1 Introduction Water withdrawal wells consisting of several tube wells are used for settlements with a
great amount of drinking water discharge consumption. Operation experience showed that it is desirable to place the wells along one line to
provide the most optimal conditions for water withdrawal [1,2,6,10,16]. The wells
interaction is designed if the distance between the wells is less than 2R that is they work as
group ones. Such wells disposition allows reducing the area and cutting down the
investments for water wells construction and creating the better conditions for equipment
and mains operation. However, because of their influence on each other the wells discharge
comes down. * Corresponding author: irkyt-44@yandex.ru MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 https://doi.org/10.1051/matecconf/201825103037 2 Methods The design of the interacting wells is in determining the number of tube wells, the distance
between them, water discharge and levels (static and dynamic). g
y
The design is done in the following order [3,7,8,12,17]: The design is done in the following order [3,7,8,12,17]:
1) determine the water discharge for one well Qw; g
g
[
]
1) determine the water discharge for one well Qw; 2) determine the well radius of influence R (the distance from the center to the point of
static level recovery according to the formula at
5.1
R
;
(1)
m2/day at
5.1
R
; (1) w – pressure conductivity factor m2/day. – pressure conductivity factor m2/day. Suitable for: Suitable for: - confined water strata onfined water strata
М - confined water strata
М
k
a
f
;
(2)
М
k
a
f
; (2) - free flow strata
av
f
h
k
a
;
(3)
av
f
h
k
a
;
(3) (3) h –mean power of waterbearing stratum during the period of pumping, m. hav= 0,8Н;
μ –water yield factor; h –mean power of waterbearing stratum during the period of pumping, m. hav= 0,8Н;
μ –water yield factor; μ
y
;
t – standard time of well operation, years (25 years = 9125 days). 3) interacting well discharge is designed by formula standard time of well operation, years (25 years = 9125 days). interacting well discharge is designed by formula ;
(4)
i
l
l
l i
i
k
di
h
bl ;
(4) (4) where αin – interaction factor, for practical calculation is taken according to the table1 Table 1. Value of interaction factor. Distance between wells l , m
2 R
R
0,5 R
0,2 R
0,02 R
0,002 R
α
1
0,97
0,9
0,81
0,64
0,53 Table 1. Value of interaction factor. 4) distance between wells is determined according to the table 2. 4) distance between wells is determined according to the table 2. Table 2. Distance between water wells. Water-bearing rock
Well productivity, m3/hour
Up to 20
20-100
100-500
Fine sand
50
50-70
70-100
Medium sand
70-100
100-150
120-150
Coarse-grained sand
100-120
120-150
150-200
Gravel and fractured ground
120-150
150-200
200-250 Table 2. Distance between water wells. Table 2. Distance between water wells. 2 Methods the number of operating wells is determined by the formula ;
(5) ;
(5)
3 (5) where Q– the necessary discharge of water intake, m3/day. where Q– the necessary discharge of water intake, m3/day. where Q– the necessary discharge of water intake, m3/day. e number of redundant wells is determined according to the table 3. 6) actual discharge (m3/day) interacting wells is determined according to the number of
workers and needed discharge 2 MATEC Web of Conferences 251, 03037 (2018)
https://doi.org/10.1051/matecconf/201825103037
IPICSE-2018 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 https://doi.org/10.1051/matecconf/201825103037 ;
(6)
7) level lowing, m
- lowing level in each well:
;
(7) (6) ;
(7) Table 3. The number of redundant wells. Number of
operating wells
The number of redundant wells on water intake of category
I
II
III
From 1 to 4
1
1
1
From 5 to 12
2
1
-
13 and more
20%
10%
-
Maximal lowing level: Maximal lowing level: ;
(8) ;
(8) (8) where r0 – well radius, in which the lowing is determined, м;
di
f
ll
h f ll
i
l where r0 – well radius, in which the lowing is determined, м;
di t
f
ll №1
t th f ll
i
ll where r0 – well radius, in which the lowing is determined, м;
r2-1, r3-1… ri-1– distance from well № 1 up to the following we 1– distance from well № 1 up to the following wells, m. r2-1, r3-1… ri-1– distance from well № 1 up to the following wells, m. Thus, the power of water bearing strata and filtration factor are the same on the whole
water intake, the productivity of the pump equipment assembled in every tube wells is
equal that is well discharges are equal. then the designed maximal lowing is compared hen the designed maximal lowing is compare Smaxwith allowable lowing Sval. At Smax> Sval, Smaxwith allowable lowing Sval. At Smax> Sval, Smaxwith allowable lowing Sval. At Smax> Sval, widen the distance between wells and repeat the calculations. The allowable level lowing depends on the hydrological conditions of water bearing
strata, tube well structure (well), place of pumping aggregate and filter position. 2 Methods This
lowing is determined depending on the producing strata pressure by the following formula: Sval = Н – [(0,3-0,5)М - ∆hp - ∆hf]; (9)
(10) - inpressure water well Sval = Н – [(0,3-0,5)М - ∆hp - ∆hf]; (9)
- free flow strata
(10) - inpressure water well - inpressure water well (9)
(10) (10) - free flow strata where ∆hp – maximal depth of pipe edge immersion under dynamic level in the well, m;
∆hf – in nonpressure well at inlet through the filter, m. where ∆hp – maximal depth of pipe edge immersion under dynamic level in the well, m;
∆hf – in nonpressure well at inlet through the filter, m. where ∆hp maximal depth of pipe edge immersion under dynamic level in the well, m;
∆hf – in nonpressure well at inlet through the filter, m. f
p
g
,
9) in conclusion, the dynamic level position in the well is determined: f
p
g
,
9) in conclusion, the dynamic level position in the well is determined: p
Z d
Z st- S t
(11) (11) Z d
Z st- S t where Z d – dynamic level, m; where Z d – dynamic level, m; Z st – static level, m; Z st – static level, m; Z st – static level, m; S t – accepted value of level lowing, m. S t – accepted value of level lowing, m. p
g
Design of water lifting station consists of some stages:
b
i i
f d
i
d l Design of water lifting station consists of some stages: Design of water lifting station consists of some stages:
- substantiation of design model; - determination of plot size for the water station - determination of plot size for the water station - substantiation of rational scheme of well position inside the plot; p
p
- substantiation of well operation during the design working period (discharge and dynamic
level lowing). - substantiation of well operation during the design working period (discharge and dynamic
level lowing). Linear scheme of well connection to the prefabricated water conduit is the simplest and
applied during the water conduit stringing into one line [4,5,9,11,13] (Fig. 1). Prefabricated
water conduct diameter can increase, at growing of joined wells number and as a result at
the discharge increase. 3 https://doi.org/10.1051/matecconf/201825103037 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 Fig. 1. Linear scheme of well connection to the prefabricated water conduit in one line
1 –water well; 2 –prefabricated water conduit Fig. 1. Linear scheme of well connection to the prefabricated water conduit in one line
1 –water well; 2 –prefabricated water conduit While determining the prefabricated water conduit operation behavior it is necessary to
take into consideration the combined work of pure water tanks and tube wells. Thus, the
pressure created by submersible drive pump unit at the point of connection to the
prefabricated water conduit Н1 should be greater than in water conduit. Fig. 2. Linear scheme of wells connection on water diversion work from underground spring
1 – water receiving structures (wells); 2 pressure pipes; 3 – prefabricated water conduit; 4 – stop
control valve; 5 – main water conduit; 6 – pure water tank. Fig. 2. Linear scheme of wells connection on water diversion work from underground spring
1 – water receiving structures (wells); 2 pressure pipes; 3 – prefabricated water conduit; 4 – stop
control valve; 5 – main water conduit; 6 – pure water tank. In Fig. 2 there is the scheme with well point systems applied as water diversion works. Water derived from water bearing strata by submersible pumps is placed in wells into
pressure water conduits delivered into collection water conduit and then comes into pure
water tanks. S t – accepted value of level lowing, m. General scheme of structures disposition on water system presented in draw 2 is the
most commonly used in construction practice and underground water-diverting structure
operation when wells are used as water receiving structures as the quality of water extracted
from water bearing strata before delivery to a consumer needs improving. If on the water-diverting structure the amount of wells are big and they are located
along a river and on the distance L from it, it is possible to use formula admitting the
substitution of real well raw, by the galleries with 1m of length discharge [4,14, 15,16]: 4 4 4 MATEC Web of Conferences 251, 03037 (2018)
https://doi.org/10.1051/matecconf/201825103037
IPICSE 2018 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 https://doi.org/10.1051/matecconf/201825103037 (12)
where
Q - total discharge of wells;
Q –one well discharge;
l- half the gallery length;
- half the distance between wells;
1
n
l
;
n –general number of wells. (12) where
Q - total discharge of wells; Q –one well discharge; Q –one well discharge; l- half the gallery length; - half the distance between wells;
1
n
l
; n –general number of wells. If the linear series of wells has a length commensurate with the distance to the river
(that is 2l≈L), the equation for a gallery of finite length is used in the calculations. Then,
when using a method of mirror displays, we receive the dependence allowing to define
decrease in dynamic level at any time, time at the long periods pumping out to any point of
layer M (draw. 3). y
If the linear raw has the length commensurable with the distance up to a river (that is
2l≈L), the equations for the galleries of final length are applied [17,18] : (13) (13) =
1
2
1
2
)
(
1
)
(
1
ln
2
1
2
2
2
2
2
2
L
y
arctg
L
L
L
arctg
L
y
L
y
(14) (14) These formulas give the possibility to determine how the dynamic level falls at points
remote from the wells located perpendicularly to it. 1. V.I. Shcherbakov, A.A. Akulshin Water intake structures from underground sources
(Monograph) LAPLAMBERT Academic Publishing, 192 (2017) 4 Discussion The design of interacting wells group consists of defining the tube wells number, distance
between them, discharge and levels (static and dynamic). While determining the operation
conditions of water collection conduit it is to consider combined work of pure water tanks
and tube wells. The diameter of water collection conduit is to be increased at increasing of connected
wells number and consequently the increasing of discharge. S t – accepted value of level lowing, m. g
g y
p
If wells give the constant discharge during long period of operation the expression (17) is
r
R
S
km
Q
ln
2
(18) (18) R – well radius of influence. If during the water intake the wells are located in one row and parallel to water body bank
the calculation can be done by the expression:
0
ln
2
2
2
1
ln
2
r
l
L
l
arctg
l
L
l
L
S
km
Q
(19) (19)
L – distance between the rows of wells, m. L – distance between the rows of wells, m. L – distance between the rows of wells, m. 3 Results Investments for building and creation of the best conditions for the equipment and mains
operation depend on the choice of the scheme of water-diverting structure, its operation
performances. The analysis of optimization of interacting wells operation showed that linear scheme of
tube wells connection to the collection water conduit water conduit is the simplest one and
is used while water conduit placing in one row. S t – accepted value of level lowing, m. If it is demanded to determine the dynamic level lowering in the very tube wells the
function
is expressed as following: These formulas give the possibility to determine how the dynamic level falls at points
remote from the wells located perpendicularly to it. These formulas give the possibility to determine how the dynamic level falls at points
remote from the wells located perpendicularly to it. remote from the wells located perpendicularly to it. If it is demanded to determine the dynamic level lowering in the very tube wells the
function
is expressed as following: =
)
(ln
2
1
21
)
2
1(
1
ln
2
1
0
r
L
L
arctg
L
L
(15) (15) Simply transforming the formula (12) and putting formula (14) into it we receive the
dependence with the help of which we define the water discharge of one well: Simply transforming the formula (12) and putting formula (14) into it we receive the
dependence with the help of which we define the water discharge of one well: l
km
S
Q
2
))
(ln
2
1
21
)
2
1(
1
ln
2
1
(
0
r
L
L
arctg
L
L
(16) (16) (16) Fig. 3. Scheme of the design of linear row of wells locating near the river. Fig. 3. Scheme of the design of linear row of wells locating near the river. 5 5 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 https://doi.org/10.1051/matecconf/201825103037 As a result, we receive the general dependence of discharge for one well: As a result, we receive the general dependence of discharge for one well:
at
r
E
S
km
Q
i
4
4
2
(17) (17)
k- filtration factor, m/day; m–water bearing horizon power, m; m–water bearing horizon power, m; g
p
,
;
of water pumping from one well t - duration of water pumping from one well t - duration of water pumping from one well R – well radius, m;
d
i i
f R – well radius, m;
а – pressure conductivity factor Еi– integral exponential function; g
p
ε – factor considering filter resistance, considering hydraulic uplift. References 6 6 https://doi.org/10.1051/matecconf/201825103037 MATEC Web of Conferences 251, 03037 (2018)
IPICSE-2018 2. S.A. Nozdratenko, A.A. Akulshin, A.A. Akulshin Preventive measures to extend the life
of water wells University-book, Kursk, 140 (2015) 3. V.S. Pereverzeva, A.A. Akulshin Determination of the optimal duty cycle of wire filters
depending on the parameters of tubular wells and soil University-book, Kursk, 438
(2014) 4. V.I. Shcherbakov, I.Y. Purusova Methods of calculating interacting water intake wells
Sat. sci. Art. / RAASN, TSTU. - Voronezh-Tambov: Publishing house of Tamb. state. tech. U-ta, 281-284 (2009) 5. G.N. Kamensky Fundamentals of the dynamics of underground water Gosgeolizdat,
248 (1943) 6. S.M Chudnovsky, A.V. Zenkov Designing, construction and operation of water intake
wells: training manual Vologda: VSTU, 134 (2008) 7. TR 31.13330.2012. Water supply. External networks and facilities. Updated version. SNiP 2.04.02-84* - M .: Ministry of Regional Development of Russia, 128 (2012) 8. N.A. Plotnikov, V.S. Alekseev Designing and operation of water intakes of
underground waters M., Stroiizdat,, 256 (1990) 9. F. M. Bochever. Designing of water intakes of underground waters M., Stroiizdat, 292
(1976) 10. M.Y..Panov, V.I. Shcherbakov, I.Y. Purusova Modeling of flow distribution and
management of water-lifting stations Bulletin of Voronezh Technical University, series
Energetika, 3/6 182-185 (2007) 11. MG Zhurba, LI Sokolov, Z.M. Govorova Water supply. Design of systems and
structures. In 3 volumes. Volume 1. Water supply systems, water intake facilities. - М .:
Publishing house of the Association of Construction Universities, 400 (2010) 12. A.S. Belitsky, V.V. Dubrovsky Designing of exploration and production wells for water
supply - 3rd ed. M .: Nedra, 256 (1974) 13. D.N. Bashkatov, V.L. Rogovoy Drilling of wells for water M., Kolos, 208 (1976) 14. V.V. Ivashechkin Improvement of water intake well designs and methods of their
overhaul Energy. Izv. supreme. of educational institutions and energy. associations of
the CIS, 2, 175-186 (2016) 15. A.M. Krygina On the issue of technical operation of water intake wells Industrial and
Civil Engineering, 8 40-41 (2011) 16. А. Akulshin A method of calculating filtration rate of an infiltration water intake in
Kursk region Journal of Applied Engineering Science, 3 208-211 (2017) 17. V.I. Shcherbakov, K.I. Chizhik, N.P. Konovalov, I.Y. Purusova Energy efficiency of
functioning of water reservoir wells and collecting conduit Construction. The formation
of living Environement. IOP Conference series: Materials Science and Engineering 365
art. 022060 (2018) 18. V.I. Shcherbakov, A.A. Akulshin, N.V. References Bredikhina The calculation of interacting wells
in order to optimize the capital and operating costs for the construction of water intakes
Izvestiya South-Western State University, 2 (77) 44-51 (2018) 7
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Evaluating the results of introduction of aromatic plants from the Lamiaceae Lindl. family in Ukrainian Polissya
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ОЦІНКА УСПІШНОСТІ ІНТРОДУКЦІЇ АРОМАТИЧНИХ РОСЛИН
РОДИНИ LAMIACEAE LINDL. В УМОВАХ ПОЛІССЯ УКРАЇНИ Мета роботи — оцінити результати успішності інтродукції та визначити перспективи культ
олісся України однорічних і багаторічних малопоширених видів ароматичних рослин родини Lam Матеріал та методи. Досліджено 17 однорічних і багаторічних видів нетрадиційних ароматичних рослин родини
Lamiaceae, які було інтродуковано впродовж 2008—2016 рр. у Ботанічному саду Житомирського національного агро-
екологічного університету. Використано лабораторні, польові та інтродукційні методи. Оцінено загальний стан рос-
лин, особливості насінного і вегетативного розмноження, їх зимо-, морозо- та посухостійкість, а також стійкість
до хвороб і шкідників. Результати. Серед культивованих ароматичних рослин родини Lamiaceae 3 однорічних та 8 багаторічних видів (67,4 %
від загальної кількості досліджених) виявились особливо перспективними і високостійкими. В умовах Полісся України
вони добре ростуть і нормально розвиваються, зберігаючи притаманну їм життєву форму, плодоносять, майже не
зазнають суттєвих ушкоджень від морозів, посухи та патогенних організмів. Висновки. Dracocephalum moldavica L., Satureja hortensis L., S. montana L., Elsholzia cristata Willd., Hyssopus officinalis
L., H. аngustifolius M. Bieb., Origanum vulgare L., Nepeta transcaucasica Grossh., Salvia officinalis L., S. sclarea L. і S. aethio-
pis L. — екологічно пластичні види, придатні для введення у промислову культуру на Поліссі України. Як високопер-
спективні інтродуценти вони можуть бути цінним джерелом поповнення рослинних ресурсів та вихідним матеріа-
лом для селекційних досліджень і створення високоадаптивних сортів. лючові слова: ароматичні рослини, Lamiaceae Lindl., успішність інтродукції, Полісся Україн Культивування рослин, які мають значний
біологічний та господарський потенціал, у
нових умовах зростання сприяє розширенню
асортименту лікарських, пряносмакових, аро-
матичних, ефіроолійних, медоносних і деко-
ративних видів [22]. Досить цінними у цьому
відношенні є представники родини Lamiaceae
Lindl. За інформацією сайту The Plant List
(2013) до складу родини Lamiaceae входять 245
родів і 7850 видів [26]. Поширення представ-
ників родини — космополітне, але найбільше
видове їх розмаїття зосереджено в країнах
Серед земномор’я, Передньої Азії, на Далекому
Сході, Кавказі та в Європейсько-Азіатсько-Си-
бір сько му регіоні [5, 12, 24]. У флорі України
трапляється близько 250 видів. Однак при-
родні запаси дикорослих рослин родини по-
вністю або частково вичерпані, тому інтро-
дукція і культивування цінних видів збагатить
біотичне різноманіття місцевої флори [21]. Інтродукція рослин — важливий чинник зба-
гачення рослинних ресурсів, а також збіль-
шення біотичного різноманіття культурфіто-
ценозів. Екологічний підхід в інтродукційних
дослідженнях потребує вивчення сукупності
умов та впливу чинників, які діють на орга-
нізм рослин у нових природних умовах чи
культурі [9, 20]. Інтродукційна діяльність пе-
редбачає насамперед мобілізацію природних
ресурсів для пошуку перспективних цінних
видів рослин, які є джерелом біологічно ак-
тивних сполук. УДК 582. 929.4:581.5 (477.42) УДК 582. 929.4:581.5 (477.42) Матеріал та методи Предмет досліджень — 17 видів рослин родини
Lamiaceae, які культивували впродовж 2008—
2016 рр. у Ботанічному саду Житомирського
національного агроекологічного університету:
однорічні — змієголовник молдавський (Dra-
cocephalum moldavica L.), чабер садовий (Satu-
reja hortensis L.), ельшольція гребінчаста (El-
sholzia cristata Willd.), васильки звичайні (Oci-
mum basilicum L.), в. священні (O. sanctum L.),
монарда лимонна (Мonarda citriodora Cerv.);
багаторічні — гісоп лікарський (Hyssopus officina-
lis L.), г. вузьколистий (H. аngustifolius M. Bieb.),
чабер гірський (Satureja montana L.), лаванда
справжня (Lavandula vera D. C.), лофант гану-
совий (Lophanthus anisatus Adans.), монарда
двійчаста (Monarda didyma L.), материнка зви-
чайна (Origanum vulgare L.), шавлія лікарська
(Salvia officinalis L.), непета закавказька (Nepe-
ta transcaucasica Grossh.); дво- або трирічні —
шавлія ефіопська (Salvia aethiopis L.) і ш. мус-
катна (S. sclarea L.). При оцінюванні інтродукційної стійкості ви-
дів родини Lamiaceae виділено чотири групи
рослин [7, 14, 23]: I — нестійкі, II — слабко-
стійкі, III — стійкі, IV — високостійкі рослини. ОЦІНКА УСПІШНОСТІ ІНТРОДУКЦІЇ АРОМАТИЧНИХ РОСЛИН
РОДИНИ LAMIACEAE LINDL. В УМОВАХ ПОЛІССЯ УКРАЇНИ Успішність інтродукції визна-
чається адаптаційними можливостями рос-
лин, важливими з яких є проходження всіх
етапів індивідуального та сезонного розвитку
рослин, їх здатність до розмноження, стій-
кість і невибагливість у нових умовах вирощу-
вання [9, 11]. © Л.А. КОТЮК, Д.Б. РАХМЕТОВ, Т.В. ПІНКІНА, 2017 © Л.А. КОТЮК, Д.Б. РАХМЕТОВ, Т.В. ПІНКІНА, 2017 11 ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Л.А. Котюк, Д.Б. Рахметов, Т.В. Пінкіна радою та ін. (2012). Особливо перспективні
(ОП) багаторічні види розмножуються насін-
ням та вегетативно і не потребують спеціаль-
них агротехнічних заходів. Для них характер-
на висока адаптивна здатність на всіх етапах
онтогенезу, зимо- і посухостійкість. Вони стій-
кі до шкідників та хвороб, щорічно цвітуть і
плодоносять, дають самосів (45—54 бали). Пер-
спективні види (П) розмножуються насінням
або вегетативно, потребують поливу, підбору
світ ло вих або тіньових ділянок, зрідка підмер-
за ють, щорічно цвітуть і плодоносять (у не-
сприят ли ві роки репродуктивна здатність цих
видів ослаблена), дають самосів (35—44 бали). Малопер спективні види (МП) слабкозимостій-
кі, насіння утворюють нещорічно (20—34 бали). Для оцінки однорічних рослин у зв’язку з тим,
що їх вегетативне розмноження в умовах від-
критого ґрунту виявилося неможливим, вико-
рис товували модифіковану нами шкалу: 36—
45 балів — особливо перспективний вид, 26—
35 балів — перспективний, 16—25 балів — ма ло-
пер спек тивний [10]. Нині досліджено незначну кількість видів
ароматичних рослин родини Lamiaceae, недо-
статньо відомостей про їх адаптивні особли-
вості. Мета досліджень — оцінити результати ус-
піш ності інтродукції та визначити перспекти-
ви культивування в умовах Полісся України
однорічних і багаторічних малопоширених
видів ароматичних рослин родини Lamiaceae. Результати та обговорення Важливим показником адаптації інтродуцен-
тів до нових умов зростання є їх здатність до
репродуктивного і вегетативного розмножен-
ня. В умовах досліджень однорічні види фор-
мували плоди та насіння, проте їх вегетативне
розмноження виявилося неможливим. Під час культивування ароматичних рослин
в умовах Полісся України оцінювали їх життє-
вість та успішність інтродукції. Оцінку загаль-
ного стану рослин здійснювали у фазу цвітін-
ня і перед збором урожаю. Використовували
рекомендації [1, 7, 10, 14—16, 18,19, 23, 25]. Найкращу здатність до насінного роз мно-
жен ня (9 балів) відзначено у рослин D. molda vica,
S. hortensis, E. cristata, здатність рослин O. sanc-
tum і O. basilicum оцінено 7 балами, а М. citriodo-
ra — 5 балами. При сівбі насіння у відкритий
ґрунт у O. basilicum і М. citriodora порівняно з
іншими видами рослин сходи з’являлися на
7—14 діб пізніше, рослини розвивалися менш
інтенсивно і не завжди формували насіння до
настання осінніх заморозків. Для визначення стійкості рослин до шкід-
ників і хвороб застосовували 9-бальну шка лу,
запропоновану О.А. Порадою (2007) [18], для
встановлення видового складу шкодочинних
організмів — загальноприйняті методики і
визначники [2, 6, 16, 17]. Оцінку успішності інтродукції однорічних
та багаторічних видів проведено за комплек-
сом характеристик, запропонованих О.А. По- Серед багаторічних видів найкращу здат-
ність до насінного розмноження (9 балів) ви- ISSN 1605-6574. Інтродукція рослин, 2017, № 1 12 Оцінка успішності інтродукції ароматичних рослин родини Lamiaceae Lindl. в умовах Полісся України шності інтродукції ароматичних рослин родини Lamiaceae Lindl. в умовах Полісся України і високих температур влітку, життєвий цикл
інт родуцентів подовжувався, не завжди фор-
мувалось або не визрівало насіння. Загальний
стан цих видів оцінено 5 балами. явлено у рослин H. officinalis, H. angustifolius. За цим критерієм рослини L. anisatus, S. mon-
tana, N. transcaucasica, S. sclarea і S. aethiopis оці-
нено 7 балами, а M. didyma, S. officinalis, O. vul-
gare і L. vera — 5 балами [12]. явлено у рослин H. officinalis, H. angustifolius. За цим критерієм рослини L. anisatus, S. mon-
tana, N. transcaucasica, S. sclarea і S. aethiopis оці-
нено 7 балами, а M. didyma, S. officinalis, O. vul-
gare і L. vera — 5 балами [12]. Відмінний стан рослин (9 балів) відзначено
у більшості багаторічних видів (H. officinalis,
H. аngustifolius, L. anisatus, S. montana, O. vulgare,
N. transcaucasica, S. officinalis, S. sclarea і S. aethio-
pis). Ці види добре відновлювалися після пе-
резимівлі, рясно цвіли і плодоносили, були
високопродуктивними. Загальний стан рос-
лин M. didyma та L. Результати та обговорення vera оцінено 7 балами, ос-
кільки рослини за роки досліджень були менш
продуктивними і більше залежними від еко-
логічних чинників. Відзначено, що в умовах інтродукції сіянці
N. transcaucasica формували повноцінне на-
сіння в перший рік життя. Рослини H. officina-
lis і L. anisatus також формували насіння у пер-
ший рік вегетації рослин, хоча за повідомлен-
нями Е.П. Вороніна (2001) і А.А. Аутко зі спів авт. (2003) вони плодоносять на другий рік життя
[3, 8]. На другий рік життя спостерігали пло-
доношення у рослин H. аngustifolius, S. sclarea,
S. aethiopis і M. didyma, на третій — у рослин
S. montana, O. vulgare і L. vera. Холодостійкість і морозостійкість досліджу-
ваних однорічних видів рослин характери зу ва-
лися широкою амплітудою. Найнижчу хо ло до -
стій кість відзначено у рослин O. basilicum, ріст
яких сповільнювався за температури +10…5 °С, а
весняні сходи гинули. Ці рослини — неморо-
зостійкі, при зниженні температури восени до
0…–2 °С відзначали повну загибель рослин
(відмирання стебел, листків, суцвіть). Дещо
вищу морозо- і холодостійкість установлено
у рослин O. sanctum і М. citriodora, які сповіль-
нювали свій ріст за температури +8…2 °С, пов ну
їх загибель спостерігали при зниженні темпе-
ратури до –5 °С. За критеріями холодо- і моро-
зостійкості рослин O. basilicum оцінено 3 ба ла-
ми, а O. sanctum та М. citriodora — 5 балами. Найкращу здатність до вегетативного роз-
мно ження (9 балів) виявлено у рослин S. officina-
lis при поділі куща або здерев’янілими живцями
трирічних або п’ятирічних рослин у ранньовес-
няний період. За вегетативного розмноження
приживалися понад 90 і 80 % саджанців, вони
формували незначну кількість су цвіть і насіння. Рослини H. officinalis, H. аn gus tifolius, L. anisatus,
S. montana, L. vera на чет вертому—п’ятому році
життя, а рослини S. aethi o pis і S. sclarea — на дру-
гому році розмножували поділом куща на част-
ки, що спрощувала партикуляція кореневої
системи. Рослини N. transcaucasica, M. didyma
та O. vulgare на тре тьому—п’ятому році життя
розмножували шляхом поділу кореневища із
бруньками відновлення на частки. Рослини E. cristata характеризувалися ви-
щою холодо- і морозостійкістю. Весняне по-
холодання спричинило не загибель сходів, а
лише їх пожовтіння і сповільнення росту. Пов-
ну загибель рослин спостерігали за темпера-
тури –5 °С та нижче. За критеріями холодо- і
морозостійкості рослини оцінено 7 балами. Саджанці H. officinalis, H. аngustifolius, L. ani-
satus, S. montana, L. vera, S. aethiopis, S. sclarea і
O. Результати та обговорення vulgare добре приживалися та плодоносили,
тому за критерієм здатності до вегетативного
розмноження ці види оцінено 7 балами. Са-
джанці M. didyma добре приживались, але не
завжди утворювали генеративні органи, тому
цей вид оцінено 5 балами. Досить холодо- і морозостійкими виявили-
ся рослини D. moldavica і S. hortensis, які за
цими критеріями оцінено 9 балами. Сходи
під час весняних заморозків виявилися стій-
кими до дії низьких температур, а зниження
температури у вересні—жовтні до –5 °С не зав-
дало шкоди рослинам. Самосів рослин цих
видів гинув за умови тривалої дії температу-
ри, нижчої за –10 °С. Спостереження показали, що рослини од но-
річних видів D. moldavica, S. hortensis та E. cristata
зростали і розвивалися нормально, формували
повноцінне насіння, тому за загальним станом
види оцінено 9 балами. O. basilicum, O. sanctum
та М. citriodora давали зріджені сходи, ріст рос-
лин дуже сповільнювався за відсутності опадів 13 ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Л.А. Котюк, Д.Б. Рахметов, Т.В. Пінкіна За ступенем холодостійкості і зимостійко-
сті досліджувані багаторічні інтродуценти роз-
поділили на дві групи [25 ]. До першої групи
віднесли види, які успішно зимували без ук-
риття впродовж багатьох років і не випадали:
H. officinalis, H. аngustifolius, S. montana, M. di-
dyma, O. vulgare, N. transcaucasica, S. aethiopis,
S. sclarea, S. officinalis. Рослини цих видів ви-
тримували вплив осінніх і весняних замороз-
ків (–5 …–10 °С) і низькі температури взимку
(до –35 °С) без ушкоджень. За критеріями хо-
лодо- і зимостійкості зазначені види оцінено
9 балами. nalis, S. montana, M. didyma, O. vulgare, N. trans-
caucasica, S. aethiopis, S. sclarea, S. officinalis,
які походять із Північної Америки, Далекого
Схо ду і Середземномор’я. nalis, S. montana, M. didyma, O. vulgare, N. trans-
caucasica, S. aethiopis, S. sclarea, S. officinalis,
які походять із Північної Америки, Далекого
Схо ду і Середземномор’я. nalis, S. montana, M. didyma, O. vulgare, N. trans-
caucasica, S. aethiopis, S. sclarea, S. officinalis,
які походять із Північної Америки, Далекого
Схо ду і Середземномор’я. Стійкість рослин до посухи — один із важ-
ливих критеріїв успішної інтродукції видів в
умовах нестійкого зволоження, які спостері-
гали впродовж багатьох років досліджень. По-
сухостійкість — це здатність рослин витри-
мувати посуху без різкого зниження врожай-
ності [25]. Спостереження показали, що найбільш ви-
могливими до умов зволоження серед одно-
річних видів виявилися рослини O. basilicum і
O. sanctum. ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Результати та обговорення в умовах Полісся України Для підвищення продуктивності цих видів за
відсутності опадів упродовж тривалого періо-
ду доцільно здійснювати їх полив. гали знач ної затримки ростових процесів і
зниження продуктивності, виявлено лише не-
значне пожовтіння нижніх стеблових чи при-
кореневих листків. E. cristata, D. moldavica і S. hortensis віднесе-
но до середньо посухостійких. Зазначені ви ди
також потребували достатнього зволоження для
проростання насіння. Поява сходів за відсут-
ності дощів затримувалася на 7—10 діб. У до-
рослому стані рослини виявилися стійкіши-
ми до недостатнього водозабезпечення, але
дещо знижувалась їх продуктивність, спосте-
рігали процеси завчасного відмирання. Зазна-
чені ви ди за критерієм посухостійкості оці-
нено 7 балами. Отже, в умовах інтродукції на Поліссі Украї-
ни багаторічні види (за винятком M. didyma)
виявилися посухостійкими, однорічні види
E. cristata, D. moldavica та S. hortensis — середньо-
стійкими, М. citriodora і O. sanctum — із низькою
стійкістю, O. basilicum — із дуже низькою стій-
кістю до недостатнього вологозабезпечення. Крім абіотичних чинників, на ріст і розви-
ток інтродукованих рослин значно впливають
біотичні, тобто інші живі організми — тварини,
гриби, бактерії та віруси. Одні з них корисні
для рослин (комахи-запилювачі, ентомофа-
ги, ґрунтові гриби), інші — паразити, за вдають
значної шкоди, спричиняючи пошкодження
тканин і загибель рослин. Тому резистентність
рослин до патогенів грибного, бактеріального
та вірусного походження і ко мах-фітофагів є
важливим показником їх адаптації в умовах
інтродукції. Серед багаторічних видів не виявлено росли-
ни із дуже низькою (слабкою) посухостійкістю. Середня посухостійкість (5 балів) притаманна
рослинам M. didyma, у яких спостерігали суттє-
ве зниження продуктивності за від сутності
дощів. У рослин L. anisatus незнач но знижува-
лась урожайність, вони були посухостійкими і
за цим критерієм їх оцінено 7 балами. Рослини H. officinalis, H. аngustifolius, S. mon-
tana, O. vulgare, N. transcaucasica, L. vera, S. aethio-
pis, S. sclarea, S. officinalis оцінено 9 балами та
віднесено до посухостійких видів, оскільки за
умов недостатнього зволоження не спостері- Ентомологічні дослідження показали, що
хоча посіви ароматичних рослин родини La-
miaceae заселені видами комах-фітофагів, во-
ни не завдали суттєвої шкоди інтродуцентам. Таблиця 2. Оцінка успішності інтродукції багаторічних видів родини Lamiaceae в умовах Полісся України
Table 2. Результати та обговорення За недостатньої кількості вологи у
ґрунті сходи зазначених видів з’являлись із за-
тримкою на 14—18 діб, розвиток дорослих
рослин сповільнювався, спостерігали пожов-
тіння листків, сповільнення росту пагонів,
нерегулярне формування суцвіть. Менш зале-
жали від недостатнього зволоження рослини
O. sanctum, у яких наявне густе опушення лист-
ків і стебел, що, ймовірно, сприяло меншому
випаровуванню води. Низька посухостійкість
властива також рослинам М. citriodora. За умов
недостатньої зволоженості поява сходів за-
тримувалася на 7—14 діб, а у дорослих особин
сповільнювалися ростові процеси, що негатив-
но впливало на продуктивність рослин. За кри-
терієм посухостійкості види оцінено 1 (O. ba si-
li cum) та 3 (O. sanctum, М. citriodora) балами. L. vera і L. anisatus — менш стійкі види рос-
лин, їх віднесли до другої групи. Сходи і до-
рослі особини виявилися стійкими до дії тем-
ператур до –10 °С, але за тривалої дії нижчих
температур та інших негативних чинників спо-
стерігали випадіння — від 2 % (2-3-й рік жит-
тя) до 4 % (4—6-й рік життя) рослин L. vera,
5—8 % особин L. anisatus. За критеріями холо-
до- і зимостійкості ці види оцінено 7 балами. Спостереження показали, що серед досліджува-
них багаторічних видів нестійких до дії від’єм-
них температур не виявлено. Таким чином, із однорічних видів найбільш
толерантними до дії низьких температур вия-
вилися рослини S. hortensis і D. moldavica, цен-
тром походження яких є Європейсько-Азіат-
сько-Сибірський регіон. Серед багаторічних
видів досить холодо- і зимостійкими є H. offici- Таблиця 1. Оцінка успішності інтродукції однорічних видів родини Lamiaceae в умовах Полісся України
Table 1. Evaluation of introduction efficiency of annual the Lamiaceae family species in conditions of Ukrainian Polissya
Вид
Оцінка, бал
Сумарна оцінка
життєвості /
успішність
інтродукції
насінне
розмноження
загаль ний
стан
холодо-
і морозо-
стійкість
посухо-
стійкість
стійкість
до хвороб
і шкідни-
ків
Dracocephalum moldavica
9
9
9
7
9
43 / ОП
Satureja hortensis
9
9
9
7
9
43 / ОП
Elsholzia cristata
9
9
7
7
9
41 / ОП
Ocimum basilicum
7
5
3
1
7
23 / МП
O. sanctum
7
5
5
3
7
29 / П
Мonarda citriodora
5
5
5
3
5
23 / МП Таблиця 1. Оцінка успішності інтродукції однорічних видів родини Lamiaceae в умовах Полісс шності інтродукції однорічних видів родини Lamiaceae в умовах Полісся України 14 Оцінка успішності інтродукції ароматичних рослин родини Lamiaceae Lindl. в умовах Полісся України шності інтродукції ароматичних рослин родини Lamiaceae Lindl. ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Результати та обговорення До перспективних видів
віднесено L. anisatus (44), L. vera (42) і M. didyma
(36 балів). Малоперспективні багаторічні види
в умовах інтродукції не виявлено (табл. 2). На листках D. moldavica і N. transcaucasica
траплялися поодинокі екземпляри T. urticae
(родина Tetranychidae), які не спричиняли сут-
тєвого негативного впливу на рослини, ймо-
вірно, завдяки значній кількості покривних та
ефіроолійних трихом на епідермі рослин. Переважну більшість однорічних і багато-
річних ароматичних рослин ушкоджували ко-
махи, які належать до рядів Homoptera (ро дини
Cicadellidae, Aphrophoridae, Membracidae), He-
miptera (родини Miridae, Pentatomidae, Pyrr-
hocoridae, Scutelleridae), Thysanoptera (родина
Thripidae), Coleoptera (родини Curculionidae, Chry-
somelidae, Scarabaeidae), Diptera (родина Antho-
myiidae) і Lepidоptera (родина Noctuidae). За результатами оцінювання інтродукційної
стійкості однорічних рослин до високостій-
ких віднесено 3 види (D. moldavica, S. hortensis),
до стійких — 1 (O. sanctum), до слабкостійких —
2 (O. вasilicum і М. citriodora). Високостійкими
виявилися 8 багаторічних видів (H. аngustifolius,
H. officinalis, S. montana, O. vulgare, N. transcau-
casica, S. of ficinalis, S. sclarea і S. aethiopis), стій-
кими — 3 (L. anisatus, L. vera, M. didyma). y
)
p
p
(р
)
На деяких рослинах виявлено ознаки вірус-
них і грибних хвороб, які незначною мірою
знижували продуктивність рослин та якість си-
ровини. Ознаки вірусних хвороб у вигляді кур-
чавості, жовтяниці або мозаїки листків відзна-
чено у рослин L. anisatus (ураженість рослин
становила від 10 до 35 %). Борошнисторосяні
гриби із роду Erysiphe (клас Ascomycetes, порядок
Erysiphales) у вигляді борошнистих «подуше-
чок» конідіального спороношення ура жували
листки рослин H. officinalis (до 15 %), причому
ступінь ураження зростав в умовах надмірного
зволоження і загущення насаджень, а ознаки
ураження з’являлися восени. Більшою мірою
еризифальні гриби уражували рослини M. di dy-
ma і М. citriodora, вкриваючи спочатку поду-
шечками, а згодом суцільним бо рошнистим на-
льотом листки та пагони рослин, особливо вліт-
ку, при недостатньому зволоженні та зниженні
резистентності рослин. Частка уражених рос-
лин досягала 60 %. Збудників ро ду Septoria (клас
Ascomycetes, порядок Erysiphales), які спричиня-
ли плямистість і від мирання листків, виявлено
на рослинах S. sclarea, S. aethiopis та S. officinalis
(ступінь ураження — 5 %). Таким чином, при інтродукції ароматичних
рослин родини Lamiaceae на Поліссі України
3 однорічних і 8 багаторічних видів (67,4 % від
загальної кількості досліджених) виявилися
особливо перспективними і високостійкими. В умовах Полісся України вони добре ростуть
і нормально розвиваються, зберігаючи прита-
манну їм життєву форму, плодоносять, майже
не зазнають ушкоджень від морозів, посухи,
патогенних організмів. Інтродуценти D. mol-
davica, S. Результати та обговорення Evaluation of introduction efficiency of perennial the Lamiaceae family species in conditions of Ukrainian Polissya
Вид
Оцінка, бал
Сумарна оцінка
життєвості /
успішність
інтродукції
розмноження
загаль-
ний стан
холо до-
і зимо стій-
кість
посухо-
стій кість
стійкість
до хвороб
і шкідни ків
насінне
веге та-
тивне
Hyssopus officinalis
9
9
9
9
9
8
53 / ОП
H. аngustifolius
9
7
9
9
9
9
52 / ОП
Lophanthus anisatus
7
7
9
7
7
7
44 / П
Satureja montana
7
7
9
9
9
9
50 / ОП
Lavandula vera
5
7
7
7
9
7
42 / П
Monarda didyma
5
5
7
9
5
5
36 / П
Origanum vulgare
5
7
9
9
9
7
46 / ОП
Nepeta transcaucasica
7
7
9
9
9
9
50 / ОП
Salvia officinalis
5
9
9
9
9
7
48 / ОП
S. sclarea
7
7
9
9
9
7
48 / ОП
S. aethiopis
7
7
9
9
9
7
48 / ОП Таблиця 2. Оцінка успішності інтродукції багаторічних видів родини Lamiaceae в умовах Поліс
Table 2. Evaluation of introduction efficiency of perennial the Lamiaceae family species in condition аблиця 2. Оцінка успішності інтродукції багаторічних видів родини Lamiaceae в умовах Полісся
bl 2 E al ation of introd ction efficienc of perennial the L
i
famil species in conditions of ті інтродукції багаторічних видів родини Lamiaceae в умовах Полісся України 2. Оцінка успішності інтродукції багаторічних видів родини Lamiaceae в умовах Полісся Україн ISSN 1605-6574. Інтродукція рослин, 2017, № 1 15 Л.А. Котюк, Д.Б. Рахметов, Т.В. Пінкіна На посівах однорічних і багаторічних арома-
тичних рослин виявлено представників класів
Arachnida та Insecta. оцінка життєвості яких становила 43 бали, до
малоперспективних — O. basilicum і М. citrio-
dora, які оцінено 23 балами (табл. 1). Із 11 багаторічних видів як особливо пер-
спективні відзначено 8 видів: H. officinalis (53 ба-
ли), H. аngustifolius (52), N. transcaucasica і S. mon-
tana (50), S. officinalis, S. sclarea і S. aethiopis (48),
O. vulgare (46 балів). До перспективних видів
віднесено L. anisatus (44), L. vera (42) і M. didyma
(36 балів). Малоперспективні багаторічні види
в умовах інтродукції не виявлено (табл. 2). Із 11 багаторічних видів як особливо пер-
спективні відзначено 8 видів: H. officinalis (53 ба-
ли), H. аngustifolius (52), N. transcaucasica і S. mon-
tana (50), S. officinalis, S. sclarea і S. aethiopis (48),
O. vulgare (46 балів). 1. Аллаярова И.Н. Методики проведения исследова-
тельской работы с растениями / И.Н. Аллаярова,
А.М. Мингажева. — Уфа, 2012. — 24 с. ISSN 1605-6574. Інтродукція рослин, 2017, № 1
1. Аллаярова И.Н. Методики проведения исследова-
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1 Житомирский национальный агроэкологический
университет, Украина, г. Житомир
2 Национальный ботанический сад имени Н.Н.Гришко
НАН Украины, Украина, г. Киев
ОЦЕНКА УСПЕШНОСТИ ИНТРОДУКЦИИ Л.А. Котюк 1, Д.Б. Рахметов 2, Т.В. Пинкина 1
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Lan, 592 p. 9. Zvolinskij, V.P., Tjutjuma, N.V. and Rybashlykova, L.P. (2013), Introdukcija lekarstvennyh rastenij kak spo-
sob sohranenija bioraznoobrazija Astrahanskoj oblasti
[The experience of medicative plants introduction in
Astrakhan region]. Izvestija Nizhnevolzhskogo ag ro-
uni versitetskogo kompleksa: Nauka i vysshee profes-
sionalnoe obrazovanie [Proceedings of Nizhnevolzskiy
Agrouniversity Complex: Science and Higher Voca-
tional Education], vol. 1 (29), pp. 7—11. 18. Porada, O.A. (2007), Metodyka formuvannja ta veden-
nja kolekcii likarskyh roslyn [The metods of forming
and maintaining a medicinal plants collection]. Bere-
zotocha, 50 p. 19. Porada, O.A. (2010), Ocinka perspektyvnosti introduk-
cii likarskyh roslyn rodyny Lamiaceae v Poltavskij ob-
lasti [Evaluating introduction perspectives of Lamia-
ceae officinal plants in Poltava region]. Introdukcija 10. Porada, O.A., Shevchenko, T.L., Syvoglaz, L.M. and
Kalinina, M.A. (2012), Ekologo-biologichna ocinka 18 ISSN 1605-6574. Інтродукція рослин, 2017, № 1 ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Оцінка успішності інтродукції ароматичних рослин родини Lamiaceae Lindl. в умовах Пол ОЦЕНКА УСПЕШНОСТИ ИНТРОДУКЦИИ
АРОМАТИЧЕСКИХ РАСТЕНИЙ СЕМЕЙСТВА
LAMIACEAE LINDL. В УСЛОВИЯХ ПОЛЕСЬЯ
УКРАИНЫ и S. aethiopis L. — эколо ги чески пластичные
виды растений, пригодные для введения в промыш-
ленную культуру на Полесье Ук раины. Как высоко-
перспективные интродуценты они могут быть ценным
источником пополнения новых растительных ресур-
сов и исходным материалом для селекционных иссле-
дований и создания высокоадаптированных сортов. 26. The Plant List. Angiosperms. Lamiaceae. 2013. [Elek-
tronnyy resurs ]: http://www.theplantlist.org/1.1/browse/
A/Lamiaceae/ Recommended by M.B. Gaponenko
Received 17.10.2016 Recommended by M.B. Gaponenko
Received 17.10.2016 Ключевые слова: ароматические растения, Lamiaceae
Lindl., успешность интродукции, Полесье Украины. Ключевые слова: ароматические растения, Lamiaceae
Lindl., успешность интродукции, Полесье Украины. 19 ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Л.А. Котюк, Д.Б. Рахметов, Т.В. Пінкіна L.А. Kotyuk 1, D.B. Rakhmetov 2, T.V. Pіnkіna 1
1 Zhytomyr National Agroecological University,
Ukraine, Zhytomyr
2 M.M. Gryshko National Botanical Garden,
National Academy of Sciences of Ukraine,
Ukraine, Kyiv winter-, frost-, drought-resistance alongside of disease
and pest resistance. 1 Zhytomyr National Agroecological University,
Ukraine, Zhytomyr Results. Among the cultivated aromatic plants from the
Lamiaceae family 3 annual and 8 perennial species which
accounts for 67.4 % of the total studied material proved
extremely perspective and highly resistant. Under condi-
tions of Ukrainian Polissya they demonstrated adequate
growth and development performance, preserving innate
life form, fruit bearing ability, resistance to frosts, droughts,
pathogenic organisms. 2 M.M. Gryshko National Botanical Garden,
National Academy of Sciences of Ukraine,
Ukraine, Kyiv ISSN 1605-6574. Інтродукція рослин, 2017, № 1 Key words: aromatic plants, Lamiaceae Lindl., efficiency
of introduction, Ukrainian Polissya. L.А. Kotyuk 1, D.B. Rakhmetov 2, T.V. Pіnkіna 1
1 Zhytomyr National Agroecological University,
Ukraine, Zhytomyr
2 M.M. Gryshko National Botanical Garden,
National Academy of Sciences of Ukraine,
Ukraine, Kyiv EVALUATING THE RESULTS OF INTRODUCTION
OF AROMATIC PLANTS FROM THE LAMIACEAE
LINDL. FAMILY IN UKRAINIAN POLISSYA Conclusions. Іntroduced plants Dracocephalum moldavi-
ca L., Satureja hortensis L., S. montana L., Elsholzia cristata
Willd., Hyssopus officinalis L., H. аngustifolius M. Bieb., Origa-
num vulgare L., Nepeta transcaucasica Grossh., Salvia officina-
lis L., S. sclarea L. and S. aethiopis L. are ecologically adaptable
species with good prospects to be deployed as industrial plants
in Ukrainian Polissya. Being extremely perspective, in trodu ced
plants can be a valuable source of enriching new plant resour-
ces and may be used as base breeding material for comprehen-
sive selection research to create highly adaptive varieties. Objective — to evaluate the efficiency of introduction of
non-extensively cultivated annual and perennial aromat-
ic plants of the Lamiaceae Lindl. family species and to
determine their cultivation perspectives in Ukrainian
Polissya. Material and methods. 17 non-traditional annual and
perennial Lamiaceae aromatic plants have been studied
during 2008—2016 after their introduction in Botanical
Garden of Zhytomyr Agroecological University. Labora-
tory, field and introductory methods have been used to
examine the following properties: plant’s general state,
peculiarities of seed and vegetative propagation, their Key words: aromatic plants, Lamiaceae Lindl., efficiency
of introduction, Ukrainian Polissya. 20 ISSN 1605-6574. Інтродукція рослин, 2017, № 1
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https://openalex.org/W3199470480
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https://nzjmath.org/index.php/NZJMATH/article/download/92/51
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English
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Smale 17th Problem: Advances and Open Directions
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New Zealand journal of mathematics
| 2,021
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cc-by
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NEW ZEALAND JOURNAL OF MATHEMATICS
Volume 52 (2021), 233–257
https://doi.org/10.53733/92 NEW ZEALAND JOURNAL OF MATHEMATICS
Volume 52 (2021), 233–257
https://doi.org/10.53733/92 Contents 1. Foreword
233
2. Smale 17th Problem
234
2.1. The background
234
2.2. The B´ezout series
235
2.3. Probabilities and complexity
237
2.4. The problem’s statement
238
3. The Solution
238
3.1. Condition numbers
238
3.2. A probabilistic solution
241
3.3. A near solution and other advances
243
3.4. The solution
245
4. Subsequent Progress
246
4.1. Eigenpair computations
246
4.2. Rigid homotopies
246
4.3. Structured systems
250
4.4. Low-complexity systems
252
4.5. Algebraic branching programs
254
References
255 3.1. Condition numbers 3.2. A probabilistic solution 3.3. A near solution and other advances 3.4. The solution 4. Subsequent Progress 4.1. Eigenpair computations 4.2. Rigid homotopies 4.3. Structured systems 4.4. Low-complexity systems 4.5. Algebraic branching programs Key words and phrases: polynomial equation solving, homotopy methods, approximate zero, com-
plexity, polynomial time. (Received 4 March, 2021) Dedicated to Vaughan Jones (1952-2020). In memoriam. 2000 Mathematics Subject Classification 65H20, 65Y20. Dedicated to Vaughan Jones (1952-2020). In memoriam. Abstract. We give an overview of Smale’s 17th problem describing the context
in which Smale proposed it, the ideas that led to its solution, and the extensions
and subsequent progress after this solution. 2000 Mathematics Subject Classification 65H20, 65Y20.
Key words and phrases: polynomial equation solving, homotopy methods, approximate zero, com-
plexity, polynomial time.
Partially supported by GRF grant CityU 11302321. Partially supported by GRF grant CityU 11302321. 1. Foreword In June 1999 I received an invitation letter to give a short course on a summer
school. The letter was signed by Vaughan Jones, then the chairman of the NZMRI
(New Zealand Mathematical Research Institute). New Zealand being in the south,
the summer school was going to be in January. I immediately accepted. I had
never been in New Zealand, but I knew that it shared some similarities with my
home country (Uruguay). My stay at Kaikoura was delightful. The gentle beauty 234 FELIPE CUCKER of the town, the vicinity of Marlborough’s vineyards, the whales in the neighboring
waters, the kindness of the local people in whose house I stayed, . . . And the school
was no less fascinating. Not only because of the interest of its students and the
quality of the short courses I took advantage to attend but also because of its
setting: lectures and lunches were held at the local Marae. More than twenty years
later I still look at it as a unique experience. of the town, the vicinity of Marlborough’s vineyards, the whales in the neighboring
waters, the kindness of the local people in whose house I stayed, . . . And the school
was no less fascinating. Not only because of the interest of its students and the
quality of the short courses I took advantage to attend but also because of its
setting: lectures and lunches were held at the local Marae. More than twenty years
later I still look at it as a unique experience. q
p
January 2000 was also the beginning of the 21st century. So, while we were
enjoying the school at Kaikoura, the presses of the American Mathematical Society
were at work to print a singular volume [4]. Commissioned by the International
Mathematical Union, and to celebrate the year 2000 as the Year of Mathematics,
the book acknowledges its inspiration on the list of problems proposed by Hilbert
in 1900 for the mathematicians of the 20th century. Thus, along with articles
describing the state of mathematics at the end of the century a few articles proposed,
in the spirit of Hilbert, lists of problems for the mathematicians of the 21st century. Among the latter one was written by Vaughan [14]; it describes ten open problems
related to his research interests. Another was writen by Steve Smale [27]1. 1Smale’s paper had actually been first published in the Mathematical Intelligencer [29].
2Of the eighteen, three (The Riemann Hypothesis, the Poincar´e Conjecture and the question “Is
P = NP?”) were well-known at the time; the other fifteen were new. 1. Foreword Similar
in character to Vaughan’s it describes eighteen problems related to Smale’s research
interests2. The nature of the 17th had a large overlap with the subject of my course
at Kaikoura. Our aim in this article is to describe —with a focus on ideas rather
than on technical details— what this problem is, what the work of Smale leading to
it was, how it was solved a few years ago, and what are the questions left open after
this solution. It is a fitting update to the course I gave at Vaughan’s invitation. Can one efficiently compute (any) one zero of a given F ∈Hd?
(S17) 2.2. The B´ezout series. During the early 1990s, in a series of papers known
as “the B´ezout series” [22, 23, 24, 26, 25], Mike Shub and Steve Smale laid
down the foundations of an approach to answer this question. We won’t attempt to
summarize these papers but limit ourselves to describe some of the main ingredients
in this approach. 2.2.1. Approximate zeros. We already mentioned that the solutions of a general
quintic equation (in one variable) cannot be expressed by radicals. Obviously,
neither can the zeros of a system F ∈Hd. The most common way out of this
obstacle is to compute a (sufficiently good) approximation of such a zero. Arguably
the most common definition of approximation is through a bound on the distance
to a true zero. If dP denotes the Riemannian distance in Pn (i.e., the angle), we say
that z ∈Pn is an ε-approximate zero of F when there is a zero ζ ∈Pn of F such
that dP(z, ζ) ≤ε. A shortcoming of this notion is the dependence on ε: being an
approximate zero in this sense is not an absolute notion. The definition adopted
in the B´ezout series, which goes back to [28], is different and relies on Newton’s
method. The latter can be extended to the projective space. Given z ∈Pn and
F ∈Hd, the Newton iterate of F at z is NF (z) := z −DzF|−1
Tz F(z). (1) (1) Here Tz is the tangent space to Pn at z (i.e., the orthogonal complement z⊥to z
in Cn+1) and DzF|Tz is the restriction to this space of the derivative of F at z. A remarkable feature of Newton’s method is its quadratic convergence. Let ζ be a
non-singular (i.e., not multiple) zero of F and z be a point sufficiently close to ζ. Then, Here Tz is the tangent space to Pn at z (i.e., the orthogonal complement z⊥to z
in Cn+1) and DzF|Tz is the restriction to this space of the derivative of F at z. A remarkable feature of Newton’s method is its quadratic convergence. Let ζ be a
non-singular (i.e., not multiple) zero of F and z be a point sufficiently close to ζ. Then, dP(Nk
F (z), ζ) ≤dP(NF (z), ζ) 21−2k
(2) (2) where Nk
F is the kth iterate of (1). 2. Smale 17th Problem Generically
(and by this we mean outside a subset of smaller dimension in Hd) the system
F has a finite number of zeros in Pn. B´ezout Theorem states that in this case,
and when counted with multiplicity, this number is D := d1d2 · · · dn. The question
underlying Smale’s 17th problem is the following: we denote by [x0 : · · · : xn] its class in Pn. In all what follows we will choose
representatives (x0, . . . , xn) of a point [x] ∈Pn satisfying that ∥x∥= 1. This has
no loss of generality and simplifies a number of expressions. g
y
Now let d := (d1, . . . , dn) ∈Nn and Hd be the linear space of the systems
F = (f1, . . . , fn) with fi ∈C[X0, . . . , Xn] homogeneous of degree di. Generically
(and by this we mean outside a subset of smaller dimension in Hd) the system
F has a finite number of zeros in Pn. B´ezout Theorem states that in this case,
and when counted with multiplicity, this number is D := d1d2 · · · dn. The question
underlying Smale’s 17th problem is the following: (S17) 2. Smale 17th Problem 2.1. The background. Work on the solution of polynomial equations may be
traced back to the Babylonians, 4000 years ago, who solved some quadratic equa-
tions arising from problems relating areas and sides of rectangles [13]. The general
solution to cubic and quartic equations is generally attributed to Ferrari and Car-
dano in the 16th century. Solutions could be written in terms of square and cubic
roots and involved complex numbers. It took almost three centuries to prove that
a similar result cannot be achieved for the general quintic equation [1]. Nonetheless, the solutions exist. The Fundamental Theorem of Algebra states
that a polynomial equation of degree d has exactly d zeros in C when counted with
their multiplicity. An equally fundamental result in algebraic geometry, known
as the B´ezout Theorem, extends the FTA to (square) systems of polynomials. It
needs a caveat though. The system {X1 + X2 = 0, X1 + X2 = 1} has, obviously, no
zeros: the two lines are parallel. But if one “adds points at infinity” to the complex
plane C2 these two lines do meet at one such point. Recall, the complex projective
space Pn is the quotient Cn+1/ ∼where x ∼y if x = λy for some λ ∈C, λ ̸= 0. Also, a polynomial f ∈C[X0, X1, . . . , Xn] is homogeneous of degree d when all its
monomials have degree d. In this case, if x ∈Cn+1 is such that f(x) = 0 then,
for all λ ∈C, f(λx) = λdf(x) = 0. Hence we can talk about the zeros of f in Pn
and, by extension, to the zeros in Pn of a system F = (f1, . . . , fn) of homogeneous
polynomials (possibly of different degrees). Given a point (x0, . . . , xn) ∈Cn+1 \{0} SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 235 we denote by [x0 : · · · : xn] its class in Pn. In all what follows we will choose
representatives (x0, . . . , xn) of a point [x] ∈Pn satisfying that ∥x∥= 1. This has
no loss of generality and simplifies a number of expressions. Now let d := (d1, . . . , dn) ∈Nn and Hd be the linear space of the systems
F = (f1, . . . , fn) with fi ∈C[X0, . . . , Xn] homogeneous of degree di. Can one efficiently compute (any) one zero of a given F ∈Hd?
(S17) Shub and Smale call a point z satisfying (2)
an approximate zero of F and the point ζ its associated zero. Note, this is a
qualitative notion; there is no dependence on a parameter measuring how well the
point approximates the zero. It is also a strong property. Once a point ζ is an
approximate zero of F, inequality (2) allows one to get an ε-approximation with
log2(1 + log2 ε) Newton steps. Two questions are naturally posed. Firstly, what does ‘sufficiently close’ mean? Can one provide estimates for this notion? The answer goes back (again) to [28]. 236 FELIPE CUCKER For a point ζ ∈Pn define For a point ζ ∈Pn define γ(F, ζ) := sup
k≥2
DζF|−1
Tζ
Dk
ζF
k! 1
k−1
(3) (3) where Dk
ζF is the kth derivative of F at ζ and the norm is the operator norm. The
γ-Theorem of Smale states that if F(ζ) = 0 and dP(z, ζ)γ(F, ζ) ≤1
6 then z is an
approximate zero of F with associated zero ζ (see, e.g., [17, Thm. 12]). Secondly, in the absence of a true zero ζ at hand, can one certify that a point z
is an approximate zero of F? To answer this question let β(F, z) :=
DzF|−1
Tz F(z) be the length of the Newton step in (1) and be the length of the Newton step in (1) and α(F, z) := β(F, z)γ(F, z). Smale’s α-Theorem states that there exists a constant α0 such that if α(F, z) ≤α0
then z is an approximate zero of F. A proof with α0 = 0.02 is in [10, Thm. 19.9]. Smale’s α-Theorem states that there exists a constant α0 such that if α(F, z) ≤α0
then z is an approximate zero of F. A proof with α0 = 0.02 is in [10, Thm. 19.9]. The goal in (S17) is therefore not to compute a true zero but an approximate
zero as above. 2.2.2. Linear homotopies. The algorithmic scheme considered in the B´ezout series
was a linear homotopy. Its general idea (which goes back at least to Lahaye [15])
can be simply described. Assume you want to compute the zeros of the polynomial
F = X3 −X2 −5X + 4 and further assume that you aren’t aware of the formula to
do so. Can one efficiently compute (any) one zero of a given F ∈Hd?
(S17) The curve C , the initial pair (G, ζ0), the target pair (F, ζ1) and the
points (Qti, zi) that “follow” C . The bottomline is, linear homotopy, in general, works. But for some unlucky
choices of F and G it may go awfully wrong. Consequently, to give a formal
meaning to the notion of “efficiently compute” we need a framework other than the
worst-case scenario. 2.3. Probabilities and complexity. To talk about computational efficiency sup-
poses a cost measure at hand. As we are considering numerical algorithms, that
is, algorithms whose basic operations are arithmetic operations and comparisons
between (idealized) real numbers the simplest, and most natural, cost measure for
a computation with input F is the number cost(F) of such operations performed
along the computation. The complexity of an algorithm is a function relating the
cost of the algorithm’s computations to the size of the input data. In our case, the size N of a system F ∈Hd is the number of complex numbers we
need to describe the system. That is, the number of coefficients in its polynomials. This gives us This gives us N =
n
X
i=1
Ni
where
Ni =
n + di
n
. (6) (6) We have mentioned that we need a framework for complexity other than the worst-
case scenario. The one proposed by Smale, which is widely used, is that of average
complexity. To describe it we need some structure on Hd. We have mentioned that we need a framework for complexity other than the worst-
case scenario. The one proposed by Smale, which is widely used, is that of average
complexity. To describe it we need some structure on Hd. plexity. To describe it we need some structure on We have mentioned that Hd is a linear space. We can turn it into an inner
product space by endowing it with the Weyl inner product. This is a dot product
in a scaled monomial basis which has the property of being unitarily invariant. That is, for all F, G ∈Hd and all unitary transformation u ∈U(n + 1), we have
⟨F ◦u, G ◦u⟩= ⟨F, G⟩. See [10, §16.1] for details. In all what follows, for a system
F ∈Hd, ∥F∥will denote its Weyl norm ⟨F, F⟩1/2. Can one efficiently compute (any) one zero of a given F ∈Hd?
(S17) You may try to use the fact that you certainly know the zeros of G = X3−X. To do so, consider the segment (in the space of polynomials of degree at most 3) Qt := (1 −t)G + tF,
with t ∈[0, 1]. (4) (4) We observe that its extremities are Q0 = G and Q1 = F. Hence, when t varies from
0 to 1, we may expect the zeros of Qt to vary from the zeros of G (1, 0 and −1) to
those of F. Starting with one such zero ζ0 of G (say ζ0 = 1) this will induce a curve
C = (Qt, ζt)t∈[0,1] with Qt(ζt) = 0 for all t ∈[0, 1] and if we can “follow” this curve
via a finite sequence {Qti, zi}i=0,...,k such that 0 = t0 < t1 < · · · < tk = 1 and zi is
a good approximation of ζti then we will end up with zk, a good approximation to
the zero ζ1 of Q1 = F. Figure 1 attempts to convey this idea. A few comments are in order. The first is that the same idea applies for systems
in Hd; we now have n homogeneous polynomials in n + 1 variables and D zeros
in Pn instead of 3 in C but the basic idea is the same. The second is that the
“lifting” of the segment [Q0, Q1] to the curve C ⊂Hd ×Pn is well-defined provided
DζtQt|Tζt is invertible for all t ∈[0, 1]. Recall that the discriminant variety in Hd
is the set Σ := {F ∈Hd | ∃ζ ∈Pn s.t. F(ζ) = 0 and rank(DζF|Tζ) < n}. (5) (5) Systems outside Σ are those having D different smooth zeros. Then, as long as the
segment [Q0, Q1] does not intersect Σ, the D zeros of G induce D curves in Hd ×Pn
which do not intersect one another. Furthermore, it is known that Σ is a complex
hypersurface in Hd. Hence, it has real codimension 2 in Hd. This implies that,
generically, the segment [Q0, Q1] does not intersect Σ. SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 237 Pn
Hd
ζ0
ζ1
G = Q0
F = Q1
C
Figure 1. The curve C , the initial pair (G, ζ0), the target pair (F, ζ1) and the
points (Qti, zi) that “follow” C . Figure 1. Can one efficiently compute (any) one zero of a given F ∈Hd?
(S17) The Weyl norm induces a unit sphere in Hd, in what follows denoted by S(Hd),
which we can endow with the uniform distribution. The latter, in turn, allows one 238 FELIPE CUCKER to define the average cost of an algorithm (taking inputs in S(Hd)) to be (7) E
F ∼S(Hd) cost(F). (7) E
F ∼S(Hd) cost(F). (7) 2.4. The problem’s statement. We can now formally state Smale’s 17th prob- 2.4. The problem’s statement. We can now formally state Smale’s 17th prob-
lem. This statement relies on the usual understanding of “efficient” as solvable with
(
) lem. This statement relies on the usual understanding of “efficient” as solvable with polynomially bounded average cost. The question in (S17) thus becomes
Is there an algorithm that, given an F ∈S(Hd) randomly drawn from the
uniform distribution, halts with probability one returning an approximate
zero of F, and whose average cost is bounded by a polynomial in N? polynomially bounded average cost. The question in (S17) thus becomes
Is there an algorithm that, given an F ∈S(Hd) randomly drawn from the
uniform distribution, halts with probability one returning an approximate
zero of F, and whose average cost is bounded by a polynomial in N? 3. The Solution To turn the linear homotopy scheme into a bona fide algorithm we need to specify
how do we choose the initial pair (G, ζ0) and how do we compute the sequences
t0, t1, . . . , tk and z0, . . . , zk. Let us start with the latter. Before doing so, however,
we observe that it makes sense to work with the angle dS(Q, H) between systems
Q, H ∈Hd instead of the distance ∥Q −H∥. This is so because there are no
changes in the zeros of a system when the system is multiplied by a constant. Consequently, we will consider the segment [G, F] parameterized by a fraction τ of
the angle dS(G, F) instead of a fraction t of the distance ∥F −G∥as in (4). That
is, we will consider {Qτ}τ∈[0,1] where Qτ is the only system in [G, F] satisfying
dS(G, Qτ) = τ dS(G, F). 3.1. Condition numbers. Assume, for the time being, that we are given F, G
and ζ0 with G(ζ0) = 0. A first remark is that we won’t attempt to find a universal
partition of [0, 1] that we can use for all triples (F, G, ζ0) but rather that we will
proceed dynamically: at the ith step, we have computed a pair (Qi, zi) for which
we know that zi is an approximate zero of Qi with associated zero ζi (we should
write Qτi and ζτi but we simplify the notation for ease of reading). Next assume
that dP(zi, ζi) ≤
1
12γ(Qi, ζi). (8) (8) Note that this is stronger, by a factor of 2, than the condition required in Smale’s
γ-Theorem (cf. §2.2.1). Given a ∆τ ≤dS(Qi,F )
dS(G,F ) we let Qi+1 be the only system in
[Qi, F] satisfying dS(Qi, Qi+1) = ∆τ dS(G, F). G
F
Qi
Qi+1
dS(G, F)
τidS(G, F)
∆τdS(G, F)
Figure 2. The system Qi+1 given by Qi and the step-length ∆τ. Figure 2. The system Qi+1 given by Qi and the step-length ∆τ. SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 239 The goal is to compute a bound B(Qi, zi) such that The goal is to compute a bound B(Qi, zi) such that ∆τ ≤B(Qi, zi) =⇒dP(zi, ζi+1) ≤
1
6γ(Qi+1, ζi+1). 3. The Solution (9) (9) If we manage to find B such that (9) holds, then zi is an approximate zero of
Qi+1 with associated zero ζi+1 (by Smale’s γ-Theorem) and then, taking zi+1 := NQi+1(zi) we have (by (2)) dP(zi+1, ζi+1) ≤1
2dP(zi, ζi+1) ≤
1
12γ(Qi+1, ζi+1), i.e., that (8) holds, and we can iterate the process. Note that inequality (8) is trivial for i = 0 as z0 = ζ0 and hence dS(z0, ζ0) = 0. This allows us to begin the process. Figure 3 shows one step of the homotopy. Pn
Hd
Qi
Qi+1
ζi
ζi+1
zi
zi+1
C
Figure 3. Computation of next pair (Qti+1,zi+1). Figure 3. Computation of next pair (Qti+1,zi+1). How do we obtain B satisfying (9)? ( )
Recall, we want dP(zi, ζi+1) ≤
1
6γ(Qi+1,ζi+1). We begin by noting that ( )
Recall, we want dP(zi, ζi+1) ≤
1
6γ(Qi+1,ζi+1). We begin by noting that (
+
+ )
dP(zi, ζi+1) ≤dP(zi, ζi) + dP(ζi, ζi+1). (10) dP(zi, ζi+1) ≤dP(zi, ζi) + dP(ζi, ζi+1). (10) Inequality (8) already bounds the first term in the right-hand side. In addition,
Lipschitz bounds for γ−1 allow one to show, for Qi+1 sufficiently close to Qi and
ζi+1 sufficiently close to ζi, that dP(zi, ζi) ≤
1
12γ(Qi, ζi) ≤
1
c1γ(Qi+1, ζi+1)
for some c1 ∈(6, 12). (11) (11) Let us assume for a while that this holds true and focus on the second term in the
right-hand side of (10). To bound this term define, for F ∈Hd and z ∈Pn, the
condition number of F at z to be µnorm(F, z) := ∥F∥
DzF|−1
Tz diag(
p
di)
. 240 FELIPE CUCKER This is a condition number in the classical sense: if F(ζ) = 0, then µnorm(F, ζ)
bounds the first-order variation of ζ in terms of the variation of F 3. Hence, we may
expect that dP(ζi, ζi+1) ≤(1 + c2)∆τµnorm(Qi, ζi)
(12) (12) for some small constant c2. For a given c3, if we want the left-hand side above to
be at most
1
c3γ(Qi+1,ζi+1) we should impose for some small constant c2. For a given c3, if we want the left-hand side above to
be at most
1
c3γ(Qi+1,ζi+1) we should impose ∆τ ≤
1
c3(1 + c2)γ(Qi+1, ζi+1)µnorm(Qi, ζi). 3Actually, the true condition number would be µ(F, z) (see [10, Corollary 16.14]) which is defined
in the same manner but without the diagonal matrix diag(√di). The fact that µnorm is unitarily
invariant (whereas µ isn’t), however, make µnorm(F, z) more convenient to use.
4 3. The Solution (13) (13) At this stage we use a fundamental result, known as the Higher Derivative Estimate,
which states that, for all F ∈Hd and z ∈Pn, At this stage we use a fundamental result, known as the Higher Derivative Estimate,
which states that, for all F ∈Hd and z ∈Pn, γ(F, z) ≤1
2D3/2µnorm(F, z),
(14) (14) where D := max{d1, . . . , dn}, to replace (13) by ∆τ ≤
2
c3(1 + c2)D3/2µnorm(Qi+1, ζi+1)µnorm(Qi, ζi). The use of Lipschitz bounds, now for µ−1
norm, allows one to obtain The use of Lipschitz bounds, now for µ−1
norm, allows one to obtain (15) max{µnorm(Qi+1, ζi+1), µnorm(Qi, ζi)} ≤(1 + c4)µnorm(Qi, zi)
(15)
for some small c4. We can conclude that taking max{µnorm(Qi+1, ζi+1), µnorm(Qi, ζi)} ≤(1 + c4)µnorm(Qi, zi)
(15)
for some small c4. We can conclude that taking ∆τ ≤B(Qi, zi) :=
2
c3(1 + c2)(1 + c4)2D3/2µnorm(Qi, zi)2
(16) (16) ∆τ ≤B(Qi, zi) :=
2
c3(1 + c2)(1 + c4)2D3/2µnorm(Qi, zi)2
(16)
we ensure that
dP(ζi, ζi+1) ≤
1
c3γ(Qi+1, ζi+1). (17)
Finally, by chosing c3 :=
6c1
c1−6 we obtain from (10), (11), and (17) that
dP(zi, ζi+1) ≤
1
c1γ(Qi+1, ζi+1) +
1
c3γ(Qi+1, ζi+1) =
1
6γ(Qi+1, ζi+1). we ensure that dP(ζi, ζi+1) ≤
1
c3γ(Qi+1, ζi+1). (17)
Finally, by chosing c3 :=
6c1
c1−6 we obtain from (10), (11), and (17) that
dP(zi, ζi+1) ≤
1
c1γ(Qi+1, ζi+1) +
1
c3γ(Qi+1, ζi+1) =
1
6γ(Qi+1, ζi+1). (17) c3γ(Qi+1, ζi+1)
Finally, by chosing c3 :=
6c1
c1−6 we obtain from (10), (11), and (17) that
dP(zi, ζi+1) ≤
1
c1γ(Qi+1, ζi+1) +
1
c3γ(Qi+1, ζi+1) =
1
6γ(Qi+1, ζi+1). This general argument comes from [21] where the value of the constants ci is not
worked out4. Detailed proofs are in [8, 9] and [10, §17.1]. In the latter it is shown
that one can actually chose them so that both (11) and (15) hold and that with
that choice (16) becomes B(Qi, zi) :=
0.0085
dS(G, F)D3/2µnorm(Qi, zi)
(18) (18) This results in an easy-to-describe algorithm LinHom that takes as input a triple
(F, G, ζ0) with F, G ∈Hd and G(ζ0) = 0. This results in an easy-to-describe algorithm LinHom that takes as input a triple
(F, G, ζ0) with F, G ∈Hd and G(ζ0) = 0. 3Actually, the true condition number would be µ(F, z) (see [10, Corollary 16.14]) which is defined
in the same manner but without the diagonal matrix diag(√di). The fact that µnorm is unitarily
invariant (whereas µ isn’t), however, make µnorm(F, z) more convenient to use.
4The author of [21] writes “In previous papers we have paid careful attention to the constants.
In this paper we are more cavalier.” 3. The Solution 3Actually, the true condition number would be µ(F, z) (see [10, Corollary 16.14]) which is defined
in the same manner but without the diagonal matrix diag(√di). The fact that µnorm is unitarily
invariant (whereas µ isn’t), however, make µnorm(F, z) more convenient to use. 4The author of [21] writes “In previous papers we have paid careful attention to the constants. In this paper we are more cavalier.” 241 SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS Algorithm LinHom
input F, G ∈Hd and ζ0 ∈Pn such that G(ζ0) = 0
τ := 0, Q := G, z := ζ0
repeat
∆τ :=
0.0085
dS(F,G)D3/2µ2norm(Q,z)
τ := min{1, τ + ∆τ}
Q := Qτ
z := NQ(z)
until τ = 1
RETURN z input F, G ∈Hd and ζ0 ∈Pn such that G(ζ0) = 0 τ := 0, Q := G, z := ζ0
repeat With some (but not much) additional work the arguments above show the fol-
lowing result (Proposition 17.3 in [10]). Proposition 3.1. Suppose that [G, F] does not intersect Σ. Then, the execution
of LinHom(F, G, ζ0) stops after at most K steps with K = K(F, G, ζ0) ≤188D3/2dS(G, F)
Z 1
0
µ2
norm(Qτ, ζτ)dτ. K = K(F, G, ζ0) ≤188D3/2dS(G, F)
Z 1
0
µ2
norm(Qτ, ζτ)dτ. The returned point z is an approximate zero of F. ( ,
, ζ0) ≤
S( ,
)
Z
0
µnorm(Qτ, ζτ)
The returned point z is an approximate zero of F. 2 2 3.2. A probabilistic solution. The first breakthrough towards a solution of
Smale’s 17th problem was produced by Carlos Beltr´an and Luis Miguel Pardo [7]. It consisted of a randomized algorithm, in the sequel BP, to generate the initial
pair (G, ζ0). In the course of its execution (with input (n, d)) this algorithm draws
real numbers from the standard normal distribution and, because of this, its output
(G, ζ0) is random as well. 3. The Solution 3.1
188D3/2
E
F ∼S(Hd)
E
(G,ζ0)∼ρstd
dS(G, F)
Z 1
0
µ2
norm(Qτ, ζτ)dτ
=
188D3/2
E
F ∼S(Hd)
E
G∼S(Hd) dS(G, F)
Z 1
0
1
D
X
ζ|Qτ (ζ)=0
µ2
norm(Qτ, ζ)dτ E
F ∼S(Hd)
E
(G,ζ0)∼ρstd
K(F, G, ζ0)
≤
Prop. 3.1
188D3/2
E
F ∼S(Hd)
E
(G,ζ0)∼ρstd
dS(G, F)
Z 1
0
µ2
norm(Qτ, ζτ)dτ
=
188D3/2
E
F ∼S(Hd)
E
G∼S(Hd) dS(G, F)
Z 1
0
1
D
X
ζ|Qτ (ζ)=0
µ2
norm(Qτ, ζ)dτ
≤
188 πD3/2
Z 1
0
E
F ∼S(Hd)
E
G∼S(Hd) µ2
avg(Qτ)dτ
=
188 πD3/2
Z 1
0
E
Q∼S(Hd) µ2
avg(Q)dτ
≤
(21)
188 πD3/2
Z 1
0
nNdτ = 188πD3/2nN. ≤
188 πD3/2
Z 1
0
E
F ∼S(Hd)
E
G∼S(Hd) µ2
avg(Qτ)dτ
=
188 πD3/2
Z 1
0
E
Q∼S(Hd) µ2
avg(Q)dτ
≤
(21)
188 πD3/2
Z 1
0
nNdτ = 188πD3/2nN. In addition to this, the cost of each step, which is dominated by the computation
of the Newton iteration, is O(N + n3), which is O(N) if we assume that di ≥2
for i = 1, . . . , d. This yields a total average cost of O(nD3/2N 2) for LV (as the
cost for the execution of BP is dominated by that of the linear homotopy). This
O(nD3/2N 2) average cost was independently obtained in [8] and [9]. A few last remarks are necessary. The average complexity bound above considers
two different sorts of average. On the one hand, the initial pair (G, ζ0) is produced
by a randomized algorithm and hence, the algorithm LV itself is randomized. On the
other hand, the input system F is considered random to derive average complexity
bounds. Algorithm LV is of Las Vegas type: for a given input F ∈S(Hd), if the algo-
rithm halts, it returns an approximate zero of F (and it halts with probability 1
for all F outside a set of measure zero). Yet, its running time (its cost) is a ran-
dom variable as it depends on (G, ζ0). The argument above does not provide a
bound for the randomized cost randcost(F) of LV on input F, which is defined as
E(G,ζ0)∼ρstd K(F, G, ζ0). But it does so for the average of these randomized costs
over F ∈S(Hd). Because of the probabilistic nature of LV, the bound above was not a solution to
Smale’s 17th problem. 3. The Solution If we define the solution variety to be VS := {(G, ζ) ∈S(Hd) × Pn | G(ζ) = 0}
(19) (19) then the distribution ρstd induced on VS by the ouputs of BP can be easily described
as follows: (i)
draw G from the uniform distribution on S(Hd)
(ii)
draw ζ from the (discrete) uniform distribution
(20)
among the D zeros of G (20) (ii) A surprising feature of BP is that it constructs a polynomial system along with
one of its zeros without ever solving a (nonlinear) polynomial system. Roughly
speaking, it first draws the “linear part” of the system, then computes a zero of
this linear part, and finally adds a suitable complement of higher degree terms. For
a description of BP, its properties and its cost, see [8, 9] or [10, §17.6]. A surprising feature of BP is that it constructs a polynomial system along with
one of its zeros without ever solving a (nonlinear) polynomial system. Roughly
speaking, it first draws the “linear part” of the system, then computes a zero of
this linear part, and finally adds a suitable complement of higher degree terms. For
a description of BP, its properties and its cost, see [8, 9] or [10, §17.6]. A zero-finding algorithm becomes clear, let’s call it LV (from Las Vegas, as ran-
domized algorithms as ours are called this way). On input F ∈S(Hd), we first draw
a pair (G, ζ0) ∈VS from ρstd via a call to BP. We then run the linear homotopy
on the triple (F, G, ζ0). This returns an approximate zero of F. To understand its
cost we next make two fundamental observations. 242 FELIPE CUCKER Firstly, if F, G are independently drawn from S(Hd) and τ ∈[0, 1] is fixed, then
the system Qτ ∈[G, F] given by dS(G, Qτ) = τdS(G, F) dS(G, Qτ) = τdS(G, F) is also uniformly distributed in S(Hd). Secondly, let µ2
avg(F) := 1
D
X
ζ|F (ζ)=0
µ2
norm(F, ζ). Then [8, Thm. 23], Then [8, Thm. 23], E
Q∼S(Hd) µ2
avg(Q) ≤nN. (21) (21) These facts allow us to bound the average number of steps of LV. Indeed, E
F ∼S(Hd)
E
(G,ζ0)∼ρstd
K(F, G, ζ0)
≤
Prop. 3. The Solution The latter asked for a deterministic algorithm. More work
would be needed to reach this solution. SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 243 3.3. A near solution and other advances. The arguments above, which follow
the exposition in [8], relie on (among other things) the fact that when F and G are
uniformly drawn from S(Hd), so is, for any τ ∈[0, 1], the system Gτ. But as soon
as these distributions are not identical, technical difficulties may arise. This is at
the root of the different choice of setting taken in [9], where the same O(D3/2nN 2)
bound for LV is proved as well. The setting here considers Gaussian distributions
on Hd. The Weyl norm induces a standard Gaussian distribution N(0, I) on Hd via the
density ρ(F) :=
1
(2π)N e−∥F ∥2
2 which in turn induces an average cost of an algorithm (taking inputs in Hd) which in turn induces an average cost of an algorithm (taking inputs in Hd) (22) E
F ∼N(0,I) cost(F). (22) This quantity is not different to that in (7). Indeed, the standard Gaussian distri-
bution on R2N induces, via the bijection This quantity is not different to that in (7). Indeed, the standard Gaussian distri-
bution on R2N induces, via the bijection R2N \ {0}
→
S(R2N) × (0, ∞)
F
7→
F
∥F∥, ∥F∥2
, the uniform distribution on S(R2N) and a χ2-distribution with 2N degrees of free-
dom on (0, ∞). Moreover these two components are independent [10, Prop. 2.19]. Using the fact that the right-hand side in Proposition 3.1 is scale-invariant on F it
immediately follows that E
F ∼S(Hd) cost(F) =
E
F ∼N(0,I) cost(F). The fact that it is scale-invariant on G allows one to use a version of BP that returns
a pair in The fact that it is scale-invariant on G allows one to use a version of BP that returns
a pair in a pair in
VH := {(G, ζ) ∈Hd × Pn | G(ζ) = 0}
(23)
instead of a pair in VS. Furthermore, if F and G are Gaussians, then so is
Qt = tF + (1 −t)G a pair in
VH := {(G, ζ) ∈Hd × Pn | G(ζ) = 0}
(23)
instead of a pair in VS. 3. The Solution Furthermore, if F and G are Gaussians, then so is (23) Qt = tF + (1 −t)G Qt = tF + (1 −t)G for every t ∈[0, 1]. We cannot however directly use these facts in conjunction with
Proposition 3.1 because there τ parameterizes a fraction of the angle dS(G, F) and
now t parameterizes a fraction of ∥F −G∥. But it is easy to go from one to the
other via the change of variables t =
∥G∥
∥F∥sin α cot(τα) −∥F∥cos α + ∥G∥ t =
∥G∥
∥F∥sin α cot(τα) −∥F∥cos α + ∥G∥ where α = dS(G, F). Then Proposition 3.1 takes the following form. Corollary 3.2. Suppose that [G, F] does not intersect Σ. Then the execution of
LinHom(F, G, ζ0) stops after at most K steps with Corollary 3.2. Suppose that [G, F] does not intersect Σ. Then the execution of
LinHom(F, G, ζ0) stops after at most K steps with K = K(F, G, ζ0) ≤188D3/2∥F∥∥G∥
Z 1
0
µ2
norm(Qt, ζt)
∥Qt∥2
dt. 2 The returned point z is an approximate zero of F. 244 FELIPE CUCKER We won’t describe the derivation of the bound for E
F ∼N(0,I)
E
(G,ζ0)∼ρstd
K(F, G, ζ0). Suffice it to mention that, although different in the details, it is similar to the one
described in §3.2 and it yields the same O(D3/2nN) bound. 2 One of the differences is the need to estimate EQ∼N(0,σ2I)
µ2
avg(Q)
∥Q∥2
instead of
EQ∼S(Hd) µ2
avg(Q) (cf. (21)). It is here when one notes that if any of F or G is not
centered (i.e., have a mean different from 0), then Qt is still Gaussian (even though
not centered). In particular, this is true when either F or G are fixed. If F, for
instance, is fixed, then Qt is distributed as N(F, (1−t)2I). This fact was the trigger
to extend (21) not only to the Gaussian setting but also to the non-centered case. The main technical result in [9] (see Theorem 3.6 there or [10, Thm. 18.4]) shows
that for all ¯Q ∈Hd and σ > 0 we have E
Q∼N( ¯
Q,σ2I)
µ2
avg(Q)
∥Q∥2
≤e(n + 1)
2σ2
. (24) (24) With this smoothed analysis at hand, and some additional work, two different com-
plexity results followed by fixing, respectively, F and (G, ζ0). 3.3.1. Instance complexity. 3. The Solution But by then Smale’s 17th
problem had already been solved. 3.4. The solution. The final solution of Smale’s 17th problem by Pierre Lairez [16]
relies on a beautifully ingenious idea. Beltr´an and Pardo had avoided constructing
a pair (G, ζ0) that would work for all inputs F ∈S(Hd) via a randomized construc-
tion: the pair (G, ζ0) depended on random reals drawn from a random number
generator. Lairez’s solution uses this construction with a twist: the random num-
bers are extracted from F itself. To better understand this idea, let’s consider a situation simplified to the ex-
treme. Take a random number F ∈[0, 1] from the uniform distribution (by glueing
the extremes of this interval we can look at it as the circle S1, a simplified version
of S(Hd)). Fix a number ℓ∈N. We can associate to F the numbers F ◦:= 2−ℓ⌊2ℓF⌋
and
R◦:= 2ℓ(F −F ◦). The first, the truncation of F, approximates F by taking the first ℓbits of its
base-2 expansion. It satisfies F −F ◦≤2−ℓ. The second, the fractional part of F,
is uniformly distributed in [0, 1] and independent of F ◦. Lairez devised a similar
procedure now for systems F ∈S(Hd) drawn from the uniform distribution. The
resulting systems F ◦and R◦are both in S(Hd) and satisfy that F ◦approximates
F, and that R◦is nearly uniform and nearly independent from F ◦. The fractional part R◦is then used as random source to produce a pair (G, ζ0) ∼
ρstd by a version of the BP algorithm which replaces the set R of numbers obtained
from a random number generator by the coefficients of R◦. Once this done, a
linear homotopy is performed with initial pair (G, ζ0) and target system F ◦. Had
we have started with F ∼S(Hd) and the set R (the random numbers in the call
to BP) independent of F, the systems F and G would be uniform in S(Hd) and
independent, and the execution LinHom(F, G, ζ0) would end on an approximate zero
of F. As it happens, we are starting with F ◦and R◦nearly independent —but not
exactly so— and F ◦close to F —but not exactly there—. The fact we want to rely on is that the larger is ℓthe better are these approxi-
mations. And that we can quantify this dependence. 3. The Solution Fixing F ∈Hd and looking at the cost of LV with
input F lead us to the quantity randcost(F). The first of the two results mentioned
above ([9, Thm. 3.7] or [10, Thm. 18.2]) shows that, for algorithm LV and F ∈Hd,
3
2
2 randcost(F) ≤O(D3nN 2µ2
max(F)) randcost(F) ≤O(D3nN 2µ2
max(F)) where µmax(F) = maxζ|F (ζ)=0 µnorm(F). Reasonably enough, the randomized cost
for F depends on how well-conditioned the zeros of F are. 3.3.2. Deterministic algorithms. If we fix the initial pair (G, ζ0) instead, and we
take the average of the cost of the linear homotopy for an input F drawn from
N(0, I) we obtain our second result, namely E
F ∼N(0,I) K(F, G, ζ0) = O(D3nNµ2
max(G)) which gives an average total cost of O(D3nN 2µ2
max(G)). This bound deceptively
suggests that the solution to Smale’s 17th problem is near; it suffices to construct,
for a given pair (n, d), a system G ∈Hd with µmax(G) = N O(1). We say ‘decep-
tively’ because this innocent-looking task proved to be remarkably difficult. A first
attempt to use this bound took as G the system given by Gi :=
1
√
2n(Xdi
0 −Xdi
i ),
i = 1, . . . , n and as ζ0 the point [(1, . . . , 1)]. One can show that µ2
max(G) ≤2(n + 1)D and,
together with a different algorithmic approach for high-degree systems (those with
D > n), the following result ([9, Thm. 3.9] or [10, Thm. 18.3]). and as ζ0 the point [(1, . . . , 1)]. One can show that µ2
max(G) ≤2(n + 1)D and,
together with a different algorithmic approach for high-degree systems (those with
D > n), the following result ([9, Thm. 3.9] or [10, Thm. 18.3]). Theorem 3.3. There is a deterministic algorithm that on input F ∈Hd computes
an approximate zero of F with average cost N O(log log N). Moreover, if we restrict
data to systems satisfying D ≤n
1
1+ε
or
D ≥n1+ε SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 245 for some fixed ε > 0, then the average time of the algorithm is polynomial in the
input size N. 2 The quest for a construction of a good initial pair (G, ζ0), raised already in the
B´ezout series, would not be closed until very recently [6]. 4. Subsequent Progress The positive answer in Lairez’s paper did not bring to a stop the interest on
Smale’s 17th problem. On the contrary, a number of questions naturally arose. 4.1. Eigenpair computations. One such question dealt with applying the ideas
for the design and analysis of linear homotopies to specific systems of equations
which do not entirely fit the framework above. A clear example is the computation
of eigenpairs. Recall, an eigenpair of a matrix A ∈Cn×n is a pair (λ, v) ∈C×Pn−1
satisfying Av = λv. This equality amounts to the n equations A1v
=
λv1
... (26)
Anv
=
λvn (26) where Aj denotes the jth row of A. These equations are linear in the variables
v1, . . . , vn and quadratic in the set of all the variables. There are n equations with
(generically) a finite number of of solutions in C × Pn−1 but, in glaring contrast
with the general framework, we expect system (26) to have only n solutions, not
2n. A tailor-made approach is necessary. Algorithms computing eigenpairs have existed for long. But their analysis,
notwithstanding their practical performance, has been wanting. This moved James
Demmel [12, pg. 139] to write So the problem of devising an algorithm [for the eigenvalue problem] that is numerically stable and globally (and quickly!) convergent remains open. is numerically stable and globally (and quickly!) convergent remains open. An answer to this problem was given in [3], where the general lines in the previous
sections —devising an appropriate condition number and a step-length computation
in terms of it, analysing the number of steps of the linear homotopy as in Proposi-
tion 3.1, performing a smoothed analysis of the condition number as in (24), and
exhibiting a good initial triple (A0, λ0, v0) (which in this context turns out to be
easy!)— allowed one to show an O(n7) bound for the average cost of computing
eigenpairs. We note that this algorithm, even though its observed average complex-
ity in simulations is O(n3.66), is not efficient when compared with the eigensolvers
available in packages such as Matlab or Julia. But it answers Demmel’s question in
the sense that it was the first eigensolver for which correctness, numerical stability,
and a polynomially bounded average cost could be established. 4.2. Rigid homotopies. Probably the most obvious question raised by the solu-
tion to Smale’s 17th problem dealt with possible complexity improvements. 3. The Solution Lairez used this fact to devise
a simple test that ensures that the curve C ◦associated to the triple (F ◦, G, ζ0) is
close enough to the curve C associated to (F, G, ζ0), that the approximate zero of
F ◦obtained by following C ◦is also an approximate zero of F, and that the average
complexity analysis can still be carried on. It suffices to ensure that, at every step
of the linear homotopy, D3/2µ2
norm(Qi, zi)ϱ ≤
1
151
(25) (25) where ϱ is an easy-to-compute quantity satisfying dS(F, F ◦) ≤ϱ. Hence, ϱ (and
a fortiori dS(F, F ◦)) must be smaller than (151 D3/2µ2
norm(Q, z))−1 all along (a
neighborhood of) C ◦. As we don’t know a priori a bound for the maximum of
these µ2
norms, the final algorithm starts with an initial value for ℓ, computes the
associated F ◦and R◦, computes (Q, ζ0) from R◦, and calls for LinHom(F ◦, G, ζ0). 246 FELIPE CUCKER If condition (25) is satisfied at all steps, then the returned point in Pn is an approx-
imate zero of F. If at some step (25) is violated then the algorithm replaces ℓby 2ℓ
and starts again. The complexity analysis in [16] shows that the average total cost
of this deterministic procedure is O(nD3/2N 2). This settles Smale’s 17th problem. 4. Subsequent Progress Because
just reading the system F takes time N, a lower bound of Ω(N) is clear. The upper
bound for the average cost of LV is O(nD3/2N 2). We observe that in this bound
the crucial parameter is N. To see why, think on the case n = D. In this case,
N ≥
n+D
n
=
2n
n
∼
4n
√πn. That is, N is exponentially larger than n (and D). We therefore want to understand how small can we make the exponent of N. We 247 SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS already noted that the cost of each iteration of the homotopy is O(N). This cannot
be improved. The question then becomes, can one decrease the expected number
of iterations (without paying for it in the cost of each iteration)? A first answer towards this goal was given in [2] where a more elaborated com-
putation of ∆τ, which draw from ideas in [3], allowed for a O(D3/2nN 1/2) bound
for the expected number of iterations (and hence an O(D3/2nN 3/2) bound for the
average total cost). An optimal answer was provided by Lairez [17]. The involved ideas were new
and touched both the algorithm and its analysis. Let us begin with the algorithmic ideas. The innovation here is to perform a
homotopy that keeps invariant the shape of the hypersurfaces f1 = 0, . . . , fn = 0
(hence the name rigid) continuously deforming only their position within Pn. To
describe how this is done, denote by U(n + 1) the group of unitary matrices of
dimension n + 1. This group has an obvious action on Pn; for any u ∈U(n + 1)
and z ∈Cn+1 \ {0} we define u([z]) := [u(z)]. It also acts on the space Hd of
homogeneous polynomials of degree d in X0, . . . , Xn. If f ∈Hd and u ∈U(n +
1) then uf := f ◦u−1 is easily seen to be in Hd. Its zero set Z(uf) is just a
rotation of Z(f); indeed, Z(uf) = u(Z(f)). This action extends componentwise
to systems. Let U := U(n + 1)n. If F ∈Hd and u = (u1, . . . , un) ∈U then
uf := (u1f1, . . . , unfn) ∈Hd. 4. Subsequent Progress (
)
Assume next that we are given a pair (v, ζ0) ∈U×Pn such that Q0(ζ0) = 0 where
Q0 := vF. We can then start a homotopy with the pair (Q0, ζ0). The breakthrough
lies on the fact that the segment we will lift is not the segment [Q0, F] ⊂Hd but
the geodesic [v, I] ⊂U. Here v = (v1, . . . , vn) and I = (I, . . . , I). This lifting lives
in the solution variety (compare with (19) and (23)) VU := {(u, ζ) ∈U × Pn | (fi ◦ui)(ζ) = 0, i = 1, . . . , n}. In practice, we don’t need to use the geodesic [u, I]; we can use instead any path
{ut}t∈[0,T ] with endpoints v and I and satisfying a few conditions (Lairez imposes
being 1-Lipschitz and having length at most 4n). The corresponding systems in
the homotopy are then Qt := utF = ((ut)1f1, . . . , (ut)nfn). Figure 4 aims at depicting the process. f1
f2
ζ0
ζt
ζ1
Figure 4. A rigid homotopy. Left. The given hypersurfaces. Second. The rotated
hypersurfaces with a common zero. Third. An intermediate stage in the
homotopy. Right. The final stage of the homotopy: the original
hypersurfaces with a common zero. f2 Figure 4. A rigid homotopy. Left. The given hypersurfaces. Second. The rotated
hypersurfaces with a common zero. Third. An intermediate stage in the
homotopy. Right. The final stage of the homotopy: the original
hypersurfaces with a common zero. 248 FELIPE CUCKER The general arrangement in Lairez’s algorithm is otherwise the same as in LV. We first generate the random pair (u0, ζ0) ∈VU. To do so Lairez develops in this
context a version of the BP algorithm which draws O(n3) real numbers from the
standard Gaussian distribution and performs O(n4 + nD4) arithmetic operations. The distribution ρU in VU induced by this version of BP is similar to ρstd; it just
replaces G ∈S(Hd) by u ∈U in (20(i)), and G by uF in (20(ii)). After which, the homotopy proceeds as in the linear case, with steps now in the
path {ut}t∈[0,T ] ⊂U instead of in the segment [G, F]. [ ,
]
The computation of the length of these steps is what brings us to the innovations
in the analysis of the homotopy. 4. Subsequent Progress Lairez observed that in the derivation of B leading
to (18) two inequalities are coarse. Firstly, (12), which bounds the variation of the
zero ζ as a worst-case variation. Secondly, the Higher Derivative Estimate (14)
that replaces γ by µnorm. In both cases the use of µnorm(F, z) is computationally
practical but leads to coarse bounds. One would like to use measures serving the
same purposes, yielding finer bounds, and being also inexpensive to compute. To
achieve this, Lairez splits condition at a point into two components. Given F ∈Hd
and z ∈Pn, we let Fz :=
f1
∥Dzf1∥, . . . ,
fn
∥Dzfn∥
. The incidence condition number of F at z is then given by The incidence condition number of F at z is then given by κ(F, z) :=
(DzFz)†
. Here † denotes Moore-Penrose inverse. When F(z) = 0 this quantity depends only
on the angles made by the tangent spaces at z of the n hypersurfaces Z(fi) := {z ∈
Pn | fi(z) = 0}. Moreover, κ(uF, z) satisfies a version of (12) w.r.t. variations of u
in U (see [17, Lem. 16]). That is, we have dP(ζi, ζi+1) ≲∆t κ(uiF, ζi). (27) (27) For the other ingredient, we define, for f ∈Hd and z ∈Pn, γFrob(f, z) :=
(
supk≥2
1
k!∥Dzf∥−1∥Dk
zf∥Frob
1
k−1
if Dzf is nonzero
∞
otherwise and we let and we let ¯γ2
Frob(F, z) := γ2
Frob(f1, z) + · · · + γ2
Frob(fn, z). In contrast with κ(F, z), ¯γFrob(F, z) does not depend on how the hypersurfaces
Z(fi) intersect at z but only on the geometry of each individual hypersurface at z. The split Frobenius γ number ˆγFrob(F, z) := κ(F, z) ¯γFrob(F, z)
(28)
captures both aspects. Moreover, it bounds γ(F, z) as we have
γ(F, z) ≤ˆγFrob(F, z)
(29) ˆγFrob(F, z) := κ(F, z) ¯γFrob(F, z)
(28)
Moreover, it bounds γ(F, z) as we have rob(F, z) := κ(F, z) ¯γFrob(F, z)
(28)
eover, it bounds γ(F, z) as we have
γ(F, z) ≤ˆγFrob(F, z)
(29) ˆγFrob(F, z) := κ(F, z) ¯γFrob(F, z)
(28) (28) captures both aspects. Moreover, it bounds γ(F, z) as we have captures both aspects. length of the form ∆t =
c
κ(uiF, zi) ˆγFrob(uiF, zi) ∆t =
c
κ(uiF, zi) ˆγFrob(uiF, zi) ∆t = κ(uiF, zi) ˆγFrob(uiF, zi) (
)
(
)
for some constant c. This, in turn, leads to a bound for the number of steps in the
homotopy of the form (compare with Proposition 3.1) (
)
(
)
for some constant c. This, in turn, leads to a bound for the number of steps in the
homotopy of the form (compare with Proposition 3.1) K = KF (u, ζ0) ≤C
Z T
0
κ(utF, ζt) ˆγFrob(utF, ζt)dt
(30) (30) for some constant C. Furthermore, Lairez [17, Prop. 17] shows that, for a given
F ∈Hd with square-free components, E
(u,ζ)∼ρU
κ2(uF, ζ) ≤6n2
(31) (31) and that [17, Lem 38], for a Gaussian f ∈Hd, E
f∼N(0,I)
E
ζ∼Z(f) γ2
Frob(f, ζ) ≤1
4d3(d + n). We can use this inequality to bound, for a Gaussian F ∈Hd, the value of EF ∼N(0,I) E(u,ζ)∼ρU ¯γ2
Frob(uF, ζ). Indeed, if (u, ζ) ∈VU is ρU-distributed then u1ζ, . . . , unζ are zeros of f1, . . . , fn, uni-
formly distributed in Z(f1), . . . , Z(fn), respectively, and independent [17, Thm. 8]. Also, if F is Gaussian, so are its components fi. It follows that E
F ∼N(0,I)
E
(u,ζ)∼ρU
¯γ2
Frob(uF, ζ)
=
E
(u,ζ)∼ρU
n
X
i=1
E
fi∼N(0,I) γ2
Frob(uifi, ζ)
=
E
(u,ζ)∼ρU
n
X
i=1
E
fi∼N(0,I) γ2
Frob(fi, uiζ)
=
n
X
i=1
E
fi∼N(0,I)
E
ζi∼Z(fi) γ2
Frob(fi, ζi)
≤
1
4nD3(D + n). =
n
X
i=1
E
fi∼N(0,I)
E
ζi∼Z(fi) γ2
Frob(fi, ζi)
≤
1
4nD3(D + n). (32) (32) At this stage, the reasoning continues as in §3.2. One firstly shows that when F
is Gaussian (or, equivalently, when F ∼S(Hd)) and (u, ζ) ∼ρU, the pair (ut, ζt)
in (30) is also ρU-distributed in VU. Hence At this stage, the reasoning continues as in §3.2. One firstly shows that when F
is Gaussian (or, equivalently, when F ∼S(Hd)) and (u, ζ) ∼ρU, the pair (ut, ζt)
in (30) is also ρU-distributed in VU. 4. Subsequent Progress Moreover, it bounds γ(F, z) as we have
γ(F z) ≤ˆγF
b(F z)
(29) γ(F, z) ≤ˆγFrob(F, z)
(29) (29) thus providing us with a replacement for (14) which, we will see, turns out to be
better for our purposes. With (27) and (29) respectively replacing (12) and (14) we can reason as in §3.1
and use now Lipschitz bounds for κ and γFrob to derive an expression for the step SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 249 length of the form length of the form length of the form Hence E
F ∼N(0,I)
E
(u,ζ)∼ρU
K
≤
C
E
F ∼N(0,I)
Z T
0
E
(ut,ζt)∼ρU
κ(utF, ζt) ˆγFrob(utF, ζt)dt
≤
4Cn
E
F ∼N(0,I)
E
(u,ζ)∼ρU
κ(uF, ζ) ˆγFrob(uF, ζ)
=
(28)
4Cn
E
F ∼N(0,I)
E
(u,ζ)∼ρU
κ2(uF, ζ) ¯γFrob(uF, ζ)
=
4Cn
E
F ∼N(0,I)
E
(u,ζ)∼ρU
κ2(uF, ζ)
E
F ∼N(0,I)
E
(u,ζ)∼ρU
¯γFrob(uF, ζ)
≤
(31−32)
4Cn · 6n2 ·
r
1
4nD3(D + n)
(33)
=
O(n4D2). (33) 250 FELIPE CUCKER For the second equality we used that κ and ¯γFrob are independent. For the last in-
equality we used that F has square-free components almost surely (along with (31))
and Jensen’s inequality (along with (32)). For the second equality we used that κ and ¯γFrob are independent. For the last in-
equality we used that F has square-free components almost surely (along with (31))
and Jensen’s inequality (along with (32)). This is the bound we wished for. It shows that the average number of steps in
the rigid homotopy is polynomial in n and D. It only remains to be seen that the
cost of each such step is still linear in N. Lairez [17, Cor. 34] shows that this is the
case: the cost of each step is O(n2D2N). It may be worth to describe, nonetheless,
how γFrob(fi, z) is computed for a given fi ∈Hdi and a point z ∈Cn+1 as this
computation is not straightforward. The crucial observation is the following. Let g(X) ∈Hdi be the shifted poly-
nomial fi(z + X). This is no longer a homogeneous polynomial. For k = 0, . . . , di
let g[k] denote the homogeneous component of degree k of g. Then Dk
zf = Dk
0g
and [17, Lem. 30] 1
k!Dk
zf
Frob
=
1
k!Dk
0g
Frob
=
g[k]
(34) (34) where, we emphasize, the norm of the last term is the Weyl norm. This equality
provides a way to compute the left-hand side: compute g, then its component g[k],
and finally the Weyl norm of the latter. The cost of this preocedure is dominated by
the cost of the computation of g. Let Ni = dimC Hdi =
n+di
n
. A naive approach
to compute g leads to an Ω(N 2
i ) which is too large. But Lairez devised a procedure
to compute g whose cost is O(nd2
i Ni) [17, Prop. 32]. length of the form Since the computation of
∥Dzfi∥−1 has cost O(Ni) it follows that we can compute γFrob(fi, z) with cost
O(nd2
i Ni). Furthermore, if ui ∈U(n + 1) we have γFrob(uifi, z) = γFrob(fi, uiz) so
that we can compute γFrob(uifi, z) with the same cost. We conclude that, given
F ∈Hd, u ∈U, and z ∈Cn+1, we can compute ¯γFrob(uF, z) with cost O(nD2N). The other ingredients in the computation of the step-length being simpler, one
concludes the analysis with a total cost for this computation of O(n2D2N). In
conjunction with the bound for the average number of steps in (33), and the O(n4+
nD4) cost of computing the initial pair, we end up with a O(n6D4N) for the average
total cost of computing one zero of F. The exponent 1 on N is optimal. 4.3. Structured systems. Consider the polynomial
a0X3
0X2
1X3
2 + a1X5
1X3
2 + a2X8
0 + a3X0X2
1X5
2. (35)
We can describe it via the list
{(a0, (3, 2, 3)), (a1, (0, 5, 3)), (a2, (8, 0, 0)), (a3, (1, 2, 5))}
(36) 4.3. Structured systems. Consider the polynomial a0X3
0X2
1X3
2 + a1X5
1X3
2 + a2X8
0 + a3X0X2
1X5
2. (35)
We can describe it via the list a0X3
0X2
1X3
2 + a1X5
1X3
2 + a2X8
0 + a3X0X2
1X5
2. (35) (35) We can describe it via the list We can describe it via the list {(a0, (3, 2, 3)), (a1, (0, 5, 3)), (a2, (8, 0, 0)), (a3, (1, 2, 5))}
(36) (36) {(a0, (3, 2, 3)), (a1, (0, 5, 3)), (a2, (8, 0, 0)), (a3, (1, 2, 5))} which, even with the integers 3, 2, 3, . . . written in binary, is substantially shorter
than the list of all the
8+3
3
= 165 coefficients of a generic polynomial in H8 (in
X0, X1, X2). The list in (36) is a sparse encoding of the polynomial above; the list
of all coefficients (in some preestablished order) is known as dense encoding. It
is the one we have been considering in all the previous sections and has a size of
Θ(dimC Hd). It is easy to see that the sparse encoding of a polynomial cannot be
much bigger than its dense encoding but can be way smaller. A price for this suc-
cinctness is fragility: a number of operations with polynomials destroy sparseness. Think for instance in quotient and remainder applied to the polynomials Xn
0 −Xn
1
and X0 −X1. They are both sparse (in the sense of having only two monomials) which, even with the integers 3, 2, 3, . . . written in binary, is substantially shorter
than the list of all the
8+3
3
= 165 coefficients of a generic polynomial in H8 (in
X0, X1, X2). The list in (36) is a sparse encoding of the polynomial above; the list
of all coefficients (in some preestablished order) is known as dense encoding. It
is the one we have been considering in all the previous sections and has a size of
Θ(dimC Hd). It is easy to see that the sparse encoding of a polynomial cannot be
much bigger than its dense encoding but can be way smaller. A price for this suc-
cinctness is fragility: a number of operations with polynomials destroy sparseness. Think for instance in quotient and remainder applied to the polynomials Xn
0 −Xn
1
and X0 −X1. 4.3. Structured systems. Consider the polynomial They are both sparse (in the sense of having only two monomials) SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 251 but their quotient is Xn−1
0
+ Xn−2
0
X1 + · · · + Xn−1
1
which has n monomials. Only
writing this quotient has a high cost in the sparse size of the data, in contrast with
its cost as a function on the dense size, which is small. Another way to describe a polynomial, which can be even more succint than
a sparse encoding, is as a straight-line program (SLP for short). The sequence of
operations (starting with the variables X0 and X1) X0 + X1
→
(X0 + X1)2 →(X0 + X1)4 →(X0 + X1)8 →(X0 + X1)16 →
(X0 + X1)2n =
2n
X
j=0
2n
j
X2n−j
0
Xj
1 performs n + 1 operations and ends up in a polynomial f of degree 2n for which
both the dense and sparse encodings have size Ω(2n). We can encode f via the
sequence of operations above and this encoding has size O(n). Not unexpectedly,
the catalog of operations which are expensive in terms of the SLP encoding is
bigger. The only operation that is clearly efficiently performed in terms of the
SLP size, besides arithmetic operations with polynomials, is evaluation: given an
SLP in n variables X1, . . . , Xn encoding a polynomial f and a point z ∈Cn, the
computation of f(z) ∈C takes time linear in the SLP size. A fundamental result of
Baur and Strassen [5] shows that we can compute all of f(z), ∂X1f(z), . . . , ∂Xnf(z)
with essentially the same cost. The question which is naturally posed is the following: (S17-Sparse) What is the cost of computing a zero
(S17-Sparse)
of a system in terms of its sparse (or SLP) size? What is the cost of computing a zero
(S17-Sparse)
of a system in terms of its sparse (or SLP) size? Before attempting any answer to this question it is worth to look at it with more
detail. Consider the sparse size, to fix ideas. A first remark is that the set of
polynomials in Hd having some coefficient equal to 0 has measure zero in Hd. 4.3. Structured systems. Consider the polynomial For systems
in such an L any linear homotopy will loop forever and the average complexity of
the algorithm will be infinity. because all the zeros of F on the hypersurface {X0 = 0} are double. For systems
in such an L any linear homotopy will loop forever and the average complexity of
the algorithm will be infinity. Secondly, L is not unitary invariant. In general, given F ∈L and u ∈U, we
don’t have uF ∈L. This deprives us from a very powerful technical tool. Nonetheless research in homotopy methods for sparse systems has been carried
out for decades. And even though there are no conclusive results, advances have
been made. The state of the art in this quest can be found in the papers [18, 19]
and in the references therein. 4.4. Low-complexity systems. The framework of rigid homotopies introduced
by Lairez naturally considers (possibly small) subsets of Hd. Indeed, for a given
input F ∈Hd the space where the homotopy path leading to F lives in is not the
whole of Hd (as in Sections 2 and 3) but its subset UF := {uF | u ∈U}. The initial
system G is not arbitrary in Hd but of the form vF for some arbitrary v ∈U. In
addition, if L(F) denotes the evluation complexity of F (that is, the length of the
shortest SLP computing F) then L(uF) ≤L(F) + (n + 1)4. In particular, if F has
a low evaluation complexity then all systems utF in the homotopy path have low
evaluation complexity as well. These considerations are the motivation behind [11], where the goal is to devise
an efficient rigid homotopy for low-complexity systems. On a first approach, a
system F ∈Hd is fixed and random inputs are considered with the form uF where
u is drawn from the uniform distribution in U. This mimics the framework in §3.2
replacing random F, G ∈S(Hd) by random u, v ∈U. At a first glance, it would seem that the algorithm in [17] can be applied without
modifications. Unfortunately, a careful look at the details shows that there is a
difficulty. For f ∈Hd, the computation of γFrob(f, z) described at the end of §4.2
relies on computing Weyl norms ∥gk∥for the homogeneous components gk of the
polynomial g := f(z + X). Theorem 4.1. There is a randomized algorithm which, given f ∈C[X0, . . . , Xn]
as a black-box function, an upper bound d on its degree, a point z ∈Cn+1, and 4.3. Structured systems. Consider the polynomial Consequently, the average cost over Hd in terms of the sparse size of systems
in Hd will be the same as that in terms of its dense size. One may refine the
question above and consider only polynomials with a given monomial structure. For instance, one of the polynomials may be imposed to have the form in (35). The
average (regarding this polynomial) would then be taken, not over the whole of H8,
but over the tuples (a0, a1, a2, a3) of coefficients, say from a Gaussian distribution
on C4. Other components of the input system F ∈Hd may also have a (possibly
different) fixed monomial structure. Before attempting any answer to this question it is worth to look at it with more
detail. Consider the sparse size, to fix ideas. A first remark is that the set of
polynomials in Hd having some coefficient equal to 0 has measure zero in Hd. Consequently, the average cost over Hd in terms of the sparse size of systems
in Hd will be the same as that in terms of its dense size. One may refine the
question above and consider only polynomials with a given monomial structure. For instance, one of the polynomials may be imposed to have the form in (35). The
average (regarding this polynomial) would then be taken, not over the whole of H8,
but over the tuples (a0, a1, a2, a3) of coefficients, say from a Gaussian distribution
on C4. Other components of the input system F ∈Hd may also have a (possibly
different) fixed monomial structure. This determines a space of inputs which is a linear subspace L of Hd over which
a Gaussian measure is naturally defined (or a uniform measure on its associated
unit sphere). And suggests that an approach as described in Sections 2 and 3 could
be possible. Unfortunately though, such an approach is plagued with difficulties. Firstly, one observes that it may happen that all systems in L are singular. Indeed, this is the case, for instance, if a component of F has the form a0X3
0X2
1X3
2 + a1X2
0X3
1X3
2 + a2X8
0 + a3X2
0X1X5
2
=
X2
0(a0X0X2
1X3
2 + a1X4
1X2
2 + a2X6
0 + a3X1X5
2) 252 FELIPE CUCKER because all the zeros of F on the hypersurface {X0 = 0} are double. some ε > 0, returns a number G ≥0 satisfying γFrob(f, z) ≤G ≤192n2dγFrob(f, z) γFrob(f, z) ≤G ≤192n2dγFrob(f, z) with probability at least 1−ε. The computation takes O
d log( d
ε)(L(f)+n+log d)
operations. 2
2 The algorithms in §3.2, §3.3, and §4.2 are all of Las Vegas type. This means
that they are randomized algorithms (they draw random numbers during their
execution) whose output is guaranteed to be correct: only their running time is
random (for each input data). The algorithm in Theorem 4.1 is also a randomized
one but of Monte Carlo type. Its running time is deterministic but its output is
correct only with a given probability. One can replace in the rigid homotopy the computation of γFrob(f, z) described at
the end of §4.2 by the randomized algorithm in Theorem 4.1. In doing so, however,
the rigid homotopy may be affected in two ways. If the γFrobs computed along the
homotopy are overestimated (the upper bound in Theorem 4.1 does not hold) then
the corresponding step-lengths are too short and the complexity bounds no longer
hold. If, instead, some γFrob is underestimated (the lower bound in Theorem 4.1
does not hold) then the correctness of the rigid continuation is compromised. The
algorithm devised in [11], called there BoostBlackBoxSolve, deals with both
problems. The next result (Theorem 1.1 in [11]) states its properties regarding
termination and correctness. Theorem 4.2. Let F = (f1, . . . , fn) be a homogeneous polynomial system with
degrees at most D in n + 1 variables having only regular zeros. On input F, given
as a black-box evaluation program, and ε > 0, Algorithm BoostBlackBoxSolve
terminates almost surely and computes a point z ∈Pn, which is an approximate
zero of F with probability at least 1 −ε. 2 Because of its reliance on the Monte-Carlo computation of the γFrobs, Algo-
rithm BoostBlackBoxSolve is itself of Monte Carlo type: the output is only
correct with given probability. Nonetheless, this probability is bounded below inde-
pendently of F. The algorithm succeeds with probability at least 1−ε for any input
F with regular zeros (of course, it may not terminate if this regularity hypothesis
is not satisfied as the homotopy path may lead to a singular zero). We are next interested on the average cost of BoostBlackBoxSolve over
random data of the form uF for a fixed F and random u ∈U. 4.3. Structured systems. Consider the polynomial If f is given by a short SLP then g is given by an
equally short SLP. This is clear. Lemma 3.4 in [11] shows that we can actually
do more: for any w ∈Cn+1 we can compute the values g0(w), . . . , gd(w) with cost
O(dL(f)+n+log d). So, the evaluation complexity of the gks is also small. We are
left with the problem of computing their Weyl norms (obviously, without expanding
the gks to obtain their coefficients; this would be too expensive). The way out lies
on (yet another) useful property of the Weyl norm, namely, that for g ∈Hd, ∥g∥2 =
n + d
d
E
w∼S(Cn+1) |g(w)|2. (37) (37) This allows for a randomized algorithm to approximate ∥g∥:
sample s points
w1, . . . , ws from S(Cn+1), compute the empirical average M := 1
s
P |g(wi)|2 and This allows for a randomized algorithm to approximate ∥g∥:
sample s points
w1, . . . , ws from S(Cn+1), compute the empirical average M := 1
s
P |g(wi)|2 and
return
q n+d
d
M. The cost of this algorithm is low (it relies on evaluating g)
but one pays for it both in terms of precision —we only obtain an approximation
of ∥g∥— and of certainty —we only have a probabilistic guarantee of correctness. More precisely, the following is Theorem 3.3 in [11]. return
q n+d
d
M. The cost of this algorithm is low (it relies on evaluating g)
but one pays for it both in terms of precision —we only obtain an approximation
of ∥g∥— and of certainty —we only have a probabilistic guarantee of correctness. More precisely, the following is Theorem 3.3 in [11]. Theorem 4.1. There is a randomized algorithm which, given f ∈C[X0, . . . , Xn]
as a black-box function, an upper bound d on its degree, a point z ∈Cn+1, and SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 253 some ε > 0, returns a number G ≥0 satisfying As F itself is fixed,
we should expect this cost to depend with the geometry of F. We can express this
dependence in terms of γFrob. We define, for f ∈Hd, Γ(f)2 :=
E
z∈Z(f) γFrob(f, z)2 where the distribution on Z(f) ⊂P(Cn+1) is the uniform, and, for F ∈Hd, Γ(F) :=
Γ(f1)2 + · · · + Γ(fn)21/2 . This quantity is a measure of regularity (or conditioning) of the set of hypersurfaces
{Z(f1), . . . , Z(fn)}. If all these hypersurfaces have only algebraically regular points
then Γ(F) < ∞. But the converse is not true. A necessary and sufficient condition
for the finiteness of Γ(F) is yet to be found. 254 FELIPE CUCKER The complexity of BoostBlackBoxSolve, is bounded in the next result [11,
Thm. 1.2]. Theorem 4.3. Let F = (f1, . . . , fn) be a homogeneous polynomial system with
degrees at most D in n + 1 variables. Assume that, for all i ≤n, fi is square-
free. Let u ∈U be uniformly distributed. Then, on input uF, given as a black-box
evaluation program, and ε ∈[0, 1
4], Algorithm BoostBlackBoxSolve terminates
after (n, D)O(1) · L(F) ·
Γ(F) log Γ(F) + log log ε−1 operations on average. “On average” refers to expectation over both the random
draws made by the algorithm and the random variable u, but F is fixed. 2 operations on average. “On average” refers to expectation over both the random
draws made by the algorithm and the random variable u, but F is fixed. 2 The hypothesis on F (the fact that all the Z(fi) are regular) implies that each
fi is square-free. Hence, by Theorem 4.2, ensures that the algorithm terminates
almost surely. It further implies that the quantity Γ(F) is finite and, therefore, so
is the bound in Theorem 4.3. We note that this bound is polynomial in n and D,
linear in L(F), almost linear in Γ(F), and linear in log log ε−1. The latter means
that we can take ε = 2−2100 without afterthoughts as to the effect on the running’s
cost. For all practical purposes the algorithm behaves as one with certified outputs. 4.5. Algebraic branching programs. Theorem 4.3 can be extended to subsets
M ⊂Hd other than UF (for a given F ∈Hd). some ε > 0, returns a number G ≥0 satisfying The crucial requirement on M is
that it is unitarily invariant in the following sense: M is endowed with a probability
distribution such that for all F ∈M and all u ∈U, uF ∈M , and F and uF are
identically distributed. Trivially, the set UF is unitarily invariant. Final average complexity bounds will now depend not on Γ(F) for a particular
F but on the quantity Ef∈M Γ(F)2. The second main result in [11] estimates this
quantity for a family of well-known subsets M given by SLPs known as Algebraic
Branching Programs (ABP) introduced by Nissan [20]. (
)
[
]
To understand ABPs let us consider a simple example. Consider the matrices A1 =
6X0 + X1
−3X0 + 2X1
5X0
4X0 −3X1
2X0 + 7X1
6X0 −5X1
and and and A2 =
3X0 + 2X1
−X0 + 4X1
X0 −X1
2X0 −5X1
2X0 −X1
−3X0 −X1
whose entries are linear forms in (X0, X1). We can take the product whose entries are linear forms in (X0, X1). We can take the product A1 · A2 =
25X2
0 + 15X0X1
−27X2
0 + 37X0X1 −6X2
1
26X2
0 −12X0X1 −8X2
1
−18X2
0 + 32X0X1 −42X2
1
as well as its trace as well as its trace fA(X) = 7X2
0 + 47X0X1 −42X2
1. The coefficients of this polynomial in H2 are simple functions of the entries in A1
and A2. In this example, the former is an element in C3 and the latter an element
in C24. Clearly, the map (A1, A2) 7→fA is surjective. But this needs not to be so. (
)
Let r = (r1, . . . , rd) ∈Nd, r0 = rd, and Mr(n + 1) be the space of d-tuples of
matrices A = (A1(X), . . . , Ad(X)) where Aj(X) is a rj−1 ×rj matrix whose entries SMALE’S 17TH PROBLEM: ADVANCES AND OPEN DIRECTIONS 255 are linear forms on (X0, . . . , Xn). This is a complex linear space of dimension
(n + 1) Pd
j=1 rj−1rj. F
A ∈M (
+ 1)
id
th h
l
i l
f d
d ) P
j
1
j
j
For A ∈Mr(n + 1) we consider the homogeneous polynomial of degree d fA(X) := tr(A1(X) · . . . · Ad(X)). For large enough r1, . . . some ε > 0, returns a number G ≥0 satisfying , rd the map A 7→fA is a surjection Mr(n + 1) →Hd, but
for smaller values dimC Mr(n + 1) < dimC Hd. Tuples of polynomials described by
ABPs give us a natural example of an M ⊂Hd for which we can actually efficiently
run the rigid homotopy. To show this, we endow Mr(n + 1) with the Hermitian norm ∥A∥2 :=
d
X
j=1
n
X
i=0
∥Aj(ei)∥2
Frob ∥A∥2 :=
d
X
j=1
n
X
i=0
∥Aj(ei)∥2
Frob where ei is the ith unit vector in Cn+1. With this norm at hand we can define the
standard Gaussian distribution on Mr(n + 1), via the density πdimC Mr(n+1)e−∥A∥2. We say that an ABP is irreducible when r1, . . . , rd−1 ≥2. The second main result
in [11], Theorem 1.5, is then the bound for irreducible random ABPs where ei is the ith unit vector in Cn+1. With this norm at hand we can define the
standard Gaussian distribution on Mr(n + 1), via the density πdimC Mr(n+1)e−∥A∥2. We say that an ABP is irreducible when r1, . . . , rd−1 ≥2. The second main result
in [11], Theorem 1.5, is then the bound for irreducible random ABPs E
A∼Mr(n+1) Γ(fA)2 ≤3
4d3(d + n) log d. (38) (38) Because the distribution of a Gaussian ABP is unitarily invariant one can derive
from Theorems 4.2 and 4.3 the following [11, Corollary 1.6]. Because the distribution of a Gaussian ABP is unitarily invariant one can derive
from Theorems 4.2 and 4.3 the following [11, Corollary 1.6]. Corollary 4.4. Let f1, . . . , fn be given by independent irreducible Gaussian ABPs
of degree at most D and evaluation complexity at most L, and ε ∈[0, 1
4]. Then Boost-
BlackBoxSolve returns an approximate zero of F = (f1, . . . , fn) with probability
at least 1 −ε in at least 1 −ε in (n, D)O(1)L log log ε−1 (n, D)O(1)L log log ε−1 2 operation on average. operation on average. It is remarkable that the values rj do not occur on the right-hand side of (38). They do occur, however in the bound in Corollary 4.4 as, it is easy to see using
iterated matrix multiplication, L = O(nDr3) where r = max rj. References [1] N.H. Abel. M´emoire sur les ´equations alg´ebriques,
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pages 28–33. Grøndahl & Søn, 1881. [2] D. Armentano, C. Beltr´an, P. B¨urgisser, F. Cucker, and M. Shub. Condition
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gencer, 20:7–15, 1998.
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Hypnotic suggestion versus sensory modulation of bodily awareness
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PLOS ONE RESEARCH ARTICLE Hypnotic suggestion versus sensory
modulation of bodily awareness C. ApelianID1,2*, D. B. Terhune3,4, F. De Vignemont1 1 De´partement d’e´tudes Cognitives, Institut Jean Nicod, ENS, EHESS, CNRS, PSL University, Paris, France,
2 ARCHE, Formation, Paris, France, 3 Department of Psychology, Goldsmiths, University of London,
London, United Kingdom, 4 Department of Psychology, Institute of Psychiatry, Psychology & Neuroscience,
King’s College London, London, United Kingdom 1 De´partement d’e´tudes Cognitives, Institut Jean Nicod, ENS, EHESS, CNRS, PSL University, Paris, France,
2 ARCHE, Formation, Paris, France, 3 Department of Psychology, Goldsmiths, University of London,
London, United Kingdom, 4 Department of Psychology, Institute of Psychiatry, Psychology & Neuroscience,
King’s College London, London, United Kingdom 1 De´partement d’e´tudes Cognitives, Institut Jean Nicod, ENS, EHESS, CNRS, PSL University, Paris, France,
2 ARCHE, Formation, Paris, France, 3 Department of Psychology, Goldsmiths, University of London,
London, United Kingdom, 4 Department of Psychology, Institute of Psychiatry, Psychology & Neuroscience,
King’s College London, London, United Kingdom * clement.apelian@arche-hypnose.com * clement.apelian@arche-hypnose.com a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Apelian C, Terhune DB, De Vignemont F
(2023) Hypnotic suggestion versus sensory
modulation of bodily awareness. PLoS ONE 18(9):
e0291493. https://doi.org/10.1371/journal. pone.0291493 Editor: Jane Elizabeth Aspell, Anglia Ruskin
University, UNITED KINGDOM
Received: December 2, 2022
Accepted: August 30, 2023
Published: September 12, 2023 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.0291493 Copyright: © 2023 Apelian 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. Abstract Bodily awareness arises from somatosensory, vestibular, and visual inputs but cannot be
reduced to these incoming sensory signals. Cognitive factors are known to also impact
bodily awareness, though their specific influence is poorly understood. Here we systemati-
cally compared the effects of sensory (bottom-up) and cognitive (top-down) manipulations
on the estimated size of body parts. Toward this end, in a repeated-measures design, we
sought to induce the illusion that the right index finger was elongating by vibrating the biceps
tendon of the left arm whilst participants grasped the tip of their right index finger (Lackner
illusion; bottom-up) and separately by hypnotic suggestion (top-down), with a sham version
of the Lackner illusion as an active control condition. The effects of these manipulations
were assessed with perceptual and motor tasks to capture different components of the
representation of body size. We found that hypnotic suggestion significantly induced the illu-
sion in both tasks relative to the sham condition. The magnitudes of these effects were
stronger than those in the Lackner illusion condition, which only produced a significantly
stronger illusion than the sham condition in the perceptual task. We further observed that
illusion magnitude significantly correlated across tasks and conditions, suggesting partly
shared mechanisms. These results are in line with theories of separate but interacting repre-
sentational processes for perception and action and highlight the influence of cognitive fac-
tors on low-level body representations. * clement.apelian@arche-hypnose.com PLOS ONE PLOS ONE Introduction have declared that
no competing interests exist. It is generally assumed that bodily illusions depend on misleading sensory signals [18, 19]. For example, in the Lackner illusion, perceived limb extension is caused by vibrating a tendon,
which alters proprioceptive signals. By contrast, the extent to which these illusions are attribut-
able to, or influenced by, top-down factors, has received only scant attention. In contrast to
sensory-driven methods, a top-down approach aims to modify bodily awareness by inducing
changes in the subject’s beliefs, motivations, and expectations, with outcomes shaped by per-
sonal learning history, current social environment, and germane psychological traits [20]. Most experiments adopting this top-down approach target high-level representations of the
body. For example, participants are exposed to photographs of thin fashion models, which
have been shown to modify bodily satisfaction, as indexed by psychometric measures [21]. A
possibly more promising, albeit understudied, route for investigating the role of top-down
mechanisms in the modulation of bodily awareness is provided by hypnotic suggestion [22,
23]. It involves direct verbal suggestions following hypnotic induction, which consists of a
prior extended suggestion to enter a “state of hypnosis” aimed at raising suggestibility [24–27]. A wealth of data has demonstrated that hypnotic suggestion can be used to impact processes
long thought to be beyond social influence. It has thus been shown that hypnotic suggestion
can reliably induce analgesia [28], subjective blindness [29], and visual hallucinations [30–32],
and that it can reduce response conflict in cognitive control tasks [33]. Hypnotic suggestion
has also been used to influence various dimensions of self-awareness, including the sense of
agency [34–36], mirror self-recognition [37], sex change delusion [38], and the sense of body
ownership [39]. Some of these studies specifically target bodily awareness [40–42] or have
used expectation manipulation to modulate body perception [43] but to our knowledge, hyp-
notic suggestion has not yet been systematically used to modify the relatively low-level prop-
erty of body metrics. Bottom-up modulation through distorted sensory signals and top-down modulation
through hypnotic suggestion may be conceived as distinct modes by which bodily awareness
can be manipulated but it remains an open question to what extent they are fully independent. For example, several studies have reported positive correlations between the magnitude of the
rubber hand illusion (RHI) [8], as well as other germane bodily illusions, and (hypnotic) sug-
gestibility [44–48]. Introduction The experience of the body may seem self-evident, coherent, and stable, to the point of being
almost invisible. However, in some circumstances bodily awareness can be dramatically
altered. Not only can one experience phantom sensations in long-lost amputated limbs [1], but
one can also fail to locate one’s body parts (autotopagnosia) [2], or experience them as being
elongated (macrosomatognosia) [3], alien (somatoparaphrenia) [4], or as having a will of their
own (anarchic hand syndrome) [5]. Critically, these distortions of bodily awareness are not
restricted to psychiatric or neurological disorders and can be experimentally induced in neuro-
typical individuals through manipulation of sensory inputs [6–8]. Data Availability Statement: Data are publicly
available on the Open Science Framework (https://
osf.io/jxek3/). Funding: This research was supported by ARCHE
formation (scholarship of A.C. and experimental 1 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness The present study focused on body metrics, namely the representation of the length of body
parts. Body metrics comprise relatively basic properties, whose accurate representation is
essential for action planning [9]. It is also relatively central to the way we perceive ourselves, as
distortions of these metrics are known to contribute to disorders such as anorexia nervosa [10,
11]. Yet, body metrics can be manipulated relatively easily. For instance, the vibration of the
insertion site of the biceps brachii can elicit the experience of illusory arm extension. If, at the
same time, one holds a part of one’s body with the arm that one feels moving away, one can
report feeling that the grasped body part is elongating in the direction of the illusory motion
(the Lackner illusion) [6, 12–17]. One can induce similar body part elongation by altering
visual inputs, for example through virtual reality [7]. expenses, no grant number, https://www.arche-
hypnose.com/), FrontCog (ANR-17-EURE-0017
FrontCog, https://www.psl.eu/en/front-cog) and
PSL (ANR-10-IDEX-0001-02 PSL, https://psl.eu/
en). The funders had no role in study design, data
collection and analysis, decision to publish, or
preparation of the manuscript. expenses, no grant number, https://www.arche-
hypnose.com/), FrontCog (ANR-17-EURE-0017
FrontCog, https://www.psl.eu/en/front-cog) and
PSL (ANR-10-IDEX-0001-02 PSL, https://psl.eu/
en). The funders had no role in study design, data
collection and analysis, decision to publish, or
preparation of the manuscript. Competing interests: A.C have read the journal’s
policy and the authors of this manuscript have the
following competing interests: scholarship from
ARCHE formation. T.D. and V.F. PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 Introduction However, it should be noted that a correlation between hypnotic suggest-
ibility and a specific bodily illusion does not necessarily entail that the illusion is driven by
suggestion and expectations. It may merely indicate that highly suggestible individuals are
more responsive to the illusion induction method via bottom-up mechanisms. Furthermore, it
has been recently debated to what extent the RHI could be explained by demand characteris-
tics [45, 49, 50], that is, by participants’ explicit compliance, or unconscious changes in behav-
iour and experience in accordance with implicit or explicit experimental demands [51]. These
debates highlight the need for a better understanding of top-down influences on bodily aware-
ness. In turn, this will allow us to critically examine current models of body representation and
pave the way forward to better understand the diverse factors that shape bodily awareness. PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 2 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness A now classic taxonomy distinguishes between visuospatial aspects of body representation,
labelled body image, and sensorimotor aspects of body representation, often referred to under
the label of body schema. This distinction raises a number of methodological and theoretical
challenges but it can be summarized as follows: body image is the body you perceive, whereas
body schema is the body you act with [52]. Here we define body image as the perceptual report
of a body part size. Body schema on the other hand is defined here as the perceived distance
between the position of a body part and a target one aims for when only proprioception is
available to reach that target. Accordingly, bodily awareness can be selectively impaired specif-
ically at one level, and not at the other [53]. In Alice in Wonderland syndrome, for instance,
some patients report feeling very tall, as if they were walking on stilts, yet they walk normally
[54]. In this case, only body image is disturbed, and body schema remains intact. This dissocia-
tion can also be experimentally induced in healthy participants. In several instances, illusions
impact perceptual responses considerably more than motor responses [14, 55, 56]. Illusory
arm movement due to tendon vibration, for instance, does not significantly affect motor plan-
ning [14]. Introduction Nonetheless, it is believed that body image and body schema interact in most
instances [54, 57, 58], in part because the brain tends to avoid conflict whenever possible and
favours unity and consistency. Consequently, in everyday life the body we perceive generally
coincides with the body that we act with. The central aim of this study was to induce the experience of finger elongation and to con-
trast bottom-up (Lackner illusion) and top-down (hypnotic suggestion) manipulations of both
body image and body schema. To measure the effects on these bodily representations, we used
two tasks that are considered as reliable behavioural measures of body image and body
schema. We assessed body image by using a continuous version of body size estimation [16,
59, 60], in which a participant adjusted a visual representation of their hand where the index
finger size is changed using a slider (finger length perception task) and body schema by a line
reaching task wherein participants matched the position of different lines with their fingertip
hidden inside of a box [14, 61]. First, we sought to determine whether hypnotic suggestion can
effectively modulate body image and/or body schema. Secondly, we compared the magnitude
of such effects against corresponding bottom-up influences on these representations (Lackner
illusion) and an active sham condition. Since models of body image and body schema are
mostly informed by bottom-up manipulations, our third aim was to assess the robustness of
these models when cognitive factors were manipulated. More precisely, we wanted to clarify
the interaction of body image and body schema, as reflected in correlations of their respective
measures under different sets of constraints, either sensory (Lackner illusion) or cognitive
(hypnotic suggestion). Insofar as responsiveness to direct verbal suggestions varies consider-
ably in the general population [20], we measured hypnotic suggestibility and expected that it
would predict the magnitude of the hypnotic suggestion effect. Material and methods We report how we determined our sample size, all data exclusions, all inclusion/exclusion cri-
teria, whether inclusion/exclusion criteria were established prior to data analysis, all manipula-
tions, and all measures in the study. Participants The sample size, exclusion criteria, manipulations and measures were established prior to data
acquisition. We specified the a priori criterion that a mean effect compared to the sham condi-
tion below the test-retest reliability of our measurements would not be considered meaningful. A pilot study led us to estimate this minimal effect at 10 mm, corresponding to an effect size of PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 3 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness (Hedges’s) g = .53. Using a statistical power estimate (1-β) of 0.95 and an α-level of .05 with a
two-tailed paired-samples t-test, a power analysis run using GPower 3.1 [62] yielded a mini-
mum sample size of 49 participants. To account for potential outliers and/or attrition, we pre-
specified a sample size of 52, allowing for around 5% of data loss. 51 participants (31 women,
20 men) completed the experiment (Mage = 38.7; SD = 13.2; range: 20–65 years). All but two
were right-handed according to the Edinburgh Handedness Inventory [63]. None reported
psychiatric or neurologic disorders nor use of psychoactive drugs (medical or recreational) in
the past six months. All participants had two valid, functional arms and were fluent French
speakers. 27 participants had never experienced hypnosis, 11 reported having experienced
hypnosis in the past at least once, and 13 were current hypnosis users (self-hypnosis, counsel-
ling, therapy). Participants were recruited via two communication networks. One was the
RISC (Relais d’Information sur les Sciences de la Cognition; RISC-UAR 3332 CNRS), a service
advertising experiment opportunities in cognitive science to potential participants. The second
one was the first author’s personal communication network. The sample was diverse in age,
gender, ethnicity and prior knowledge of hypnosis. The whole experiment was approved by
the ethics committee of Paris Descartes under IRB n˚00012019–19 in agreement with the Dec-
laration of Helsinki (2008). Informed written consent was obtained from each participant
before the beginning of the study. Materials The “target” window (Fig 1A) separating the index finger from the rest of the hand PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 4 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness was positioned and sized by the experimenter at the beginning of the experiment just after the
Fig 1. Experimental apparatuses in the finger length perception task (a) and line reaching task (b). (a) Participants
adjusted the slider so that the graphical representation matched their perceived finger length. As the slider is moved,
the target window is resized to change the displayed length of the finger. The window is set to enclose only the index
finger and no other element that could give away the true finger size. (b) Participants hovered above the estimated
location of one of three parallel lines with their right index fingertip whilst their hand was hidden from view in a box. The position of the right hand in (b) corresponds to the starting position in each trial; the left hand simply rests on the
table during measurements. https://doi.org/10.1371/journal.pone.0291493.g001 Fig 1. Experimental apparatuses in the finger length perception task (a) and line reaching task (b). (a) Participants
adjusted the slider so that the graphical representation matched their perceived finger length. As the slider is moved,
the target window is resized to change the displayed length of the finger. The window is set to enclose only the index
finger and no other element that could give away the true finger size. (b) Participants hovered above the estimated
location of one of three parallel lines with their right index fingertip whilst their hand was hidden from view in a box. The position of the right hand in (b) corresponds to the starting position in each trial; the left hand simply rests on the
table during measurements. https://doi org/10 1371/journal pone 0291493 g001 Fig 1. Experimental apparatuses in the finger length perception task (a) and line reaching task (b). (a) Participants
adjusted the slider so that the graphical representation matched their perceived finger length. As the slider is moved,
the target window is resized to change the displayed length of the finger. The window is set to enclose only the index
finger and no other element that could give away the true finger size. Materials Social desirability was indexed using the Balanced Inventory of Desirable Responding short
form (BIDR-16) [64]. The BIDR-16 consists of sixteen items in which participants rate the
extent to which different statements apply to them using a 7-point Likert scale. This scale
includes two subscales: self-deceptive enhancement, corresponding to the tendency to give
honest but positively-biased reports, and image management, corresponding to conscious dis-
simulation of responses in order to give a socially-favourable image of oneself. These subscales
have good test-retest reliability and correlate modestly. In our sample, the self-deceptive
enhancement subscale displayed acceptable internal consistency (Cronbach’s α = 0.74)
whereas the image management subscale did not (α = 0.52). Hypnotic suggestibility was measured using the French version of the Waterloo-Stanford
Group Scale of Hypnotic Susceptibility: Form C (WSGC) [65, 66]. This scale consists of a relaxa-
tion-based hypnotic induction followed by twelve suggestions for alterations in motor control,
cognition, and perception. Following a de-induction, participants dichotomously self-rate
their responsiveness to each of the suggestions. Hypnotic suggestibility is subsequently quanti-
fied as the total score (range: 0 to 12). The WSGC is a widely-used measure of hypnotic sug-
gestibility that has previously been found to exhibit acceptable internal consistency [66, 67]
although it was borderline in the present sample (α = 0.61), according to commonly used con-
ventions [68]. In addition to hypnotic suggestibility, we asked participants to report their
familiarity with hypnosis with the question “Report your familiarity with hypnosis (being hyp-
notized) or auto-hypnosis” using a Likert 5-point scale (1: “None” to 5: “Daily”). A finger length perception task, a continuous version of body size estimation [16, 59, 60],
was used to measure body image. The task was performed using a graphical user interface dis-
playing a picture of the participant’s right hand and a slider (Fig 1). This GUI was presented
on a laptop (Lenovo ideapad 100S; screen size: 14”). A picture of the participant’s left hand was
taken at the start of the experiment against a white backdrop with ambient light from above
(no directional light to prevent hard shadows) using a web camera (F/#2.0; f: 4.8mm - 1). The
GUI was developed by the first author using python and the OpenCV library (available upon
request). Materials (b) Participants hovered above the estimated
location of one of three parallel lines with their right index fingertip whilst their hand was hidden from view in a box. The position of the right hand in (b) corresponds to the starting position in each trial; the left hand simply rests on the
table during measurements. https://doi.org/10.1371/journal.pone.0291493.g001 was positioned and sized by the experimenter at the beginning of the experiment, just after the
picture of the hand was taken. The participant was instructed to adjust the slider until the pic-
ture of their index finger matched their perceived length of their finger. Adjusting the slider
resized the “target” window laterally, thus shrinking or expanding the displayed length of the
finger. In each condition, perceived finger length was measured as the mean of two trials, one
with the starting position of the slider at the maximum distortion (three times the normal size) PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 5 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness and one starting at the minimum distortion (one third of the normal size). This was done to
prevent anchoring effects [69]. By comparing the reported finger size at baseline to the actual
finger size, we can derive an estimate of the bias in the measurement. In this study, a mean
bias of 9.6mm (SD = 7.4) was found, indicating that participants overestimated the size of their
index finger. This motivated us to use the mean bias as the dependent measure for this task,
which was operationalized as the difference between the perceived finger length in each experi-
mental condition relative to baseline, with negative and positive values denoting perceptual
contraction and elongation, respectively. We refer to this bias measure as the perceptual effect. A line reaching task was used to measure body schema, similar to classic reaching or match-
ing tasks [14, 61]. In this task, the participant’s right arm was hidden in a box on a table before
removing their blindfold. Three parallel lines {1,2,3} with an inter-line distance of 40mm were
displayed in the field of view of the participant next to the box, with a number displayed next
to each line (Fig 1). In each condition, participants completed seven trials in which they were
asked to match the position of one of the three parallel lines with their right index fingertip
{1,2,3,2,1,3,1}. Materials The lines were only visible to the participants outside the box, so they could not
see the position of their right hand. Position recording was performed by placing a sheet of
paper at a standard position at the bottom of the box and marking down the position of the
fingertip with a marker for each trial. Positions were extracted by measuring the distance
between the marks and the edge of the sheet. When comparing the difference of finger posi-
tions at baseline relative to the target lines positions, the mean variation was 6mm
(SD = 18.9mm), again indicating participants’ tendency to overestimate their fingertip distance
(resulting in undershooting). Hence, as in the finger perception task, we used the mean bias in
our analyses, computed as the mean finger position in each experimental condition relative to
the mean finger position at baseline with positive values corresponding to undershooting
(pointing closer to the body relative to the baseline trial) and negative values corresponding to
overshooting (pointing further away from the body relative to the baseline trial). We refer to
this bias measure as the pointing effect. Given the lack of an a priori expectation regarding the
direction of the effect on this task and the difficulty participants reported to consciously locate
their fingertip, this task played the role of an implicit measure of body schema. PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 https://doi.org/10.1371/journal.pone.0291493.g002 Procedure Lackner illusion. In the Lackner illusion condition we vibrated (80Hz ± 10Hz) the tendon
at the insertion site of the left biceps brachii for 30s (Fig 2) whilst the participant, blindfolded,
held their right-hand index finger with their left hand in a pincer grip. This frequency and
duration of stimulation has previously been shown to be optimal in the induction of the Fig 2. Depiction of the stimulation point for the (a) Lackner illusion procedure and (b) sham. (a) The stimulation was
applied to the insertion site of the biceps brachii, while (b) stimulation on the brachio-radialis. In this figure the arm is
open for clearly displaying the stimulation landmarks, however in the experiment, the participant’s left arm was set at a
90˚ angle. Fig 2. Depiction of the stimulation point for the (a) Lackner illusion procedure and (b) sham. (a) The stimulation was
applied to the insertion site of the biceps brachii, while (b) stimulation on the brachio-radialis. In this figure the arm is
open for clearly displaying the stimulation landmarks, however in the experiment, the participant’s left arm was set at a
90˚ angle. https://doi.org/10.1371/journal.pone.0291493.g002 6 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness illusion [12]. The vibrating device used in this study was a handheld wand massager (CE; Palo-
queth). The participant’s left arm was set at a 90˚ angle and remained stationary for the whole
duration of the condition. Participants were informed that they might feel their right index fin-
ger changing in size or not, but no reference was made regarding whether it might contract or
elongate. Insofar as the Lackner illusion persists after vibration has stopped, the illusion was
tested in the same way as other conditions, without vibration or index finger being held by the
contralateral hand. Sham. In the sham condition, all instructions were the same as the Lackner illusion proce-
dure, except the vibration was applied to the skin next to the tendon (~4cm distance) on the
brachio-radialis where no physiological effect should arise [6, 16]. To ensure that expectations
were similar between the sham manipulation and the Lackner illusion manipulation, we sur-
veyed a group of 72 participants (online) that did not know of the Lackner illusion. Procedure Partici-
pants were described the manipulations and measurements with text and images, but the
expected effect of the manipulation was not mentioned similarly to the actual study. Manipula-
tions were labelled as “illusion 1” (sham) and “illusion 2” (Lackner illusion) for participants. Participants were then asked to estimate if the manipulation, compared to baseline, would
make a person receiving the illusion “overshoot, pointing past the lines”, “correctly point the
lines”, or “undershoot, being short of reaching the lines”. This was done for both manipula-
tions in the same order as the experiment, with the sham manipulation first then the Lackner
illusion manipulation. Similar questions were asked about the effects in the finger length per-
ception task with options: “perceive the index finger shorter”, “perceive the index finger as
normal”, “perceive the index finger longer”. Analyses reveal that for the line reaching task
expectancies are balanced between manipulations as proportion P = .465 was not significantly
different from .5 with p = .635, B = 0.13 (See Table 1). However, this was not the case for the
perceptual task where the sham manipulation was expected to lead to perceptual elongation
more than the Lackner illusion, proportion P = .333 was significantly different from .5 with p
= .007, B = 4.45 (See Table 1). Overall, we are confident that the sham manipulation played its
role as a control condition. Sham. In the sham condition, all instructions were the same as the Lackner illusion proce-
dure, except the vibration was applied to the skin next to the tendon (~4cm distance) on the
brachio-radialis where no physiological effect should arise [6, 16]. To ensure that expectations
were similar between the sham manipulation and the Lackner illusion manipulation, we sur-
veyed a group of 72 participants (online) that did not know of the Lackner illusion. Partici-
pants were described the manipulations and measurements with text and images, but the
expected effect of the manipulation was not mentioned similarly to the actual study. Manipula-
tions were labelled as “illusion 1” (sham) and “illusion 2” (Lackner illusion) for participants. Hypnotic suggestion. The hypnotic suggestion condition was conducted following a
script developed for this experiment and included an induction followed by a suggestion to
experience the right index finger elongating. Procedure The first session involved the administration of the French version
of the WSGC in small groups (3–8) in a small, quiet classroom without windows or distractors. In the second session, participants completed the finger length perception task and the line
reaching task four times: at baseline without manipulation (baseline); after vibrating an irrele-
vant location near the participant’s elbow (sham); after vibrating the insertion site of the biceps
brachii (Lackner illusion); and after a hypnotic induction and a verbal suggestion for finger
elongation (hypnotic suggestion). In all four conditions–except baseline–the participants held
their right index finger with their left hand in a pincer grip whilst blindfolded. Baseline mea-
surements were performed first, allowing the participant to develop familiarity with the tasks. The sham condition always preceded the Lackner illusion procedure so that participants had
no reference level concerning the real illusion. The order of the sham and Lackner illusion
conditions, and hypnotic suggestion condition were counterbalanced. Participants were told
that the illusions were independent so that they might experience the first one only, the second
one only, neither, or both. In each condition, the line reaching task always preceded the finger
length perception task. At the end of the experiment, participants were debriefed regarding the
sham condition and explained the motivation for this deception. No participant reported
being aware that one of the conditions was a sham. A question-and-answer time was offered to
dissipate any uneasy feelings that might arise due to the unusual experience of hypnosis. Par-
ticipants were compensated 16€ for their time. Analyses. In each task, we quantified finger elongation by subtracting the baseline score
from the mean score in the respective condition. A single multivariate outlier (>M+3 SDs in 3
conditions) was identified and removed from the dataset. We tested the effect of each condi-
tion on each task relative to baseline with a repeated measures ANOVA followed by post hoc
analyses, employing two-tailed paired-samples t-tests (both frequentist and Bayesian). In post
hoc tests, the Holm-Bonferroni correction was applied to p values. We also computed and
compared the correlations (Pearson’s r) between perceptual and pointing effects in the differ-
ent conditions using the cocor library [71]. In Bayesian post hoc tests, we used default priors
corresponding to a Cauchy distribution centred on zero with a width of .707 (i.e., 1/p2) [72]. Procedure The induction consisted of focusing attention on
the bodily sensations felt in the hands, reducing agency for hand motion (similar to the item
“moving hands together” in the WSGC [67]), and in using imagery to change the sensation
experienced in the hands, thus fostering a positive set of attitudes toward hypnosis and a pas-
sive response set. The hypnotic suggestion was phrased as “the finger is being pulled and Table 1. Number of participants expecting each combination of manipulation effect direction in an online survey (N = 72). Line reaching task
Finger length perception task
Lackner illusion leads
to undershooting
Lackner
illusion has no
effect
Lackner illusion
leads to
overshooting
Lackner illusion
leads to shorter
perceived index
Lackner
illusion has no
effect
Lackner illusion
leads to longer
perceived index
Sham leads to
undershooting
2
4
13
Sham leads to
shorter perceived
index
3
1
8
Sham has no effect
2
19
3
Sham has no
effect
0
19
4
Sham leads to
overshooting
17
4
8
Sham leads to
longer perceived
index
19
7
11
https://doi.org/10.1371/journal.pone.0291493.t001 Number of participants expecting each combination of manipulation effect direction in an online survey (N = 72). PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 7 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness elongated”. This suggestion was repeated three times and participant was given 60s to experi-
ence the suggestion without further suggestions or cues. This was done to allow for optimal
responding, as the perceived effect of the suggestion can take several seconds and often a cou-
ple of minutes to peak (see e.g., ref. [70]). Afterwards, and before testing, participants were
told that they would go through the measurement tasks, eyes open, while remaining hypno-
tized with their index finger keeping the elongated size for the whole duration of the measure-
ments. When testing was complete, a standard de-induction was performed (a short
procedure aimed at reorienting participants to normal functioning by signing the end of the
hypnotic procedure, similar to ref. [67]) with an emphasis on the index finger returning to its
normal size. Participants where then instructed to rub their hands and take a short break. General procedure. Participants’ involvement in this study consisted of two sessions sep-
arated by at least one day. Condition differences on perceived finger elongation Our first analysis contrasted the magnitude of the condition manipulations on responses in
the two tasks. To that end, we performed a repeated measures one-way ANOVA for testing the
influence of condition (baseline, sham, Lackner illusion, hypnotic suggestion) on the outcome
measure for each task separately. We found significant main effects of condition in both the
perceptual task, F(3,49) = 28.9, p < .001, η 2 = 0.37, B10 = 3.2 x 1012, RR = [<0.001, >2], and
the line reaching task, F(3,49) = 19.6, p < .001, η2 = 0.29, B10 = 1.2 x 108, RR = [<0.001, >2]. Mauchly’s test of sphericity indicated that the assumption of sphericity was violated (p < .05). Nonetheless, applying either the Greenhouse-Geisser or Huynh-Feldt correction did not
change the reported results. Hence, the results demonstrate that responses on both tasks varied
across conditions. As can be seen in Fig 3, Tables 2 and 3, post hoc t-tests revealed that the sham condition did
not have a significant effect compared to baseline in either task. However, corresponding
Bayesian analyses provided evidence in favour of the null hypothesis (no condition difference)
only for the line reaching task with only ambiguous evidence for the length perception task. The Lackner illusion procedure had a moderate significant effect (with corresponding Bayes-
ian evidence) on responses in the perceptual task, but no significant effect could be detected
on the line reaching task, with corresponding insensitive Bayesian evidence. Similarly, relative
to the sham condition, the Lackner illusion only produced a significant effect on responses in
the length perception task, although the Bayesian evidence for this difference was insensitive. Responses in the line reaching task also did not significantly differ between the sham and Lack-
ner illusion conditions and the Bayesian evidence was insensitive as to a difference between
these conditions. By comparison, relative to both baseline and the sham condition, the hyp-
notic suggestion condition yielded reliably strong, significant effects (with corresponding
Bayesian evidence) on responses in both tasks. Finally, the hypnotic suggestion condition had
a strong significant effect on both tasks compared to the Lackner illusion procedure, with cor-
responding Bayesian evidence in favour of a condition difference. Overall, 42 out of 50 (84%)
participants had a stronger effect in the hypnotic suggestion condition compared to the Lack-
ner illusion procedure in the perceptual task, and 40 (80%) in the line reaching task. Sample description The distribution of hypnotic suggestibility in our sample, as indexed by the WSGC, M = 5.65;
SD = 2.4; range: 0–11, was commensurate with the general Francophone population
(M = 4.84; SD = 2.15; range: 1–10 [66]). Our sample included 8 low (score 3) and 8 high
(score 9) suggestible participants. Body mass index (kg.m-2), MBMI = 22; SD = 3.3; range:
[17.4–36.6], was comparable to the general French population, MBMI = 24.8; SD = 5.4 [75]. Social desirability, MSDE = 4.32; SD = 0.97, MIM = 4.63; SD = 0.78, was also commensurate
with previously reported samples [64]. Procedure For correlations, we also used default priors, corresponding to a stretched beta distribution
with width 1.0 [72]. These analyses were performed using JASP [73]. We set alpha error proba-
bility thresholds at .05, with p-values below this threshold interpreted as statistically significant. Bayes Factors (B10) below .33 were interpreted to reflect moderate evidence in favour of the
null hypothesis, those greater than 3.0 were taken to provide moderate evidence for the alter-
native hypothesis and in-between values were interpreted as being ambiguous [72]. When pos-
sible, we report robustness regions (RR) alongside Bayesian analyses by indicating the range of
prior widths (either the scale of the Cauchy distribution for t-tests or the stretched Beta distri-
bution width for correlations) consistent with the conclusion derived from the Bayes factor
(eg. for a Bayes factor B = 10, we report the smallest and largest prior widths for which B>3). PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 8 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness Hence, no RR are reported for B between 1/3 and 3. Prior width were varied from 0 to 2,
which covers the reasonable range of prior distributions. We use p-values, effect sizes, and Bs
for interpreting significant effects but only effect sizes and Bs for interpreting non-significant
effects. Figures were generated using Python 3, and the matplotlib and seaborn libraries [74]. Data are publicly available on the Open Science Framework (https://osf.io/jxek3/). No part of
the study procedures or analyses was pre-registered prior to the research being conducted and
thus the analyses can be considered exploratory. Condition differences on perceived finger elongation These
results demonstrate that the Lackner illusion manipulation produced a moderate-sized illusion PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 9 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness Fig 3. Raincloud plots of perceptual and pointing effects (mm) as a function of condition (N = 50). Distributions
reflect kernel density estimation plots and markers reflect individual measurements. Boxplot whisker limits are at 1.5
interquartile range from the hinges, diamonds represent individual values outside the whiskers. (a) raw data, (b)
baseline corrected data. https://doi.org/10.1371/journal.pone.0291493.g003 Fig 3. Raincloud plots of perceptual and pointing effects (mm) as a function of condition (N = 50). Distributions
reflect kernel density estimation plots and markers reflect individual measurements. Boxplot whisker limits are at 1.5
interquartile range from the hinges, diamonds represent individual values outside the whiskers. (a) raw data, (b)
baseline corrected data. https://doi.org/10.1371/journal.pone.0291493.g003 Fig 3. Raincloud plots of perceptual and pointing effects (mm) as a function of condition (N = 50). Distributions
reflect kernel density estimation plots and markers reflect individual measurements. Boxplot whisker limits are at 1.5
interquartile range from the hinges, diamonds represent individual values outside the whiskers. (a) raw data, (b)
baseline corrected data. https://doi.org/10.1371/journal.pone.0291493.g003 Table 2. Post hoc comparison of the effect of conditions on responses in the finger length perception task (N = 50). Finger length perception task
Mean difference a
SE
Cohen’s d
p b
B10
RR
Baseline
Sham
3.37
4.21
0.11
.425
0.60
[1.407, >2]
Lackner illusion
13.95
4.21
0.47
.003
9.48
[0.027, >2]
Hypnotic suggestion
35.49
4.21
1.19
< .001
6.73 x 106
[<0.001, >2]
Sham
Lackner illusion
10.58
4.21
0.36
.026
2.68
[0.105, 0.578]
Hypnotic suggestion
32.12
4.21
1.08
< .001
1.55 x 106
[<0.001, >2]
Lackner illusion
Hypnotic suggestion
21.54
4.21
0.72
< .001
1426
[<0.001, >2]
Notes
a = means in mm
b = Holm-Bonferroni corrected
Significant effects are in bold. RR = robustness region. Prior size for reported Bs: p2/2
https://doi.org/10.1371/journal.pone.0291493.t002
PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023
10 / 22 Table 2. Post hoc comparison of the effect of conditions on responses in the finger length perception task (N = 50). stness region. Prior size for reported Bs: p2/2 PLOS ONE Table 3. Post-hoc comparison of the effect of conditions on response in the line reaching task (N = 50). Line reaching task
Mean difference a
SE
Cohen’s d
p b
B10
RR
Baseline
Sham
2.34
4.72
0.07
.68
0.26
[0.52, >2]
Lackner illusion
6.86
4.72
0.21
.45
1.94
-
Hypnotic suggestion
32.08
4.72
0.96
< .001
3715
[<0.001, >2]
Sham
Lackner illusion
4.52
4.72
0.14
.68
0.88
-
Hypnotic suggestion
29.74
4.72
0.89
< .001
790
[<0.001, >2]
Lackner illusion
Hypnotic suggestion
25.23
4.72
0.76
< .001
266
[0.002, >2]
Notes
a = means in mm
b = Holm-Bonferroni corrected. Significant effects are in bold. RR = robustness region. Prior size for reported Bs: p2/2
https://doi org/10 1371/journal pone 0291493 t003 le 3. Post-hoc comparison of the effect of conditions on response in the line reaching task (N = 50). = means in mm
b = Holm-Bonferroni corrected. Significant effects are in bold. RR = robustness region. Prior size for reported Bs: p2/2 of finger elongation relative to the sham procedure, when indexed with the perceptual effect,
but this procedure did not produce robust responses relative to the sham procedure nor reli-
able effects in the line reaching task. Hypnotic suggestion, on the other hand yielded reliably
strong effects on both tasks relative to baseline, sham, and the Lackner illusion procedure. Our results with the Lackner illusion procedure are in the same range as those of previous
experiments [16], or on a different body part such as the arm [15] and nose [13]. For example,
in ref. [16] the typical elongation for the subgroup (10 of 30 participants) feeling their finger
elongated was about one phalanx (about 2 cm), ref. [15] reported a mean elongation (for the
responsive subgroup) of 51.5 mm and 33.3 mm in two experiments, and in ref. [13] the mean
elongation for participants reporting an elongation was 44 mm. For the 13 participants clearly
responding to the illusion (perceptual elongation greater than 20 mm) the mean elongation
was 55 mm. Hence, it appears that the Lackner illusion manipulation produced results similar
to previous studies. Nevertheless, we did not observe robust differences relative to the sham
condition in the line reaching task. We next sought to assess the potential role of control variables: age, gender, condition
order, BMI, hypnotic suggestibility (WSGC), social desirability (self-deceptive enhancement
and image management), and familiarity with hypnosis. Notes. Covariates were introduced separately in each model; a = comparison of models including the condition and the covariate to the model only including the
condition. Significant effects are in bold. Condition differences on perceived finger elongation Finger length perception task
Mean difference a
SE
Cohen’s d
p b
B10
RR
Baseline
Sham
3.37
4.21
0.11
.425
0.60
[1.407, >2]
Lackner illusion
13.95
4.21
0.47
.003
9.48
[0.027, >2]
Hypnotic suggestion
35.49
4.21
1.19
< .001
6.73 x 106
[<0.001, >2]
Sham
Lackner illusion
10.58
4.21
0.36
.026
2.68
[0.105, 0.578]
Hypnotic suggestion
32.12
4.21
1.08
< .001
1.55 x 106
[<0.001, >2]
Lackner illusion
Hypnotic suggestion
21.54
4.21
0.72
< .001
1426
[<0.001, >2] on of the effect of conditions on responses in the finger length perception task (N = 50). Table 2. Post hoc comparison of the effect of conditions on responses in the finger length perception task (N = 50). Table 2. Post hoc comparison of the effect of conditions on responses in the finger length perception task (N = 50). PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 10 / 22 Hypnotic suggestion versus sensory modulation of bodily awareness PLOS ONE https://doi.org/10.1371/journal.pone.0291493.g004 Nonetheless, including this covariate in the model did not notably change the foregoing condi-
tion effects. All of the covariates yielded Bayesian evidence in favour of the null except age (fin-
ger length perception task), gender, familiarity with hypnosis, image management and
condition order (line reaching task), for which the evidence was insensitive in discriminating
between the null and alternative hypotheses. PLOS ONE We did so by including each variable
in turn in the repeated measure ANOVA model as a covariate. As presented in Table 4, only
hypnotic suggestibility had a significant effect, and only on responses in the perceptual task. Table 4. Covariate effects in repeated-measures ANOVAs examining condition effects on responses in the finger length perception task and line reaching task
(N = 50). Finger length perception task
Line reaching task
Covariate
F
p
η2
B10
a
F
p
η2
B10
a
Age
3.53
.066
.069
0.88
0.02
.896
< .01
0.27
Gender
0.74
.394
.015
0.30
1.09
.301
.022
0.44
BMI
0.56
.457
.012
0.29
0.43
.514
< .01
0.32
Hypnotic suggestibility
8.91
.004
.157
7.35
0.25
.622
< .01
0.31
Familiarity with hypnosis
0.48
.491
< .01
0.27
0.99
.325
.020
0.41
Self-deceptive enhancement
0.84
.365
.017
0.30
0.03
.855
< .01
0.28
Image management
0.08
.784
< .01
0.24
1.70
.198
.034
0.55
Condition order
0.14
.708
< .01
0.24
3.91
.054
.075
1.31 ANOVAs examining condition effects on responses in the finger length perception task and line reaching task Table 4. Covariate effects in repeated-measures ANOVAs examining condition effects on responses in the finger length perception task and line reaching task
(N = 50). variate effects in repeated-measures ANOVAs examining condition effects on responses in the finger length perception t Table 4. Covariate effects in repeated-measures ANOVAs examining condition effects on responses in the finger length
(N = 50). Table 4. Covariate effects in repeated-measures ANOVAs examining condition effects on responses in the fi
(N = 50). PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 11 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness Fig 4. Scatterplots depicting the association between pointing effects and perceptual effects in the sham, Lackner illusion, hypnotic suggestion
conditions and at baseline. Lines denote least squares regression slopes. (a) raw data, (b) baseline corrected data. B10 is the Bayes factor for the alternate
hypothesis (correlation between variables). ** p < .01, *** p < .001. Fig 4. Scatterplots depicting the association between pointing effects and perceptual effects in the sham, Lackner illusion, hypnotic suggestion
conditions and at baseline. Lines denote least squares regression slopes. (a) raw data, (b) baseline corrected data. B10 is the Bayes factor for the alternate
hypothesis (correlation between variables). ** p < .01, *** p < .001. Correlations In our next series of analyses, we assessed the correlations between responses in the two tasks
in the different conditions. As can be seen in Fig 4, the perceptual and pointing effects were
positively and significantly correlated in all conditions. This association was strong in the hyp-
notic suggestion condition but moderate in the Lackner illusion and sham conditions (with
corresponding Bayesian evidence in favour of a strong positive association in all conditions). These results suggest a moderate to strong association between effects in the two tasks. Finally, we examined whether the observed effects correlated with two measures of social
desirability (SDE and IM) (Table 5). These effects were uniformly weak (rs < .19) and in
yielded Bayesian evidence in favour of the null hypothesis in all cases except for the effect of
hypnotic suggestion on pointing effects for SDE, which was insensitive. Cumulatively, these
data strongly suggest the observed effects are unrelated to social desirability. PLOS ONE PLOS ONE Table 5. Pearson correlation coefficients (with p-values and Bayes factors) between social desirability and responses in both tasks for each condition relative to
baseline (N = 50). Sham perceptual
effect
Sham
pointing
effect
Lackner illusion
perceptual effect
Lackner
illusion
pointing
effect
Hypnotic suggestion
perceptual effect
Hypnotic
suggestion
pointing effect
Self-deceptive
enhancement (SDE)
r
-.03
.11
.14
.12
-.01
.18
95%
CI
[-.29,.23]
[-.17,.37]
[-.14,.37]
[-.16,.37]
[-.27,.25]
[-.10,.43]
p
.83
.46
.34
.42
.96
.20
B10
0.18
0.23
0.27
0.24
0.18
0.39
RR
[0.316, >2]
[0.506, >2]
[0.694, >2]
[0.552, >2]
[0.304, >2]
[1.315, >2]
Image management (IM)
r
.00
.08
.04
.01
-.04
.11
95%
CI
[-.26,.26]
[-.20,.35]
[-.23,.29]
[-.27,.28]
[-.29,.23]
[-.17,.37]
p
.98
.57
.80
.97
.80
.46
B10
0.18
0.21
0.18
0.18
0.18
0.23
RR
[0.304, >2]
[0.413, >2]
[0.321, >2]
[0.303, >2]
[0.321, >2]
[0.506, >2]
RR = robustness region. Bs and RR are derived from a stretched beta distribution prior with width 1.0
https://doi org/10 1371/journal pone 0291493 t005 RR = robustness region. Bs and RR are derived from a stretched beta distribution prior with width 1.0 but also that these effects were significantly stronger than the corresponding magnitude of the
sensory-driven Lackner illusion [13, 15, 16]. Furthermore, we report a pervasive correlation
between perceptual and motor responses across all conditions, suggesting that these measures
of body image and body schema are moderately to strongly interrelated. These results demon-
strate that hypnotic suggestion is an effective technique for transient modulations of body
image and body schema. Discussion This study compared the effects of hypnotic suggestion and the Lackner illusion manipulation
on the perceived size of participants’ index finger (body image) and on the way they act with it
(body schema). Body metrics comprise relatively low-level properties, which one might have
expected to be immune to cognitive penetration. However, we found that not only did hyp-
notic suggestion induce illusory finger elongation at both visuospatial and sensorimotor levels, PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 12 / 22 Hypnotic suggestion versus sensory modulation of bodily awareness PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 Theoretical accounts of the effect of hypnotic suggestion The strong effect of the hypnotic suggestion on body schema compared to the Lackner illusion,
can be interpreted at least in two different ways. Since the hypnotic suggestion explicitly
revealed the intended purpose of the manipulation, it is possible that participants enacted what
they interpreted to be the “correct” hypnotic behaviour. This interpretation aligns with some
sociocognitive accounts of hypnosis [26, 80] that conceptualize hypnotic behaviour and experi-
ence as a culturally devised role and an active process. According to this account, the hypnotic
suggestion did not directly alter body representations; rather, participants responded according
to their expectations. This interpretation nicely explains the strong correlation between effects
in the finger length perception and in the line reaching tasks. Indeed, if participants retained a
normal body schema, they might index their pointing on their perceptual effect–i.e., the bias in
the line reaching task was intentionally planned and enacted by the participant. According to
this interpretation, participants imagined having a longer finger without critical appraisal,
reported it in the perceptual task, and then intentionally undershot the targets in the line reach-
ing task (with unbiased body schema). In other words, the perceptual effect could be interpreted
as reporting imagery, and the pointing effect as adjusting the pointing motion to match the
make-believe finger. In support of this interpretation, some highly suggestible individuals use
active goal-directed strategies to bring about the suggested effect [81]. According to the predictive processing framework, representations are updated on the
basis of their prior probability distribution and new available evidence [82–85]. In our case,
the size of the index finger is usually inferred from prior knowledge stored in memory, and
(new) sensory evidence. In the Lackner illusion condition, body image is computed based on
incorrectly integrating information from illusory proprioceptive signals (arm extension caused
by vibrations) and touch. These sensory signals are inconsistent with a normal finger length
prior, or in other terms, the probability of having a normal sized finger given the sensory evi-
dence is low. Hence, the corresponding finger representation shifts for some participants to an
elongated finger on the basis of (misleading) sensory evidence. In contrast to the Lackner illu-
sion manipulation, in the case of the hypnotic suggestion, no relevant sensory evidence is pres-
ent; rather, the normal finger prior representation retrieved from memory and the elongated
finger expectation derived from the suggestion compete based on their relative probabilities. Effects on body image and body schema Although the mechanisms underlying the effects of hypnotic suggestion are still debated, it is
widely accepted that they involve top-down regulation [22]. This implies that when relevant
sensory evidence was minimized (participants were blindfolded and had no tactile inputs),
body image was primarily shaped by high-level information originating from the verbal sug-
gestion even though it was incongruent with prior knowledge about the finger size. By con-
trast, in the Lackner illusion condition there was no systematic expectation and misleading
sensory signals induced by vibrations were present. In this condition, the contribution of prior
knowledge was plausibly more predominant for most participants, as reflected in a weaker
effect of this procedure relative to the hypnotic suggestion. It can indeed be safer for a cogni-
tive system to rely more on the learning history of the organism than on noisy, and sometimes
contradictory, sensory inputs. This finding is in line with other studies showing that partici-
pants’ perception is shaped more strongly by prior information in contexts of high uncertainty
[76]. Accordingly, we interpret the condition difference as a tendency to favour data derived
from high level representations (hypnotic suggestion) compared to sensory data (Lackner illu-
sion) for updating body metrics. The hypnotic suggestion also had a significant effect on body schema. This effect seemed
tightly linked to the effect on body image as the two measurements were strongly correlated. Although the Lackner illusion modified body image, we did not find that it significantly modi-
fied body schema. It could be that we failed to observe a significant Lackner illusion effect on
body schema because the effect was too noisy, too weak, or it could be that this illusion only PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 13 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness influenced body image. The Bayesian evidence in favour of this effect was insensitive and thus
we are unable to determine which of these outcomes led to the current results. Regardless, pre-
vious research has observed a dissociation showing that action can be immune to bodily illu-
sions in some circumstances [14, 55, 56, 77] (but not in others e.g., [78]). Dissociations like
this motivate the conceptual distinction between the two bodily representations [52]. Dissociations, however, are rare. Effects on body image and body schema Their scarcity, even in the clinical literature, can be
explained by the fact that these representations normally interact and shape each other [54, 57,
58]. Such interaction can account for the correlation between perceptual and pointing effects
in all conditions. In other words, regardless of the condition, variations in body image tend to
be followed by corresponding changes in body schema. Our data further revealed a positive correlation between perceptual effects in the hypnotic
suggestion and Lackner illusion conditions, as we observed in another experiment [79]. This
might reflect a sensitivity to alterations of bodily experiences towards bottom-up and top-
down influences. Yet, detailed theoretical accounts integrating these influences on body repre-
sentations are lacking. PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 Theoretical accounts of the effect of hypnotic suggestion This process may explain why participants responded on a continuum rather than according
to a bimodal distribution. In turn, body image is shaped by the weighted average of the two PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 14 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness priors with the weights corresponding to the precision of each (precision-weighting). When
the suggested expectancies are unlikely for a participant, as might be the case for a difficult sug-
gestion such as visual hallucination, the memory prior exerts greater influence. This yields a
small effect and vice versa, if the more precise suggestion prior is heavily weighted. More
broadly, beyond the setting of this experiment, the suggested prior could be supported by
imagery and selective attention to seemingly confirming evidence while downplaying discon-
firming evidence, though the relationship of these variable with response to suggestion is prob-
ably complex and controversial (on imagery e.g., ref. [79, 86]; on attention e.g., ref. [87–90]). Further research is needed to stringently test the predictions of this account. Nonetheless, dif-
ferential predictions can be derived from sociocognitive and predictive processing accounts in
the context of the modulation of body representation through hypnotic suggestion. In particular,
in cases wherein the hypnotic suggestion is incongruent with the close coupling of body image
and body schema, sociocognitive accounts [26, 80] would predict that suggestion effects would
dominate, whereas the predictive processing account would predict that the influence of sugges-
tion would be weak. In particular, according to a sociocognitive account, behaviour can be
adapted according to the suggestion irrespective of body image-schema coupling. By contrast,
according to a predictive processing account, suggestions would have to compete with prior
knowledge and thus suggestion effects would plausibly be diminished. For example, if partici-
pants were led to believe that the effect of experiencing one’s finger as longer was to point past the
lines in the line reaching task (i.e., overshooting rather than undershooting), then sociocognitive
accounts would predict a quasi-reversal of the association between perceptual and pointing effects
in individuals who form this expectation. By contrast, a predictive processing account only pre-
dicts a small reduction of the effect of the hypnotic suggestion due to marginal compliance effects,
but overall the same positive association between effects (see ref. [91] for a test). Theoretical accounts of the effect of hypnotic suggestion Lastly, these two views discussed here do not overlap with awareness of intentions, in par-
ticular the sociocognitive view does not envision participants as lying or being deceitful. Meta-
cognitive theories of hypnosis [92, 93] propose that intentional alteration of responses can
occur outside of awareness. One version of this theory [92] maintains that intentions are pre-
served during hypnosis whereas high-order thoughts representing these first order intentions
are inaccessible, thus resulting in a lack of awareness of one’s own intention (for supporting
evidence, see [94, 95]). Regardless of awareness of intentions, which we did not measure in
this study, our data suggest that the effect of hypnotic suggestion is not driven by compliance. If this effect were driven by compliance in response to the perceived requirements of the situa-
tion, social desirability would be expected to correlate with responses, at least in the hypnotic
condition. Insofar as we observed a null correlation for this association, this suggests that our
observed effects are unlikely to be driven by compliance, but we cannot rule out the possibility
of broader effects related to demand characteristics. Limitations of the study Despite the advances afforded by the present work, we acknowledge some limitations of this
study. Firstly, we did not perform a non-hypnotic suggestion condition, nor an induction
without suggestion. These would serve as potentially valuable controls for the hypnotic sugges-
tion manipulation as they would have allowed us to better dissociate effects attributable to the
induction and the suggestion. These conditions were not included because these questions
were outside the scope of the present work and because we did not expect an induction to pro-
duce spontaneous finger elongation. Insofar as non-hypnotic direct verbal suggestibility is a
reliable correlate of hypnotic suggestibility [96, 97], we expect that the present results would
generalize to applications involving direct verbal suggestions without a formal induction PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 15 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness procedure (as suggested by ref. [79]). Secondly, we did not measure participants’ expectancies
for finger elongation. This would have allowed us to clarify to what extent the observed effects
were mediated by this variable. We did not index response expectancies because doing so may
provide participants with explicit indicators of how they are expected to respond. Relatedly,
indexing response expectancies may introduce a confound wherein participants feel compelled
to respond congruently with their expectations (consistency motivation) [98], thereby artifi-
cially biasing response patterns towards expectations. It should also be noted that different
expectancies in different conditions does not necessarily mean that an effect (condition differ-
ence) is driven by expectancies. Nonetheless, future work would benefit from investigating the
role of expectancies such as by formally manipulating them in different ways. Thirdly, we
included all participants regardless of their responsiveness to the Lackner illusion procedure. This was intentional, as we wanted to assess the general effect of this illusion compared to the
impact of hypnotic suggestion on perceived finger elongation. The effect of the illusion was
significant on body image. Nonetheless, we observed relatively few participants who unequivo-
cally responded to this illusion and as a result we could not perform analyses on this subgroup
alone. A comparison of hypnotic suggestion and Lackner illusion manipulations in a homoge-
neous group displaying both effects would prove more informative regarding the interplay of
bottom-up and top-down effects on body metrics, but the recruitment of such a population
would be resource intensive. Limitations of the study Fourth, the hypnotic suggestibility scale we used [66] displayed
internal consistency that is marginally acceptable and it suffers from many problems that
plague classical hypnotic suggestibility scales [99]. However, this scale is one of the most widely
used scales in contemporary experimental hypnosis research [65, 100] and was deemed to the
most optimal among French-adapted scales. Fifth, it would have been valuable to conduct sys-
tematic phenomenologically-oriented interviews with participants to elucidate the diversity of
the experiences in the various conditions [81]. This research approach was not the primary tar-
get of our study, but it would be worthwhile to pursue in future research on this topic. Future
work should similarly aim to compare and contrast the manipulations used here against other
bottom-up manipulations, such as virtual reality (e.g., [7]). Sixth, in the present experiment
the Lackner illusion was always preceded by the sham illusion condition. Although this can be
seen as a limitation because of the lack of counterbalancing, a fixed order was implemented to
avoid the possibility of participants detecting the sham illusion based on their previous experi-
ence of the Lackner illusion condition. Importantly, including the sham condition first is likely
to provide a more conservative estimate of the experimental manipulations because it should
not produce any perceptual distortion of the body (body image). Finally, our conclusion that body image and body schema were altered by the Lackner illu-
sion and hypnotic suggestion are based on inverse inference. Caution is advised in interpreting
results of behavioural tests as indicators of latent unobservable variables [101]. Nonetheless,
our claim that these behavioural tests are credible measures of body image and body schema
rests on a wealth of prior data [14, 16, 59–61]. Furthermore, the link between the two body rep-
resentations and behavioural measures is definitional. This link would be compromised in
cases where participants misunderstood the task (e.g., reporting the preferred size of the finger
instead of the perceived size) but no evidence points towards such a conclusion. We are confi-
dent that the association between our behavioural indicators and body metrics is sound but
provisional, and it will depend on future development of the field. Conclusion Our objective was to compare sensory and cognitive contributions to bodily awareness. We
showed a strong effect of hypnotic suggestion on body metrics at both sensorimotor and visuo-
spatial levels. This effect was larger than the Lackner illusion manipulation on both levels. Bot-
tom-up (Lackner illusion) and top-down (hypnotic suggestion) effects were correlated,
suggesting that they both partly index a latent sensitivity of body metrics to modulation. We
compared and contrasted two alternative accounts of these effects and outline ways by which
they can be discriminated in future research. Clinical significance The results presented here pave the way to future clinical research involving the use of hyp-
notic suggestion to modulate body representation. Bodily awareness is believed to be disturbed PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
September 12, 2023 16 / 22 PLOS ONE Hypnotic suggestion versus sensory modulation of bodily awareness in eating disorders, such as anorexia nervosa [10, 11, 59, 60], and body image flexibility seems
to be a valuable predictor of several psychopathological conditions [102, 103]. Hypnosis has
demonstrated efficacy as an adjunct to traditional treatments [104–107], in particular in the
treatment of psychosomatic disorders [108–111]. Hypnotic suggestibility is also known to be
elevated in conditions involving aberrant body representation, such as functional paralysis
[112, 113]. However, greater understanding of hypnotic suggestion pathways to modulate
bodily awareness could delineate more clearly the areas where hypnosis could be clinically effi-
cacious and where its use should be avoided. In particular, future research is necessary to eluci-
date the roles of hypnotic suggestibility and body representation flexibility as possible risk or
protective factors in psychopathologies involving body awareness. Author Contributions Conceptualization: C. Apelian, F. De Vignemont. Conceptualization: C. Apelian, F. De Vignemont. Conceptualization: C. Apelian, F. De Vignemont. Formal analysis: C. Apelian. Investigation: C. Apelian. Methodology: C. Apelian, D. B. Terhune, F. De Vignemont. Writing – original draft: C. Apelian. Writing – review & editing: C. Apelian, D. B. Terhune, F. De Vignemont. Formal analysis: C. Apelian. Methodology: C. Apelian, D. B. Terhune, F. De Vignemont. Writing – original draft: C. Apelian. Writing – review & editing: C. Apelian, D. B. Terhune, F. De Vignemont. Writing – review & editing: C. Apelian, D. B. Terhune, F. De Vignemont. Writing – review & editing: C. Apelian, D. B. Terhune, F. De Vignemont. PLOS ONE | https://doi.org/10.1371/journal.pone.0291493
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The Rational Design and Biological Mechanisms of Nanoradiosensitizers
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Nanomaterials
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Received: 13 February 2020; Accepted: 7 March 2020; Published: 11 March 2020 Abstract: Radiotherapy (RT) has been widely used for cancer treatment. However, the intrinsic
drawbacks of RT, such as radiotoxicity in normal tissues and tumor radioresistance, promoted
the development of radiosensitizers. To date, various kinds of nanoparticles have been found
to act as radiosensitizers in cancer radiotherapy. This review focuses on the current state of
nanoradiosensitizers, especially the related biological mechanisms, and the key design strategies
for generating nanoradiosensitizers. The regulation of oxidative stress, DNA damage, the cell cycle,
autophagy and apoptosis by nanoradiosensitizers in vitro and in vivo is highlighted, which may
guide the rational design of therapeutics for tumor radiosensitization. Keywords:
nanoradiosensitizers;
radiosensitization;
radiotherapy;
biological mechanisms;
physicochemical properties gn and Biological Mechanisms
tizers
and Shumei Zhai 1,*
nterface Chemistry of the Ministry of Education, School of Chemistry and
g University, Jinan 250100, Shandong, China;
wangxiaoling@mail.sdu.edu.cn (X.W.)
Light Industry, Zibo 255300, Shandong, China
du.cn; Tel.: +86-531-8836-4464
d: 7 March 2020; Published: 11 March 2020
s been widely used for cancer treatment. However, the intrinsic
toxicity in normal tissues and tumor radioresistance, promoted
zers. To date, various kinds of nanoparticles have been found
ncer radiotherapy.
This review focuses on the current state of
the related biological mechanisms, and the key design strategies
ers. The regulation of oxidative stress, DNA damage, the cell cycle,
noradiosensitizers in vitro and in vivo is highlighted, which may
peutics for tumor radiosensitization.
rs;
radiosensitization;
radiotherapy;
biological mechanisms;
threats to human health [1]. Despite the great advances in cancer
recent years, the survival rate of cancer patients has only slightly
arious methods, such as surgery, chemotherapy, and radiotherapy,
tment [3,4].
Among these methods, radiotherapy is based on
destroy cancer cells and can be used alone or combined with other
backs of radiotherapy, such as toxic side effects to the human body
cells [7–9], promote the investigation of radiosensitizers, which can
t effect of radiotherapy.
ysicochemical properties, nanoparticles (NPs) are widely used in
mer product, energy, and biomedical fields [10–13]. Various kinds of
ancer cells to radiotherapy due to their intrinsic radiosensitive action
nd siRNAs [14]. Moreover, in vitro and in vivo experiments have
osensitization effects by regulating multiple biological mechanisms,
mage, cell cycle arrest, apoptosis, autophagy, and hypoxia-related
ze the recent progress made in NPs-induced radiosensitization gn and Biological Mechanisms
tizers
and Shumei Zhai 1,*
nterface Chemistry of the Ministry of Education, School of Chemistry and
g University, Jinan 250100, Shandong, China;
wangxiaoling@mail.sdu.edu.cn (X.W.)
Light Industry, Zibo 255300, Shandong, China
du.cn; Tel.: +86-531-8836-4464
d: 7 March 2020; Published: 11 March 2020
s been widely used for cancer treatment. However, the intrinsic
toxicity in normal tissues and tumor radioresistance, promoted
zers. To date, various kinds of nanoparticles have been found
ncer radiotherapy. This review focuses on the current state of
the related biological mechanisms, and the key design strategies
ers. The regulation of oxidative stress, DNA damage, the cell cycle,
noradiosensitizers in vitro and in vivo is highlighted, which may
peutics for tumor radiosensitization. rs;
radiosensitization;
radiotherapy;
biological mechanisms;
threats to human health [1]. Despite the great advances in cancer
recent years, the survival rate of cancer patients has only slightly
arious methods, such as surgery, chemotherapy, and radiotherapy,
tment [3,4]. Among these methods, radiotherapy is based on
destroy cancer cells and can be used alone or combined with other
backs of radiotherapy, such as toxic side effects to the human body
cells [7–9], promote the investigation of radiosensitizers, which can
t effect of radiotherapy. ysicochemical properties, nanoparticles (NPs) are widely used in
mer product, energy, and biomedical fields [10–13]. Various kinds of
ancer cells to radiotherapy due to their intrinsic radiosensitive action
nd siRNAs [14]. Moreover, in vitro and in vivo experiments have
osensitization effects by regulating multiple biological mechanisms,
mage, cell cycle arrest, apoptosis, autophagy, and hypoxia-related
ze the recent progress made in NPs-induced radiosensitization nanomaterials nanomaterials Hainan Sun 1,2, Xiaoling Wang 1 and Shumei Zhai 1,* 1
Key Laboratory of Colloid and Interface Chemistry of the Ministry of Education, Scho
Chemical Engineering, Shandong University, Jinan 250100, Shandong, China;
sunhainan1986@126.com (H.S.); wangxiaoling@mail.sdu.edu.cn (X.W.)
2
Shandong Vocational College of Light Industry, Zibo 255300, Shandong, China
*
Correspondence: smzhai@sdu.edu.cn; Tel.: +86-531-8836-4464 1
Key Laboratory of Colloid and Interface Chemistry of the Ministry of Education, Sc
Chemical Engineering, Shandong University, Jinan 250100, Shandong, China;
sunhainan1986@126.com (H.S.); wangxiaoling@mail.sdu.edu.cn (X.W.)
2
Shandong Vocational College of Light Industry, Zibo 255300, Shandong, China
*
Correspondence: smzhai@sdu.edu.cn; Tel.: +86-531-8836-4464 Nanomaterials 2020, 10, 504; doi:10.3390/nano10030504 The Rational Design and Biological Mechanisms
of Nanoradiosensitizers Hainan Sun 1,2, Xiaoling Wang 1 and Shumei Zhai 1,* Hainan Sun 1,2, Xiaoling Wang 1 and Shumei Zhai 1,* 1. Introduction Cancer is one of the leading threats to human health [1]. Despite the great advances in cancer
biology and clinical treatment in recent years, the survival rate of cancer patients has only slightly
improved in recent decades [2]. Various methods, such as surgery, chemotherapy, and radiotherapy,
are used clinically in cancer treatment [3,4]. Among these methods, radiotherapy is based on
high-energy ionizing radiation to destroy cancer cells and can be used alone or combined with other
therapies [5,6]. The intrinsic drawbacks of radiotherapy, such as toxic side effects to the human body
and radiation resistance in cancer cells [7–9], promote the investigation of radiosensitizers, which can
significantly enhance the treatment effect of radiotherapy. Due to their outstanding physicochemical properties, nanoparticles (NPs) are widely used in
various fields, including the consumer product, energy, and biomedical fields [10–13]. Various kinds of
NPs have been found to sensitize cancer cells to radiotherapy due to their intrinsic radiosensitive action
and loading capacity for drugs and siRNAs [14]. Moreover, in vitro and in vivo experiments have
demonstrated that NPs exhibit radiosensitization effects by regulating multiple biological mechanisms,
such as oxidative stress, DNA damage, cell cycle arrest, apoptosis, autophagy, and hypoxia-related
mechanisms [15–17]. In this review, we summarize the recent progress made in NPs-induced radiosensitization
by modulating multiple biological mechanisms. Hypoxia-related radiosensitive effects have been
systematically reviewed by Li and Zhang et al. [18,19] and, therefore, are not addressed in this review. The regulation of crucial cellular processes by the physicochemical properties of NPs in cancer cells is
reviewed, which may guide the design of nanoradiosensitizers in the future. Nanomaterials 2020, 10, 504; doi:10.3390/nano10030504 www.mdpi.com/journal/nanomaterials www.mdpi.com/journal/nanomaterials Nanomaterials 2020, 10, 504 2 of 30 2. Oxidative Stress Reactive oxygen species (ROS) are generated from oxygen in physiological environments
mainly in mitochondria and nicotinamide adenine dinucleotide phosphate (NADPH) oxidase. In
the mitochondrial respiratory chain, leaked electrons are captured by oxygen, resulting in ROS
generation [20]. The activation of NADPH oxidase in the cell membrane also leads to the catalyzed
transformation of oxygen into ROS [21]. In addition to these two intrinsic pathways, high-energy
ionizing radiation can also elicit ROS generation by directly reacting with water and/or oxygen
molecules [22]. The accumulation of ROS in cells leads to oxidative stress [23]. In this section, we
summarize the radiosensitization effect of NPs based on this oxidative stress mechanism (Table 1) and
the regulation of oxidative stress in cancer cells by the physicochemical properties of NPs. Table 1. Summary of nanoradiosensitizers based on oxidative stress mechanism. Composition
Size (nm)
Surface Chemistry
Cell Line/Model
Source Energy
DEF/SER/Effect Ref. Gold
20
Polyethylene glycol
(PEG)
MDA-MB-231
2, 4, 6, 8, 10 Gy;
320 kVp
Increased
cytotoxicity
[24]
Gold
10
Amino-PEG
A549
25 keV/µm
protons or 225 kV
X-rays
1.14
(protons),
1.22 (X-rays)
[25]
Gold
2
Levonorgestrel
EC1 cells/EC1
tumor-bearing nude
mice
4 Gy
Increased
cytotoxicity
[26]
Gold
3
Histidine
U14
6 Gy
1.54
[27]
Gold
14
Thio-glucose
SK-OV-3
90 kVp, 6 MV
Increased
cytotoxicity
[28]
Gold
6
Octaarginine (R8)
LS180
6 MV X-rays, 0–10
Gy
1.59
[29]
Gold
3
Mitochondria-targeting
peptide (CCYKFR)
MCF-7
4 Gy
1.31
[30]
Gold-TiO2
18
Triphenylphosphine
(TPP)
MCF-7/4T1
tumor-bearing Balb/c
mouse
4, 6 Gy
Tumor
volume
inhibition
[31]
Gold
54
HS-PEG-CH3,
HS-PEG-NH2,
HS-PEG-folate (FA),
cell-penetrating
peptide TAT
KB/U14
tumor-bearing mice
4 Gy
TAT > FA >
NH2 > CH3
[32]
Gold
2
Glutathione (GSH)
MCF-7
2.25 Gy
Reduced
survival
rates
[33]
Gold
GNPs (53), gold
nanospikes
(GNSs, 54), gold
nanorods
(GNRs, 50 × 12)
PEG
KB
4 Gy
1.62 (GNPs),
1.37 (GNSs),
1.21 (GNRs)
[34]
Fe3O4-Gold
12.5
1-methyl-3-(dodecylphosphonic
acid) imidazolium
bromide
MCF-7, A549
1, 2, 3 Gy
Reduced
survival
rates
[35]
α-Fe2O3@Au
49
Dopamine
4T1
6 Gy
Suppressed
tumor
growth
[36]
Au@Se
120
Positively-charged
chitosan
A375
4 Gy
Suppressed
tumor
growth
[37]
TiO2-gold
70.1
PEG
SUM159
5, 10 Gy
Suppressed
tumor
growth
[27]
Silver
N.A. N.A. HepG2
6 Gy
1.98
[38] Table 1. Summary of nanoradiosensitizers based on oxidative stress mechanism. 3 of 30 Nanomaterials 2020, 10, 504 Table 1. Cont. Composition
Size (nm)
Surface Chemistry
Cell Line/Model
Source Energy
DEF/SER/Effect Ref. 2. Oxidative Stress Silver
15
Polyvinylpyrrolidone
U251
4 Gy
Increased
cell death
[39]
Silver
20–30
Polyvinylpyrrolidone
MDA-MB-231
0–4 Gy
Increased
cell death
[40]
Iron oxide
10
Cetuximab
U87MGEGFRvIII
10 Gy
Increased
cell death
[41]
Ferrocene
75
PEG
4T1
4 Gy
Increased
cell death
[42]
Selenium
27.5
GSH
MCF-7
0–8 Gy
Increased
cell death
[29]
Selenium
200
Chitosan, transferrin
C6, A375
2 Gy
Increased
cell death
[43]
Selenium
<40
PEG
HeLa
8 Gy
Increased
cell death
[44]
Gadolinium
oxide
3
N.A. A549, NH1299,
NH1650
2 Gy
Increased
cell death
[45]
Gd2O3,
CeO2-Gd
<100
N.A. U-87MG
3 Gy
Increased
cell death
[46]
Gd-doped
titania
20
4-carboxybutyl
triphenylphosphonium
bromide
MCF-7
4 Gy
1.7
[47]
Cerium
oxide
N.A. N.A. L3.6pl, Panc1
5 Gy
Increased
cell death
[48]
CuO
5.4
N.A. MCF-7 cells, U14
tumor-bearing nude
mice
0–8 Gy
Increased
cell death
[49]
Silicon
<5
2-methyl 2-propenoic
acid methyl ester
rat glioma C6 cells
0–3 Gy
Promoted
ROS
production
[50]
Silicon
N.A. NH2
MCF-7
3 Gy
Promoted
ROS
production
[51]
C60
90–100
N.A. B16, SMMU-7721
0–10 Gy
Increased
cell death
[52]
Hydrogenated
nanodiamonds
16
N.A. Caki-1, ZR75.1S,
ZR75.1R
4 Gy
Increased
cell death
[53]
MWCNTs
loaded with
ruthenium
polypridyl
complex
Diameter: 225
NH2
R-HepG2
8 Gy
Increased
cell death
[54]
Abbreviations:
DEF, dose enhancement factor; SER, sensitization enhancement ratio; N.A., not available;
Ref., references. 2.1. Nanoradiosensitizers Based on Oxidative Stress Gold-based nanomaterials have been extensively investigated as a new type of NP-based
radiosensitizer involved in cancer radiotherapy. Gold nanoparticles (GNPs) with various decorations
can sensitize cancer cells to radiation through the induction of oxidative stress. For example,
both polyethylene glycol (PEG)-functionalized GNPs (20 nm) and amino-PEG-functionalized GNPs
(10 nm) radiosensitized cancer cells through the induction of oxidative stress [24,25]. Under X-ray
irradiation, gold-levonorgestrel nanoclusters (2 nm) consisting of Au8(C21H27O2)8 (Au8NC) with bright
luminescence (58.7% quantum yield) and satisfactory biocompatibility promoted the production of ROS
and induced cytotoxicity in human esophageal squamous cancer cells (EC1 )cells and EC1 tumor-bearing
nude mice [26]. The overexpression of glutathione (GSH) in tumors impaired these radiotherapy
effects. Histidine-capped gold nanoclusters (Au NCs@His) (3 nm) improved the radiotherapy effects
by depleting intracellular GSH in U14 cells [27]. 4 of 30 Nanomaterials 2020, 10, 504 Enhancement of cellular uptake is beneficial to the radiosensitization effects induced by GNPs. For example, thioglucose decoration on GNPs (14 nm) increased cellular uptake by approximately 31%
in human ovarian cancer cells (SK-OV-3) compared with the uptake of naked GNPs, with the former
inducing elevated levels of ROS production and enhanced radiotherapy [28]. The modification of
GNP-PEG with positively charged cell-penetrating peptides significantly increased GNP internalization
and ROS production in the LS180 colorectal cancer cell line, leading to enhanced radiosensitivity [29]. Mitochondria-targeting
NPs
exhibited
excellent
radiosensitization
effects. Peptide
(CCYKFR)-templated Au nanoclusters (AuNCs, 3 nm) efficiently targeted mitochondria in
human breast cancer MCF-7 cells. CCYKFR–AuNCs irradiated by 4 Gy of X-rays elicited a
burst of mitochondrial ROS, resulting in cancer cell death (Figure 1) [30]. In another study,
a mitochondria-targeted nanoradiosensitizer was constructed by covalently attaching mitochondria
targeting triphenylphosphine (TPP) groups to TiO2-Au NPs. When irradiated with X-rays, TiO2-Au-TPP
NPs (18 nm) triggered ROS production in mitochondria, caused a decrease in mitochondrial membrane
potential, and induced the death of MCF-7 cells. In a MCF-7 and 4T1 tumor-bearing Balb/c mouse
model, TiO2-Au-TPP dramatically improved the therapeutic efficacy of radiotherapy [31]. Nanomaterials 2020, 10, 504
5 of 33 Figure 1. Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. Figure 1. 2.1. Nanoradiosensitizers Based on Oxidative Stress Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. Figure 1. Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. Figure 1. Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. Figure 1. Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. Figure 1. Enhanced radiosensitivity of cancer cells by gold nanoclusters (AuNCs) with mitochondria
targeting. Peptide-templated AuNCs were synthesized through a green synthetic route, featured with
highly efficient co-localization onto mitochondria after endocytosis. Under 4 Gy X-ray irradiation,
peptide (CCYKFR)–AuNCs can introduce the burst of mitoROS and cell death. Reproduced with
permission [30]. Copyright The Royal Society of Chemistry, 2017. The surface physicochemical properties of GNPs can modulate this radiosensitization effect. Gold nanospikes (GNSs, 54 nm) were decorated with different ligands, including HS-PEG-CH3
(GNSs), HS-PEG-NH2 (NH2-GNSs), HS-PEG-folate (FA-GNSs), and cell-penetrating peptide TAT
(TAT-GNSs). These GNSs exhibited the following radiosensitization effects in human oral squamous
KB cells in descending order of magnitude: TAT-GNSs > FA-GNSs > NH2-GNSs > GNSs; these effects
are correlated dosely with their levels of cellular uptake. Among these GNSs, the sensitization
enhancement ratio (SER) for the TAT-GNSs reached 2.30. The radiosensitization mechanisms of these
GNSs involved increased ROS generation and mitochondrial depolarization. 2.1. Nanoradiosensitizers Based on Oxidative Stress Radiotherapy of U14
tumor-bearing mice in vivo demonstrated that TAT-GNSs exhibited the best radiosensitization effect
[32]. Zwitterionic glutathione-coated AuNPs (GS-AuNPs) sensitized MCF-7 cells to radiation
delivered with a clinically appropriate megavoltage photon beam at a low dose of approximately 2.25
The surface physicochemical properties of GNPs can modulate this radiosensitization effect. Gold
nanospikes (GNSs, 54 nm) were decorated with different ligands, including HS-PEG-CH3 (GNSs),
HS-PEG-NH2 (NH2-GNSs), HS-PEG-folate (FA-GNSs), and cell-penetrating peptide TAT (TAT-GNSs). These GNSs exhibited the following radiosensitization effects in human oral squamous KB cells
in descending order of magnitude: TAT-GNSs > FA-GNSs > NH2-GNSs > GNSs; these effects are
correlated dosely with their levels of cellular uptake. Among these GNSs, the sensitization enhancement
ratio (SER) for the TAT-GNSs reached 2.30. The radiosensitization mechanisms of these GNSs involved
increased ROS generation and mitochondrial depolarization. Radiotherapy of U14 tumor-bearing mice
in vivo demonstrated that TAT-GNSs exhibited the best radiosensitization effect [32]. Zwitterionic
glutathione-coated AuNPs (GS-AuNPs) sensitized MCF-7 cells to radiation delivered with a clinically
appropriate megavoltage photon beam at a low dose of approximately 2.25 Gy, while PEG decoration 5 of 30 Nanomaterials 2020, 10, 504 exhibited protective effects against radiation. The ligand effect on radiosensitization is thought to be
independent of cellular uptake but may be related to ROS regulation [33]. The shape of gold (Au) nanomaterials can also regulate the efficiency of radiosensitization. GNPs
(53 nm), GNSs (54 nm), and gold nanorods (GNRs, 50 nm × 12 nm) with the same PEG coatings
exhibiting different radiosensitization effects in KB cells, the effects of which followed the same order
as cellular uptake level (GNPs > GNSs > GNRs). The radiosensitization mechanisms involve ROS
production, with GNPs inducing the highest ROS and cytotoxicity levels under irradiation [34]. p
g
g
y
y
The hybridization of GNPs with other NPs also exhibited excellent radiosensitization effects. Fe3O4-Au nanoparticles (Fe3O4-Au pNPs, 12.5 nm) significantly enhanced ROS levels in MCF-7 and
A549 cells and sensitized both kinds of cells to X-rays. However, in MCF-10A noncancer cells, Fe3O4-Au
pNPs only slightly promoted the production of ROS and ultimately failed to exhibit a radiosensitization
effect [35]. α-Fe2O3 coated with ultrasmall gold nanoseeds (α-Fe2O3@Au, 49 nm) sensitized 4T1 cells
to radiotherapy through ROS generation. Near-infrared (NIR) treatment induced ablation of α-Fe2O3
and the aggregation of GNPs of approximately 13 nm, which was the optimal size for ROS production
and radiotherapy [36]. 2.1. Nanoradiosensitizers Based on Oxidative Stress GNRs (61 nm × 17 nm) encapsulated with Se shells (Au@Se-R/A NCs, R/A:
arginine-glycine-aspartic acid (RGD)/activatable cell-penetrating peptide (ACPP), 120 nm) were used
as sensitizers in radiochemotherapy by synergizing the radiosentization effects of GNRs and the
anticancer effects of the Se shells. The radiosentization mechanism of the Au@Se-R/A NCs involved
ROS overproduction [37]. Dumbbell-like Au-TiO2 NPs (DATs, 70.1 ± 4.9 nm) showed a synergistic
therapeutic effect on radiation therapy, mainly because of strong asymmetric electric coupling of
the metals with high atomic number, and the dielectric oxides at their interfaces. DATs significantly
sensitized SUM159 triple-negative breast cancer (TNBC) cells to X-rays through oxidative stress and
reduced tumor volume in SUM159-tumor-bearing mice, increasing their median survival [27]. In addition to gold-based NPs, other kinds of NPs can enhance radiation sensitivity. AgNPs
induced radiation sensitivity by decreasing the levels of catalase (CAT), superoxide dismutase (SOD),
and total GSH in human hepatocellular carcinoma HepG2 cells [38]. The induction of ROS played an
essential role in the radiosensitization of AgNPs (15 nm) in human U251 glioma cells [39]. TNBC cells
are more vulnerable to reagents that elicit oxidative stress than are non-TNBC cells. AgNPs (20–30 nm)
were found to induce higher levels of oxidative damage in TNBC cells than they did in non-TNBC
cells, leading to the reduction of TNBC growth and improvement of radiation therapy [40]. Iron-based NPs can also sensitize cancer cells to radiation through an oxidative stress mechanism. For example, magnetic iron-oxide NPs (IONPs, 10 nm) decorated with the epidermal growth factor
receptor (EGFR) antibody cetuximab were targeted EGFRvIII-overexpressing glioblastoma (GBM)
cells. A significant antitumor effect was found in vitro after treatment with cetuximab-IONPs and
ionizing radiation. Moreover, in vivo experiments indicated that the overall survival of nude mice
was significantly increased after the combination treatment described above was administered to
them. These radiosensitization mechanisms involve ROS production [41]. The spherical aggregates of
PEGylated ferrocene (Fc-PEG, 75 nm) sensitized 4T1 cells to X-rays through the enhanced generation
of ROS [42]. SeNPs (27.5 nm) induced both endogenous and radiation-induced ROS formation in MCF-7
cells under irradiation [29]. The surface decoration regulated the radiosensitization effects of SeNPs. Specifically, SeNPs (200 nm) decorated with chitosan and transferrin significantly enhanced the
radiotherapy effects of 125I seeds through the activation of ROS production and p53-mediated apoptotic
pathways in C6 and A375 cells [43]. 2.1. Nanoradiosensitizers Based on Oxidative Stress In another study, PEG-SeNPs sensitized HeLa cells to radiotherapy
through an oxidative stress mechanism. However, polyvinylpyrrolidone (PVP)-SeNPs did not exhibit
radiosensitization effects [44]. A series of metal oxide NPs exhibited radiosensitization effects based on an oxidative stress
mechanism. For example, gadolinium oxide NPs (3 nm) induced hydroxyl radical production
and oxidative stress in a dose- and concentration-dependent manner under X-ray irradiation in
non-small-cell lung cancer (NSCLC) cells [45]. Gd2O3 and CeO2-Gd NPs (<100 nm) sensitized U-87 6 of 30 Nanomaterials 2020, 10, 504 MG cells to radiation through induced oxidative stress [46]. Gd-doped titania NPs ((TiO2(Gd) NPs),
20 nm) decorated with 4-carboxybutyl triphenylphosphonium bromide (TPP) targeted mitochondria
in MCF-7 cells. TiO2(Gd) NPs boosted ROS production in mitochondria under X-ray irradiation
and greatly amplified the antitumor efficacy of radiotherapy [47]. Cerium oxide NPs increased ROS
production in pancreatic cancer cells, resulting in the activation of thioredoxin 1 (TRX1)-apoptosis
signaling kinase 1 (ASK1)-c-Jun terminal kinase (JNK) (TRX1-ASK1-JNK) redox-sensing pathway and
apoptosis [48]. In contrast, another work showed that cerium nanoparticles (CNPs) exhibited higher
SOD-mimetic activity, which could be modulated by the change in the anion of the precursor salt [55]. CuO NPs (5.4 nm) significantly increased oxidative stress levels, resulting in radiosensitization effects
in MCF-7 cells and U14 tumor-bearing nude mice [49]. SiNPs (<5 nm) significantly enhanced ROS production in rat glioma C6 cells under X-ray irradiation. In the absence of SiNPs, ROS levels were not enhanced upon X-ray irradiation [50]. Positively charged
NH2-SiNPs penetrated the mitochondrial membrane and significantly increased intracellular ROS
levels in MCF-7 cells under X-ray irradiation; however, uncapped SiNPs did not increase intracellular
ROS levels [51]. Carbon-based NPs can also induce radiosensitization effects based on an oxidative stress
mechanism. For example, the combination of nano-C60 (90–100 nm) administration and 60Co γ
irradiation induced higher ROS levels and enhanced cytotoxicity in B16 and human hepatocellular
carcinoma SMMU-7721 cells than did 60Co treatment alone [52]. Hydrogenated nanodiamonds (16 nm)
with a positive charge enhanced the radiotherapy effects in three radioresistant cancer cell lines (Caki-1,
ZR75.1S, ZR75.1R). These radiosensitization mechanisms involved oxidative stress [53]. NH2-decorated
multiwalled carbon nanotubes (NH2-MWCNTs) were loaded with ruthenium polypridyl complex
(RuPOP@MWCNTs) via π-π and hydrogen bond interactions. The positive charge on the MWCNTs
promoted NP cellular uptake into cancer cells. RuPOP@MWCNTs significantly enhanced the radiation
effects of clinically appropriate X-ray irradiation of drug-resistant R-HepG2 cells through an oxidative
stress mechanism [54]. 2.2. The Impact of the Nanoparticles’ (NP) Physicochemical Properties on Oxidative Stress Generally, the size of NPs is negatively correlated with the oxidative stress level induced in cancer
cells. Triphenylphosphine monosulfonate (TPPMS)-GNPs (1.4 nm) induced higher ROS levels than
their 15 nm-sized counterparts in HeLa cells [56]. GNPs of different sizes (30, 50, 90 nm) regulated
oxidative stress levels in HL-60 and HepG2 cells, with GNPs of 30 nm treatment resulting in the lowest
GSH level, followed by that induced by GNPs of 50 nm and 90 nm [57]. GNPs of 5 nm elicited the
highest ROS level in HepG2 and L02 cells, followed by 20 nm- and 50 nm-sized GNPs [58]. The
intracellular ROS level induced by PEG-GNPs (6.2–61.2 nm) was also negatively correlated with NP size
in HepG2 and HeLa cells [59]. In addition to GNPs, NPs of other sizes were also negatively correlated
with oxidative stress levels in cancer cells, such as silica NPs [60,61], AgNPs [62], PVP-AgNPs [63] and
Cu2-xSe NPs [64]. The shape of NPs can regulate oxidative stress levels in cancer cells. Rod-like NPs induce
higher levels of ROS in cells than do spherical NPs [65,66], while octahedral-shaped Cu2O NPs
induce higher ROS levels and cytotoxicity than hexagonal or cubic Cu2O NPs [67]. The surface
charge of NPs can regulate the oxidative stress level in cancer cells. We and other researchers
have found that the intracellular ROS level is positively correlated with positively charged NPs,
such as GNPs [68–70], polyethylenimine (PEI)-decorated GNRs [71], single-walled carbon nanotubes
(SWCNTs) [72], ZnO NPs (98 nm, 11.1 mV) [73], upconversion (UCNP)@SiO2 NPs with NH2 decoration
(37 nm, 26.2 mV) [74], and glucose-decorated iron oxide NPs (70 nm) [75]. In addition, we found
that, in A549 cells, hydrophobic GNPs are more likely to induce oxidative stress than are hydrophilic
NPs [68]. Furthermore, the length of the hydrophobic moieties in positively charged ligands was
found to be positively correlated with intracellular ROS levels induced in HeLa cells treated with
GNPs (2 nm) [76]. 7 of 30 7 of 30 Nanomaterials 2020, 10, 504 3. DNA Damage DNA in cells continually incurs various types of damage, and cells have devised ingenious
mechanisms to repair DNA damage [77]. DNA damage leads to many kinds of diseases, including
cancer [78]. However, DNA damage induced by radiation also plays key roles in cancer treatment [79]. In this section, we summarize the radiosensitization effect of NPs on DNA damage mechanisms
(Table 2). The regulation of DNA damage in cancer cells by physicochemical properties of NPs is also
summarized because it is beneficial to the design of nanoradiosensitizers. Table 2. Summary of nanoradiosensitizers based on DNA damage mechanism. Composition
Size
(nm)
Surface Chemistry
Cell
Line/Model
Source
Energy
DEF/SER/Effect
Ref. Gold
2
N.A. MDA-MB-231
2 Gy
Enhanced DNA
damage
[80]
Gold
12
PEG
U251
4 Gy
(in vitro), 20
Gy (in vivo)
1.3
[81]
Gold and
superparamagnetic
iron oxide
nanoparticles
(SPION)-loaded
micelles
100
Dodecanethiol, oleic
acid
U251, U373
4 Gy
Enhanced DNA
damage
[82]
Au@Se
120
Positively-charged
chitosan
A375
4 Gy
Suppressedtumor
growth
[37]
Nanogel containing
GNPs
N.A. PEG
SCCVII
15 Gy
Increased cell
death
[83]
Gold
4.5
DNA
U251MG-P1
1–5 Gy
Increased cell
death
[84]
Gold
50
Cisplatin
GBM cell
lines (S2)
10 Gy
Inhibited cell
proliferation
[85]
Gold
30
Herceptin
SK-BR-3
0–1 Gy
Enhanced DNA
damage
[86]
Gold
30
Herceptin
MDA-MB-361
0–7 Gy
1.6
[87]
Gold
5
Doxorubicin
HeLa
3 Gy
Increased cell
death
[88]
Gold
18
Chitosan,
Doxorubicin
MCF-7
0.5, 1, 3 Gy
Increased cell
death
[89]
Gold
8
Goserelin, PEG
PC3
4 Gy
Increased cell
death
[90]
Gold
14
Polyethylenimine
A712
80 mGy/min
Increased cell
death
[91]
Gold
<2
GSH, BSA
HeLa cells
and U14
tumor-bearing
nude mice
0–8 Gy
1.3 (GSH), 1.21
(BSA)
[92]
Silver
20–30
Polyvinylpyrrolidone
MDA-MB-231
0–4 Gy
Increased cell
death
[40]
Silver
20
Epidermal growth
factor
receptor-specific
antibody
nasopharyngeal
carcinoma
epithelial
(CNE) cells
0, 2, 4, 6, 8
Gy
1.4
[93]
Iridium
<5
RGD, transactivator
of transcription
(TAT)
4T1
4, 6, 8 Gy
Increased cell
death
[94] Table 2. Summary of nanoradiosensitizers based on DNA damage mechanism. 8 of 30 Nanomaterials 2020, 10, 504 Table 2. Cont. Composition
Size
(nm)
Surface Chemistry
Cell
Line/Model
Source
Energy
DEF/SER/Effect
Ref. Gadolinium-doped
ZnO
9
N.A. SKLC-6
0–8 Gy
1.47 (10 µg/mL),
1.61 (20 µg/mL)
[95]
Iron-oxide
10
Oleic acid
WEHI-164
2 Gy
Inhibited cell
proliferation
[96]
SPION
4–6
Chitosan, PEG, PEI,
siRNA
UW228,
Res196
2 Gy
Increased cell
death
[97]
Thulium oxide
40–45
N.A. 3. DNA Damage 9L
gliosarcoma
0–8 Gy
1.32
[98]
Tantalum oxide
80
Doxorubicin
4T1
0–6 Gy
Increased cell
death
[99]
ZnO
7
N.A. SKLC-6
2 Gy
1.23 (10 µg/mL),
1.31 (20 µg/mL)
[100]
Polymeric NPs
containing
camptothecin
20–30
N.A. HT-29
0–6 Gy
2.2
[101]
Polymer NPs loaded
with JNK inhibitor
<100
N.A. Lewis lung
carcinoma
(LLC) cells
0–10 Gy
Suppressedtumor
growth
[102]
PLGA NPs containing
DNA double-strand
repair inhibitors
87
PEG
H460
0–8 Gy
Increased cell
death
[74]
PEI carrying DSB bait
140
Folate
PC-3, 22Rv1
0–8 Gy
Increased cell
death
[103]
BSA NPs loaded
organic
selenocompound
255
Folate
HeLa
8 Gy
Increased cell
death
[104]
Abbreviations:
DEF, dose enhancement factor; SER, sensitization enhancement ratio; N.A., not available;
Ref., references. 3.1. Nanoradiosensitizers Based on DNA Damage The interaction between GNPs and DNA regulates radiosensitization effects. GNPs (<5 nm) can
bind to plasmid DNA through electrostatic interactions, resulting in DNA single-strand breaks (SSBs)
and double-strand breaks (DSBs) under irradiation [105]. The distance between GNPs and DNA can
affect the radiosensitization effect because GNPs with the shortest possible linker induce the greatest
radiosensitization effect [106]. GNP-induced DNA damage contributes to the radiosensitization effect on cells. GNPs (2 nm)
sensitized MDA-MB-231 breast cancer cells to radiation through the induction of DNA damage [80]. PEG-decorated GNPs (12 nm) increased cellular DNA damage under irradiation in human GBM-derived
cell lines and enhanced the survival of orthotopic GBM tumor-bearing mice [81]. Gold and
superparamagnetic iron oxide nanoparticles (SPION)-loaded micelles (GSMs, 100 nm) in combination
with radiotherapy led to an ~2-fold increase in DSBs in GBM cells [82]. The combination of Au@Se
NPs (120 nm) treatment with irradiation induced DNA damage by enhancing ROS generation and the
phosphorylation levels of related proteins, including Ataxia-telangiectasia mutated (ATM), Checkpoint
kinase 2 (Chk2), Breast cancer susceptibility protein 1 (BRCA1), p53 and histones [37]. The inhibition of DNA repair induced by GNPs also contributes to the radiosensitization effect. For example, homologous recombination (HR) and non-homologous end joining (NHEJ) are intrinsic
DSB repair pathways. PEGylated nanogels containing GNPs inhibited the expression of HR and
NHEJ-related proteins, including Rad51 and Ku70, resulting in the suppression of the repair of
radiation-induced DSBs in murine squamous carcinoma SCCVII cells [83]. DNA-GNPs (4.5 nm)
effectively abrogated the repair of radiation-induced DNA DSBs and sensitized U251MG-P1 cancer
stem cell-like cells to radiotherapy through the induction of mitotic catastrophe [84]. 9 of 30
5 nm) Nanomaterials 2020, 10, 504
radiation-induced DSB
ff
i
l
b
d GNPs conjugated with anticancer drugs exhibited a synergistically effective cancer treatment
by effectively delivering drugs to tumor cells and enhancing cell radiosensitization activity, such
as through DNA damage induction. For example, the combined treatment of cisplatin-tethered
GNPs (50 nm) and irradiation significantly enhanced DNA DSBs, as evidenced by the enhanced
density of γ-H2AX foci, resulting in the apoptosis of patient-derived treatment-resistant glioblastoma
multiforme (GBM) cells (Figure 2) [85]. HER-2-targeted Herceptin-GNPs (30 nm) in combination
with X-rays induced higher levels of DNA DSBs in HER2-positive human breast cancer cells than
X-ray irradiation alone [86,87]. Furthermore, the combined treatment of Herceptin-GNPs and X-ray
irradiation significantly inhibited tumor growth compared to X-ray irradiation alone [87]. 3.1. Nanoradiosensitizers Based on DNA Damage Doxorubicin
(DOX)-loaded GNPs (5 nm) with dual-targeting decoration were more likely to be internalized by HeLa
cells than were monotargeting or nontargeting decorations, leading to higher levels of DNA DSBs under
irradiation [88]. Chitosan-capped GNPs (18 nm) loaded with doxorubicin (CS-GNPs-DOX) enhanced
the chemoradiotherapeutic effect by significantly decreasing cancer cells viability by increasing DNA
DSBs in MCF-7 breast cancer cells [89]. Goserelin-decorated pegylated GNRs (gGNRs, 8 nm) were
preferentially internalized by PC3 cells through a gonadotropin-releasing hormone receptor-mediated
mechanism. The combined treatment of gGNR and irradiation induced higher levels of γ-H2AX foci
than the combination of pegylated GNR and irradiation [90]. stem cell-like cells to radiotherapy through the induction of mitotic catastrophe [84]. GNPs conjugated with anticancer drugs exhibited a synergistically effective cancer treatment by
effectively delivering drugs to tumor cells and enhancing cell radiosensitization activity, such as
through DNA damage induction. For example, the combined treatment of cisplatin-tethered GNPs
(50 nm) and irradiation significantly enhanced DNA DSBs, as evidenced by the enhanced density of
γ-H2AX foci, resulting in the apoptosis of patient-derived treatment-resistant glioblastoma
multiforme (GBM) cells (Figure 2) [85]. HER-2-targeted Herceptin-GNPs (30 nm) in combination with
X-rays induced higher levels of DNA DSBs in HER2-positive human breast cancer cells than X-ray
irradiation alone [86,87]. Furthermore, the combined treatment of Herceptin-GNPs and X-ray
irradiation significantly inhibited tumor growth compared to X-ray irradiation alone [87]. Doxorubicin (DOX)-loaded GNPs (5 nm) with dual-targeting decoration were more likely to be
internalized by HeLa cells than were monotargeting or nontargeting decorations, leading to higher
levels of DNA DSBs under irradiation [88]. Chitosan-capped GNPs (18 nm) loaded with doxorubicin
(CS-GNPs-DOX) enhanced the chemoradiotherapeutic effect by significantly decreasing cancer cells
viability by increasing DNA DSBs in MCF-7 breast cancer cells [89]. Goserelin-decorated pegylated
GNRs (gGNRs, 8 nm) were preferentially internalized by PC3 cells through a gonadotropin-releasing
hormone receptor-mediated mechanism. The combined treatment of gGNR and irradiation induced
higher levels of γ-H2AX foci than the combination of pegylated GNR and irradiation [90]. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic
damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic
damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic
damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. Figure 2. Multifunctional nanosphere for combined chemo-radiotherapy. Principle of nanosphere
action based on gold and platinum mediated radiosensitization and cisplatin induced genotoxic damage. Reproduced with permission [85]. Copyright The Royal Society of Chemistry, 2014. The size and surface chemistry of GNPs can regulate the radiosensitization effect through the
generation of DNA damage. Citrate-coated GNPs (6, 10, 25 nm) induced different levels of plasmid DNA
damage under irradiation. The number of SSB increased as the size of the GNP was decreased [107]. The uptake level of positively charged GNPs (14 nm) was higher than that of negatively charged
GNPs by A712 human glioblastoma cells. Upon irradiation, positively charged GNPs induced higher
levels of DNA damage and apoptosis than did their negatively charged counterparts [91]. The surface
chemistry of the GNPs (32 nm) regulated the DNA damage-mediated radiosensitization effects. Citrate
decoration on GNPs induced the highest level of plasmidic DNA damage under irradiation, followed by
PEG1000, human serum albumin (HSA), and PEG4000 decoration, for which the level of DNA damage
was correlated with hydroxyl radical (HO·) production [108]. Both GSH- and bovine serum albumin 10 of 30 Nanomaterials 2020, 10, 504 (BSA)-decorated Au25NCs (<2 nm) with biocompatible coating surfaces preferentially accumulated
in tumors via an improved enhanced permeability and retention (EPR) effect, which led to a greater
enhancement of cancer radiotherapy than was induced by the much larger Au NPs. Under irradiation,
GSH-coated Au25NCs induced more significant DNA damage, decreased tumor weight and showed
more efficient renal clearance than did BSA-GNPs [92]. In addition to gold-based NPs, other metal NPs can induce DNA damage-related radiosensitization
effects. For example, AgNPs (20–30 nm) induced more DNA damage with concurrent radiation
treatment in triple-negative MDA-MB-231 cells than they did in non-triple-negative MCF-7 and
MCF-10A cells, with the effect based on an oxidative stress mechanism and resulting in the inhibition of
tumor growth [40]. In another study, AgNPs (20 nm) inhibited the expression of DNA damage/repair
proteins, including Rad51, Ku-70, and Ku-80, in nasopharyngeal carcinoma epithelial (CNE) cells
under irradiation. The targeted epidermal growth factor receptor-specific antibody decoration on
AgNPs can significantly enhance radiation-induced DNA damage, possibly by elevated cellular
uptake [93]. Arg-Gly-Asp (RGD) andtransactivator of transcription (TAT) decoration on iridium (Ir)
NPs (<5 nm) accumulated in cancer cells and showed cell-nucleus targeting. RGD-Ir-TAT NPs elicited
ROS overproduction and DNA lesions in 4T1 cells under X-ray irradiation and exhibited satisfactory
destruction of tumor tissues [94]. Metal oxide NPs exhibited radiosensitization effects through DNA damage or the inhibition of
DNA repair. Thulium oxide NPs (40–45 nm) enhanced DSBs in radioresistant 9L brain gliosarcoma
cells under irradiation [98]. The combined chemoradiotherapy of DOX-loaded mesoporous tantalum
oxide (mTa2O5, 80 nm) NPs led to a strong synergistic therapeutic effect in a mouse tumor model. The
interaction of Ta with X-rays induced significant DNA damage during radiotherapy [99]. ZnO NPs
(7 nm) sensitized SKLC-6 lung cancer cells to radiation through the induction of DNA damage; however,
ZnO NPs exhibited no radiosensitization effect on MRC-5 normal lung cells [100]. Gadolinium-doped
ZnO NPs (9 nm) impaired DNA repair by downregulating the mRNA levels of XRCC2 and XRCC4
genes under irradiation and induced apoptosis in SKLC-6 lung carcinoma cells [95]. Oleic acid
decorated iron-oxide NPs (MN-OA, 10 nm) downregulated proteins involved in DNA double-strand
break repair, such as RAD51 and BRCA1, resulting in DNA damage in mouse fibrosarcoma WEHI-164
cells under irradiation [96]. Apurinic endonuclease 1 (Ape1) is an enzyme involved in base excision
repair. The SPION (4–6 nm)-based siRNA delivery system knocked down the expression of Ape1 and
sensitized brain tumor cells to radiotherapy [97,109]. A series of polymer NPs can be used as drug carriers to enhance the radiosensitization effect by
promoting DNA damage. Polymeric NPs containing camptothecin (CRLX101, 20–30 nm) promoted
the formation and persistence of radiation-induced DSBs and inhibited radiation-induced HIF1α
activation, which resulted in enhanced radiosensitization of HT-29 cells and xenograft models [101]. Irradiation can induce site-specific expression of receptors in tumor cells, such as tax-interaction protein
1 (TIP-1). TIP-1-targeted polymer NPs (<100 nm) loaded with JNK inhibitor molecules significantly
inhibited DNA repair in Lewis lung carcinoma (LLC) cells under irradiation and induced greater
apoptosis and inhibition of tumor growth compared to irradiation alone [102]. The application
of DNA double-strand repair inhibitors (DSBRIs) is a promising strategy to improve radiotherapy. KU55933, a DSBRI, was loaded into PLGA NPs (87 nm). The resulting NP KU55933 improved the
radiosensitization of H460 cells and tumor tissues through the downregulation of ATM and AKT
phosphorylation [74]. EGF-decorated PLGA NPs (130–140 nm) incorporating a ruthenium-based
radiosensitizer preferentially bound to EGFR-overexpressing oesophageal cancer cells and exhibited
radiosensitization effects through the induction of DNA damage [110]. Folate-decorated PEI NPs
were used to construct a new class of DNA damage repair inhibitors, nanoparticle Dbait (NP Dbait,
140 nm), which were internalized by prostate cancer cells overexpressing folate receptors. Dbait in the
nucleus inhibited DNA damage repair signaling pathways by mimicking DNA DSBs, resulting in the
activation of DNA-PK and H2AX phosphorylation. DNA damage repair factors were assembled at
the end of Dbait and sequestered away from the real DSB sites, resulting in defects in DSB repair in 11 of 30 Nanomaterials 2020, 10, 504 cells under irradiation [103]. X-ray repair cross-complementing protein 1 (XRCC-1) is overexpressed in
X-ray-resistant HeLa cells and is critical for the inhibition of DNA repair. Folate decorated-BSA NP
(255 nm) loaded with organic selenocompounds increased ROS overproduction and inhibited XRCC-1
expression in HeLa cells under irradiation [104]. 3.2. The Impact of NP Physicochemical Properties on DNA Damage Generally, the size of NPs is negatively correlated with DNA damage level. Small GNPs (5 nm)
induced DNA damage in HepG2 cells and clastogenic damage in vivo, while larger GNPs (20 nm,
50 nm) did not induce these effects [111]. AgNPs (4.7 nm) induced higher genotoxicity in HepG2
and HL-60 cells than did AgNPs (42 nm), as evidenced by DNA strand breaks and oxidative DNA
damage [112]. Small silica NPs (19 nm) induced higher DNA damage levels in HepG2 cells than did
larger NPs (43 nm, 68 nm) [61]. The shape of NPs can regulate DNA damage. MWCNTs (10–30 µm/8–15 nm, 0.5–2 µm/8–15 nm)
induced single-strand DNA damage and elevated DNA repair gene levels in HepG2 cells, while
MWCNTs (10–30 µm/20–30 nm) caused no damage to DNA [113]. Another study reported that the
length and diameter of the MWCNTs were positively correlated with the DNA damage level in
A549 cells [114]. Needle-shaped PLGA-PEG NPs (30 × 540 nm) caused DNA fragmentation and
cytotoxicity in HepG2 cells, while no DNA damage was found in HepG2 cells treated with spherical
NPs (90 nm) [115]. In addition to the size and shape of NPs, the NP surface charge can also regulate
DNA damage. GNPs (3.1 nm, 24.5 mV) with a positive charge induced the highest DNA damage level
in A549 cells, followed by negatively charged GNPs [116]. 4. Cell-Cycle Arrest The cell cycle contains four phases: The G1, S, G2 and M phase. The G2/M phase is the most
sensitive phase to radiation. Therefore, NPs that can induce cell-cycle arrest at the G2/M phase enhance
the radiotherapeutic effect on cancer cells. In recent years, various kinds of NPs were found to exhibit
radiosensitization effects through the induction of cell-cycle arrest. They are summarized in this section
(Table 3). Table 3. Summary of nanoradiosensitizers based on cell-cycle arrest mechanism. Composition
Size (nm)
Surface Chemistry
Cell
Line/Model
Source
Energy
DEF/SER/Effect
Ref. Gold
5
N.A. Huh7,
HepG2
5 Gy of γ, 5
GyE of
neutron
radiation
1.16–1.80
[117]
Gold
50
N.A. HTB-72
0–4 Gy
Increased cell death
[118]
Gold
11
Glucose
DU-145
2 Gy
Growth inhibition
[119]
Gold
44 × 15
Arg-Gly-Asp peptides
(RGD)
A375
0–8 Gy
1.35
[120]
Gold
55
Epidermal growth
factor receptor (EGFR)
antibody
HeLa
5, 10 Gy
Increased cell death
[121]
Gold
16, 49
Glucose
MDA-MB-231
0–10 Gy
1.86 (49 nm),
1.49 (16 nm)
[54]
Gold-silver
150
l-ascorbic acid
HepG2
0–10 Gy
1.8
[122]
Graphene
Lateral size: 18
N.A. SW620,
HCT116 c
3, 6 Gy
Increased cell death
[123]
Bi2O3
45
Hyaluronic acid
SMMC-7721
0–9 Gy
Increased cell death
[124]
Iron-oxide
10
Oleic acid
WEHI-164
2 Gy
Inhibited cell
proliferation
[96]
Gadolinium oxide
2–5
N.A. A549,
NH1299,
NH1650
0–4 Gy
1.10 (A549), 1.11
(NH1299), 1.20
(NH1650)
[125] Table 3. Summary of nanoradiosensitizers based on cell-cycle arrest mechanism. 12 of 30 Nanomaterials 2020, 10, 504 Table 3. Cont. Composition
Size (nm)
Surface Chemistry
Cell
Line/Model
Source
Energy
DEF/SER/Effect
Ref. Titanate nanotubes
10
N.A. SNB-19,
U87MG
0.5, 1, 2, 5, 10
Gy
Increased cell death
[126]
TiO2
45
SN-38,
nucleus-targeting
moieties
4T1-Luc
4, 6 Gy
Inhibited cell
proliferation
[127]
Hydroxycamptothecin-
loaded micelles
132
Folate
HeLa
Total dose of
20 Gy
Inhibited tumor
growth
[128]
Ceria
3–5
Neogambogic acid
MCF-7
0–8 Gy
Inhibited cell
proliferation
[129]
Micelles
85
Paclitaxel
Lewis lung
carcinoma
cells
Total dose of
12 Gy
Inhibited tumor
growth
[130]
PLGA
200–500
Paclitaxel
HepG2,
HeLa
0–10 Gy
Increased cell death
[131]
PLGA
500
Paclitaxel
MCF-7
0–10 Gy
Increased cell death
[132]
PLGA
130–150
Docetaxel
A549, CNE-1
0–8 Gy
1.68 (A549), 1.61
(CNE-1)
[133]
Fe3O4@ZnO
<200
Doxorubicin,
transferrin receptor
antibody
SMMC-7721
3 Gy
Inhibited tumor
growth
[134]
Abbreviations:
DEF, dose enhancement factor; SER, sensitization enhancement ratio; N.A., not available;
Ref., references. 4.1. Nanoradiosensitizers Based on Cell-Cycle Arrest GNPs can sensitize cancer cells to radiation through the induction of cell-cycle arrest. For example,
the combined treatment of GNPs (5 nm) and neutron/γ irradiation induced cell-cycle arrest in the
G2/M phase, resulting in the inhibition of migration and invasion of Huh7 and HepG2 cells [117]. The
combined treatment of irradiation and GNPs (50 nm) significantly increased the proportion of melanoma
cells in the G2/M phase, which enhanced the next radiation treatment [118]. Glucose-GNPs (Glu-GNPs,
11 nm) induced the G2/M arrest of radiation-resistant DU-145 human prostate cancer cells through
activation of checkpoint kinases CDK1 and CDK2, resulting in these cells being sensitized to ionizing
radiation [119]. The decoration of GNPs with targeting moieties can enhance the radiosensitization
effect. Arg-Gly-Asp peptide (RGD)-GNRs sensitized melanoma A375 cells exposed to radiation
through the downregulation of radiation-induced integrin αvβ3 and induction of cell-cycle arrest in
the G2/M phase [120]. EGFR antibody-decorated hollow gold nanospheres (anti-EGFR/HGNs, 55 nm)
were more efficiently internalized by HeLa cells than were naked HGNs. More cells were arrested in
the G2/M phase after induction by anti-EGFR/HGNs than they were after induction by naked HGNs. The combination of anti-EGFR/HGNs and megavoltage irradiation significantly enhanced the number
of apoptotic cells than did irradiation alone [121]. GNP size affected the radiosensitization effects of cell-cycle arrest. For example, the size of
Glu-GNPs regulated the radiosensitization effects in MDA-MB-231 cells. Glu-GNPs (49 nm) were
internalized more efficiently than their counterparts (16 nm) and induced higher levels of G2/M
cell-cycle arrest under irradiation [54]. Cho et al. reported that the surface structure of NPs played key
roles in enhancing these radiosensitizing effects. They found that day-flower-like nanoparticle (D-NP),
which has a large surface area, induced more ROS production in and G2/M stage arrest of HepG2 cells
and exhibited significant radiosensitization effects. However, spherical night-flower-like nanoparticle
(N-NP), which has a small surface area, did not affect the cell-cycle distribution and exhibited no
radiosensitization effects [122]. In addition to GNPs, other NPs also exhibit radiosensitization effects through the induction of G2/M
arrest. Graphene quantum dots (GQDs) sensitize colorectal carcinoma cells to ionizing radiation through the
induction of ROS generation, G2/M stage arrest, and apoptosis [123]. Hyaluronic acid-functionalized bismuth 13 of 30 13 of 30 Nanomaterials 2020, 10, 504 oxide nanoparticles (HA-Bi2O3 NPs, 45 nm) exhibited excellent biocompatibility and radiosensitization
effects in SMMC-7721 cells and tumor-bearing mice. 4.1. Nanoradiosensitizers Based on Cell-Cycle Arrest The combined treatment of HA-Bi2O3 NPs and
irradiation drove a higher proportion of cells into the G2/M phase than did irradiation alone [124]. HSP90
was found to play key roles in the radiosensitization effects of oleic acid-decorated iron-oxide NPs (MN-OA,
10 nm) on WEHI-164 cells and tumor tissues. The interaction between MN-OA and HSP90 led to the
downregulation of proteins involved in cell cycle progression, such as cyclin B1 and CDC2, ultimately
resulting in G2/M stage arrest [96]. Gadolinium oxide NPs (2–5 nm) sensitized three NSCLC cell lines
(A549, NH1299, and NH1650) to carbon ion radiation through the induction of cell cycle arrest in the G2/M
phase and cytotoxicity [125]. Titanate nanotubes (TiONts, 10 nm in diameter) were internalized by human
glioblastoma cells (SNB-19 and U87 MG cell lines) through endocytosis and diffusion mechanisms. Upon
irradiation, TiONts enhanced G2/M cell cycle arrest [126]. Nanomaterials 2020, 10, 504
15 of 33
involved in cell cycle progression, such as cyclin B1 and CDC2, ultimately resulting in G2/M stage
arrest [96] Gadolinium oxide NPs (2 5 nm) sensitized three NSCLC cell lines (A549 NH1299 and y
NPs loaded with cell-cycle blockers and anticancer drugs can enhance the radiosensitization effects
on cells. 7-Ethyl-10-hydroxy-camptothecin (SN-38) induced G2/M cell-cycle arrest. Mesoporous TiO2
NPs (45 nm) carrying SN-38 and nucleus-targeting moieties (MTiO2(SN-38)-TAT-RGD) accumulated in
the nucleus of 4T1-Luc cells and induced G2/M arrest. The combination of MTiO2(SN-38)-TAT-RGD and
X-ray irradiation inhibited cell proliferation in vitro and decreased tumor volume in vivo (Figure 3) [127]. Folate-decoratedhydroxycamptothecin(HCPT)-loadedmicelles(HFOL,132nm)wereeffectivelyinternalized
by HeLa cells. In vivo experiments indicated that HFOL induced the G2/M phase arrest of tumor tissue
cells and inhibited tumor growth upon irradiation [128]. Ceria NPs loaded with the anticancer drug
neogambogic acid (NGA-CNPs, 3–5 nm) induced the G2/M phase cell cycle arrest of MCF-7 cells and
significant radiosensitization effects [129]. Paclitaxel (PTX)-loaded micelle NPs (NK105, 85 nm) induced
more severe G2/M stage arrest and higher radiosensitization of Lewis lung carcinoma cells than did PTX
alone [130]. In another study, PTX-loaded poly(D,L-lactide-co-glycolide) (PLGA, 200–500 nm) NPs sensitized
HepG2 and HeLa cells to radiotherapy through the induction of G2/M stage arrest [131]. Coculture of
MCF-7 cells with paclitaxel-loaded PLGA NPs (500 nm) demonstrated that released paclitaxel blocked
cells in the G2/M phase and sensitized MCF-7 cells to radiation [132]. Docetaxel-loaded PLGA NPs
sensitized A549 and CNE-1 cells to radiation through enhanced G2/M arrest and apoptosis [133]. 4.1. Nanoradiosensitizers Based on Cell-Cycle Arrest The
Fe3O4@ZnO nanocomposites functionalized with transferrin receptor antibody (TfR Ab) delivered DOX
into hepatocellular carcinoma SMMC-7721 cells, resulting in G2/M cell cycle arrest in combination with
irradiation. In vivo studies demonstrated that tumor growth was significantly inhibited after radiotherapy
mediated by Fe3O4@ZnO/DOX/TfR Ab [134]. arrest [96]. Gadolinium oxide NPs (2–5 nm) sensitized three NSCLC cell lines (A549, NH1299, and
NH1650) to carbon ion radiation through the induction of cell cycle arrest in the G2/M phase and
cytotoxicity [125]. Titanate nanotubes (TiONts, 10 nm in diameter) were internalized by human
glioblastoma cells (SNB-19 and U87 MG cell lines) through endocytosis and diffusion mechanisms. Upon irradiation, TiONts enhanced G2/M cell cycle arrest [126]. NPs loaded with cell-cycle blockers and anticancer drugs can enhance the radiosensitization
effects on cells. 7-Ethyl-10-hydroxy-camptothecin (SN-38) induced G2/M cell-cycle arrest. Mesoporous TiO2 NPs (45 nm) carrying SN-38 and nucleus-targeting moieties (MTiO2(SN-38)-TAT-
RGD) accumulated in the nucleus of 4T1-Luc cells and induced G2/M arrest. The combination of
MTiO2(SN-38)-TAT-RGD and X-ray irradiation inhibited cell proliferation in vitro and decreased
tumor volume in vivo (Figure 3) [127]. Folate-decorated hydroxycamptothecin (HCPT)-loaded
micelles (HFOL, 132 nm) were effectively internalized by HeLa cells. In vivo experiments indicated
that HFOL induced the G2/M phase arrest of tumor tissue cells and inhibited tumor growth upon
irradiation [128]. Ceria NPs loaded with the anticancer drug neogambogic acid (NGA-CNPs, 3–5 nm)
induced the G2/M phase cell cycle arrest of MCF-7 cells and significant radiosensitization effects
[129]. Paclitaxel (PTX)-loaded micelle NPs (NK105, 85 nm) induced more severe G2/M stage arrest
and higher radiosensitization of Lewis lung carcinoma cells than did PTX alone [130]. In another
study, PTX-loaded poly(D,L-lactide-co-glycolide) (PLGA, 200–500 nm) NPs sensitized HepG2 and
HeLa cells to radiotherapy through the induction of G2/M stage arrest [131]. Coculture of MCF-7 cells
with paclitaxel-loaded PLGA NPs (500 nm) demonstrated that released paclitaxel blocked cells in the
G2/M phase and sensitized MCF-7 cells to radiation [132]. Docetaxel-loaded PLGA NPs sensitized
A549 and CNE-1 cells to radiation through enhanced G2/M arrest and apoptosis [133]. The
Fe3O4@ZnO nanocomposites functionalized with transferrin receptor antibody (TfR Ab) delivered
DOX into hepatocellular carcinoma SMMC-7721 cells, resulting in G2/M cell cycle arrest in
combination with irradiation. In vivo studies demonstrated that tumor growth was significantly
inhibited after radiotherapy mediated by Fe3O4@ZnO/DOX/TfR Ab [134] Figure 3. Preparation of MTiO2(SN-38)- transactivator of transcription (TAT)-Arg-Gly-Asp (RGD)
nanoparticles (NPs) and its application for enhanced radiotherapy. Reproduced with permission
[127]. 4.2. The Impact of NP Size on Cell-Cycle Arrest Citrate-GNPs of 56, 33, and 15 nm regulated the proportion of HepG2 cells in the G2/M phase,
with 15 nm citrate-GNPs inducing the highest level of G2/M cell-cycle arrest [135]. ZnO NPs of 20 nm
enhanced the proportion of HeLa cells in the G2/M phase, while ZnO NPs of 40 nm and 80 nm did not
induce G2/M arrest [136]. Therefore, it seems that smaller NPs are more likely to induce G2/M arrest. The impact of NP shape and surface chemistry on G2/M arrest has rarely been reported. 4.1. Nanoradiosensitizers Based on Cell-Cycle Arrest Copyright The Royal Society of Chemistry, 2019. Figure 3. Preparation of MTiO2(SN-38)- transactivator of transcription (TAT)-Arg-Gly-Asp (RGD)
nanoparticles (NPs) and its application for enhanced radiotherapy. Reproduced with permission [127]. Copyright The Royal Society of Chemistry, 2019. Figure 3. Preparation of MTiO2(SN-38)- transactivator of transcription (TAT)-Arg-Gly-Asp (RGD)
nanoparticles (NPs) and its application for enhanced radiotherapy. Reproduced with permission
[127]. Copyright The Royal Society of Chemistry, 2019. Figure 3. Preparation of MTiO2(SN-38)- transactivator of transcription (TAT)-Arg-Gly-Asp (RGD)
nanoparticles (NPs) and its application for enhanced radiotherapy. Reproduced with permission [127]. Copyright The Royal Society of Chemistry, 2019. 14 of 30 Nanomaterials 2020, 10, 504 14 of 30 5. Apoptosis There are two types of apoptosis: extrinsic and intrinsic apoptosis. Extrinsic apoptosis is triggered
by the activation of death receptor superfamily proteins on the cell membrane. Intrinsic apoptosis is
triggered through the endoplasmic reticulum- or mitochondria-related mechanisms [137,138]. The
radiosensitization effects of the NPs based on the apoptosis mechanism are summarized in this section
(Table 4). Moreover, the regulation of cancer cell apoptosis by NP physicochemical properties is
also summarized. Table 4. Summary of nanoradiosensitizers based on apoptosis mechanism. Composition
Size (nm)
Surface
Chemistry
Cell Line/Model
Source
Energy
DEF/SER/Effect
Ref. Gold
5
N.A. HSC-3
2, 4, 8 Gy
Increased cell death
[139]
Gold
18
BSA
U87
0–8 Gy
1.37
[140]
Au@Fe2O3
44
Folate
KB
2, 4 Gy
Increased cell death
[141]
Gold
55
EGFR
antibody
HeLa
5, 10 Gy
Increased cell death
[121]
GNRs@mSiO2
76 × 33
RGD
MDA-MB-231
0–10 Gy
1.52
[142]
Gold
20
Cyclic RGD
NCI-H446
tumor-bearing mice
5 Gy
Inhibited tumor
growth
[143]
Gold
8, 50, 187
BSA
H22
hepatoma-bearingmice
5 Gy
1.93 (8 nm),
2.02 (50 nm)
[144]
Gold
5, 12, 27, 49
PEG
HeLa
0–8 Gy
1.41 (5 nm),
1.65 (12 nm),
1.58 (27 nm),
1.42 (49 nm)
[145]
GNPs+17-AAG
N.A. Folate
HCT-116
2 Gy
Increased cell death
[146]
Gold
78
Cisplatin
B16
0–8 Gy
1.29
[147]
Gold
30
Cetuximab
A431 tumor xenograft
25 Gy
Inhibited tumor
growth
[148]
Gold
56
Anti-c-Met
antibodies
CaSki
0–10 Gy
Increased cell death
[149]
Gold
50–70 × 35
siRNA
HNSCC
2.5 Gy
Increased cell death
[150]
Silver
15
Citrate
U251
4 Gy
1.64
[151]
Gadolinium based
NPs
3
N.A. SQ20B
0–4 Gy
Increased cell death
[152]
Selenium
80
PEG
A549
N.A. Increased cell death
[153]
QDs
48
Amine
H460
6 Gy
Increased cell death
[154]
Cu2(OH)PO4
5
Poly(acrylic
acid) sodium
HeLa
N.A. Inhibited tumor
growth
[155]
nMOFs
<100
N.A. MC38
0–16 Gy
2.68
[156]
Mesoporous silica
<200
Valproic acid
C6, U87
0–8 Gy
1.71
[157]
Silica
40
Hyperbranched
polyamidoamine
SK-BR3
0–8 Gy
Inhibited tumor
growth
[158]
Black phosphorus
QDs
3
PLGA
A375
0–4 Gy
Inhibited tumor
growth
[159] Table 4. Summary of nanoradiosensitizers based on apoptosis mechanism. 15 of 30 Nanomaterials 2020, 10, 504 Table 4. Cont. Composition
Size (nm)
Surface
Chemistry
Cell Line/Model
Source
Energy
DEF/SER/Effect
Ref. Black phosphorus
nanosheets
300 × 25
N.A. A375
4 Gy
Inhibited tumor
growth
[160]
Dendrimer
20
N.A. 5.1. Nanoradiosensitizers Based on Apoptosis GNPs exhibit radiosensitization effects based on apoptosis. First, GNPs alone in combination
with irradiation induce higher apoptosis rates of cancer cells [139,140]. GNPs conjugated with
targeting moieties also exhibit excellent radiosensitization effects that culminate in apoptosis induction. For example, folate-conjugated Au@Fe2O3 NPs (44 nm) exhibited radiosensitization effects in KB
cells by elevating the apoptosis rate [141]. EGFR antibody-decorated hollow gold nanospheres
(anti-EGFR/HGNs, 55 nm) induced the downregulation of Bcl-2 and the upregulation of caspase 3,
Bax, and Bad in HeLa cells under irradiation [121]. RGD decoration significantly increased the cellular
uptake of GNRs@mSiO2 through a receptor-mediated mechanism in integrin αVβ3-overexpressing
breast cancer cells, resulting in an increased apoptosis rate and inhibition of tumor growth under
irradiation compared to the apoptosis and growth rates induced by non-decorated GNRs@mSiO2 [142]. Cyclic RGD (cRGD)-conjugated GNPs (20 nm) induced higher apoptosis rates in small cell lung cancer
NCI-H446 cell tumor-bearing mice than did irradiation treatment alone. The long-term exposure of
cRGD-GNPs in combination with radiotherapy significantly inhibited the growth of tumor tissues [143]. The size of the GNP can regulate the radiosensitization effect. Without radiation exposure,
BSA-GNPs (8, 50, 187 nm) exhibited no induced cytotoxicity in hepatocellular carcinoma. Under
irradiation, small BSA-GNPs induced higher levels of caspase-3 and Bax expression and lower levels of
Bcl-2 expression in mouse tumor tissues than larger GNP counterparts [144]. The size of the PEG-GNPs
can also regulate the radiosensitization effect. PEG-GNPs with diameters of 12 nm and 27 nm had
stronger sensitization effects than did PEG-GNPs with diameters of 5 nm and 49 nm, as indicated by
the induction of apoptosis and necrosis, resulting in the inhibition of tumor growth [145]. GNPs loaded with multiple drugs, antibodies, and siRNA exhibit radiosensitization effects. 17-allylamino-17-demethoxygeldanamycin (17-AAG) is an inhibitor of HSP90 that induces the apoptosis
of cancer cells. The combined treatment of 17-AAG, GNPs and irradiation induced the highest
expression of caspase-3 in HCT-116 cells compared with single treatments or combinations of two
treatments [146]. Cisplatin-loaded gold nanoparticles (Au@PAH-Pt/DMMA, 78 nm) aggregated
rapidly through electrostatic interactions in the acidic tumor microenvironment. Under irradiation,
the aggregated GNPs induced higher apoptosis rates and inhibited tumor growth than were induced
by irradiation alone [147]. Cetuximab-GNPs (30 nm) increased the apoptosis rates in A431 tumor
xenografts when administered in combination with irradiation [148]. 5. Apoptosis OCM-1
2 Gy
Increased cell death
[161]
PEG-Pep-PCL
85
Docetaxel
BGC823, SGC7901,
MKN45, GES-1
0–8 Gy
1.24
[162]
Cationic
copolymer
N.A. Plasmid
encoding
HGFK1 gene
U87, U251
0–10 Gy
1.38
[163]
HSA
180–220
Antibody,
miRNA
U87MG, LN229
0–10 Gy
1.64 (U87MG),
1.25 (LN229)
[164]
Abbreviations:
DEF, dose enhancement factor; SER, sensitization enhancement ratio; N.A., not available;
Ref., references. 5.1. Nanoradiosensitizers Based on Apoptosis 5.1. Nanoradiosensitizers Based on Apoptosis The MET proto-oncogene
receptor tyrosine kinase (c-Met) is overexpressed in multiple malignancies, such as the cervical
cancer cell line CaSki, and is related to the metastasis, proliferation, and invasion of cancer. The
combined treatment of anti-c-Met antibody-loaded hollow GNPs (56 nm) induced the overexpression
of caspase-3 and Bax, resulting in a higher apoptosis rate than did irradiation alone [149]. Head and
neck squamous cell carcinoma exhibits an inherent anti-apoptotic mechanism through the upregulation
of the sphingosine kinase (SphK1) gene. GNRs (50–70 nm × 35 nm) loaded with siRNA of the SphK1 16 of 30
gh the
siRNA Nanomaterials 2020, 10, 504
neck squamous cell
upregulation of the sph gene significantly enhanced the expression of caspase 3 under irradiation in human squamous cell
carcinoma xenografts [150]. squamous cell carcinoma xenografts [150]. In addition to GNPs, other metal-based NPs can also exhibit radiosensitization effects through
i
h
i
Ci
A NP
(15
)
hibi
d
f l
di
i i i
bili
b In addition to GNPs, other metal-based NPs can also exhibit radiosensitization effects through
apoptosis mechanisms. Citrate-AgNPs (15 nm) exhibited powerful radiosensitizing ability by eliciting
high apoptosis rates of U251 cells under radiation [151]. The combination of gadolinium-based NPs (3
nm) with irradiation significantly inhibited tumor growth accompanied by an enhanced number of cells
in late apoptosis [152]. PEGylated selenium NPs (80 nm) combined with X-ray irradiation exhibited
higher caspase-3 activity and apoptosis in A549 cells than did irradiation or PEGylated selenium NPs
alone [153]. The combination of QDs (48 nm) and irradiation induced higher levels of cleaved caspase
3 and apoptosis in H460 cells than did irradiation alone [154]. Cu2(OH)PO4 NPs (5 nm) generated
CuI sites under irradiation, which catalyzed the decomposition of H2O2 into hydroxyl radicals in
the tumor microenvironment, resulting in the apoptosis and necrosis of HeLa cells [155]. Cationic
nanoscale metal–organic frameworks (nMOFs, <100 nm) containing Hf and Ru elements were targeted
to mitochondria, resulting in significant depolarization of the mitochondrial membrane, an increased
apoptosis rate, and inhibition of tumor growth in mouse models under irradiation (Figure 4). apoptosis mechanisms. Citrate-AgNPs (15 nm) exhibited powerful radiosensitizing ability by
eliciting high apoptosis rates of U251 cells under radiation [151]. The combination of gadolinium-
based NPs (3 nm) with irradiation significantly inhibited tumor growth accompanied by an enhanced
number of cells in late apoptosis [152]. 5.1. Nanoradiosensitizers Based on Apoptosis PEGylated selenium NPs (80 nm) combined with X-ray
irradiation exhibited higher caspase-3 activity and apoptosis in A549 cells than did irradiation or
PEGylated selenium NPs alone [153]. The combination of QDs (48 nm) and irradiation induced higher
levels of cleaved caspase 3 and apoptosis in H460 cells than did irradiation alone [154]. Cu2(OH)PO4
NPs (5 nm) generated CuI sites under irradiation, which catalyzed the decomposition of H2O2 into
hydroxyl radicals in the tumor microenvironment, resulting in the apoptosis and necrosis of HeLa
cells [155]. Cationic nanoscale metal–organic frameworks (nMOFs, <100 nm) containing Hf and Ru
elements were targeted to mitochondria, resulting in significant depolarization of the mitochondrial
membrane, an increased apoptosis rate, and inhibition of tumor growth in mouse models under
irradiation (Figure 4). Figure 4. Mitochondria-targeted radiotherapy (RT)-radiodynamic therapy (RDT) mediated by Hf-
DBB-Ru. Hf-DBB-Ru was internalized by tumor cells efficiently and enriched in mitochondria due to
Figure 4. Mitochondria-targeted radiotherapy (RT)-radiodynamic therapy (RDT) mediated by
Hf-DBB-Ru. Hf-DBB-Ru was internalized by tumor cells efficiently and enriched in mitochondria
due to dispersed cationic charges in the nMOF framework. Hf6 SBUs preferentially absorb X-rays
over tissues to enhance RT by sensitizing hydroxyl radical generation and enable RDT by transferring
energy to Ru(bpy)32+-based bridging ligands to generate singlet oxygen. The RT-RDT process
trigger mitochondrial membrane potential depolarization, membrane integrity loss, respiratory chain
inactivation, and cytochrome c release to initiate apoptosis of cancer cells. Reproduced with permission. Copyright Springer Nature, 2018. Figure 4. Mitochondria-targeted radiotherapy (RT)-radiodynamic therapy (RDT) mediated by Hf-
DBB-Ru. Hf-DBB-Ru was internalized by tumor cells efficiently and enriched in mitochondria due to
Figure 4. Mitochondria-targeted radiotherapy (RT)-radiodynamic therapy (RDT) mediated by
Hf-DBB-Ru. Hf-DBB-Ru was internalized by tumor cells efficiently and enriched in mitochondria
due to dispersed cationic charges in the nMOF framework. Hf6 SBUs preferentially absorb X-rays
over tissues to enhance RT by sensitizing hydroxyl radical generation and enable RDT by transferring
energy to Ru(bpy)32+-based bridging ligands to generate singlet oxygen. The RT-RDT process
trigger mitochondrial membrane potential depolarization, membrane integrity loss, respiratory chain
inactivation, and cytochrome c release to initiate apoptosis of cancer cells. Reproduced with permission. Copyright Springer Nature, 2018. Non-metal NPs also exhibit radiosensitization effects. Valproic acid (VPA) sensitized multiple
cancer cell types to radiation through the inhibition of histone deacetylase (HDAC). 5.2. The Impact of NP Physicochemical Properties on Apoptosis The translocation of Bax from the cytoplasm to mitochondria is a crucial step in apoptosis. Smaller
nano-C60 were more likely to induce the translocation of Bax than were larger NPs in MCF-7 cells [168]. The shape of NPs can also regulate the apoptosis rate of cancer cells. ZnO nanorods (65 × 150 nm)
induced higher rates of HeLa and SiHa cell apoptosis than did ZnO nanosphere (60 nm), as evidenced by
the reduction of phospho-Bad and PARP cleavage [169]. The aspect ratio of silica NPs can determine the
apoptosis rate. Silica NPs (aspect ratio = 4) induced the highest apoptosis rates of A375 cells, followed
by silica NPs with aspect ratio = 2 and aspect ratio = 1 [170]. Polystyrene nanospheres (20.6 nm)
induced a higher rate of HeLa cell apoptosis than did nanodisks (19.7 nm) [171]. Needle-shaped
PLGA-PEG NPs (30 × 540 nm) induced a higher expression of caspase 3 in HepG2 cells than did
spherical NPs (90 nm) [115]. In addition, the hydrophobicity of GNPs (20–25 nm) regulated the rate
of A549 cell apoptosis. Hydrophobic GNPs induced higher apoptosis rates than did hydrophilic
GNPs [172]. 60
y
g
[
]
The shape of NPs can also regulate the apoptosis rate of cancer cells. ZnO nanorods (65 × 150 nm)
induced higher rates of HeLa and SiHa cell apoptosis than did ZnO nanosphere (60 nm), as evidenced by
the reduction of phospho-Bad and PARP cleavage [169]. The aspect ratio of silica NPs can determine the
apoptosis rate. Silica NPs (aspect ratio = 4) induced the highest apoptosis rates of A375 cells, followed
by silica NPs with aspect ratio = 2 and aspect ratio = 1 [170]. Polystyrene nanospheres (20.6 nm)
induced a higher rate of HeLa cell apoptosis than did nanodisks (19.7 nm) [171]. Needle-shaped
PLGA-PEG NPs (30 × 540 nm) induced a higher expression of caspase 3 in HepG2 cells than did
spherical NPs (90 nm) [115]. In addition, the hydrophobicity of GNPs (20–25 nm) regulated the rate
of A549 cell apoptosis. Hydrophobic GNPs induced higher apoptosis rates than did hydrophilic
GNPs [172]. 5.1. Nanoradiosensitizers Based on Apoptosis VPA-loaded
mesoporous silica NPs (<200 nm) significantly upregulated caspase-3, p53, and cleavage of poly
(ADP-ribose) polymerase (PARP) and downregulated Bcl-2, resulting in the apoptosis of C6 and U87
cells under radiation [157]. In another study, the combination of HER2-targeted silica NPs (40 nm)
and irradiation induced a higher rate of apoptosis of HER2-overexpressing breast cancer cells than
did irradiation alone [158]. Black phosphorus QDs can render tumor cells sensitive to radiotherapy
through the overproduction of ROS and elevated apoptosis rates [159]. It was also found that black
phosphorus nanosheets (300 nm × 25 nm) enhanced the radiotherapy effects in A375 cells as indicated
by higher apoptosis rates and DNA damage levels than were induced by irradiation alone [160]. 17 of 30 Nanomaterials 2020, 10, 504 A series of polymer NPs can be used as nanocarriers to deliver genes, drugs or antibodies that
sensitize cancer cells to radiotherapy. Dendrimer NPs (20 nm) loaded with recombinant DNA plasmids
enhanced the gene expression of tumor necrosis factor α (TNFα) and herpes simplex virus type 1
thymidine kinase (HSV1-TK) and the apoptosis rates of human choroidal melanomaOCM-1 cells,
exhibiting radiosensitization effects under irradiation [161]. The combination of docetaxel-loaded
PEG-Pep-PCL NPs (85 nm) and radiation led to higher ROS levels and apoptosis rates in gastric cancer
cells than did the combination of docetaxel and radiation or irradiation alone [162]. The MET aberrant
activation plays key roles in radiotherapy resistance. The angiogenic inhibitor kringle 1 domain of
hepatocyte growth factor (HGFK1) was reported to strongly bind to MET. Cationic copolymer NPs
encapsulating a plasmid encoding the HGFK1 gene promoted the radiation-induced apoptosis of U87
and U251 human glioblastoma cells and inhibited tumor growth in vivo [163]. Heat shock protein 70
(Hsp70) mediates the protection of tumor cells against apoptosis. Hsp70-specific antibody (cmHsp70.1)
and survivin-targeting miRNA plasmid-loaded human serum albumin (HSA) NPs (180 nm–220 nm)
significantly reduced survivin expression and enhanced caspase 3/7 activity in U87 MG and LN229
glioblastoma cells under irradiation [164]. 5.2. The Impact of NP Physicochemical Properties on Apoptosis The size of an NP can determine the apoptosis rates of cancer cells. For example, the apoptosis
rate of human colon carcinoma LoVo cells induced by AgNPs (10, 20, 40, 60 and 100 nm) was negatively
correlated with NP size [62]. AgNPs (4.7 nm) induced higher expression of caspase 3 and caspase
7 than did AgNPs (42 nm) in HepG2 and HL-60 cells [165]. AgNPs (13 nm) caused a decrease in
the anti-apoptotic protein Bcl-2 and an increase in the pro-apoptotic protein Bax and upregulated
the phosphorylation of NF-κB in A549 cells, indicating that AgNPs (13 nm) induced apoptosis via
the NF-κB pathway. However, large AgNPs (45 and 92 nm) did not activate the apoptosis signaling
pathway [166]. The size of silica NPs (19, 43, 68 nm) is negatively correlated with the apoptosis and
necrosis rates of HepG2 cells [61]. However, another study showed that silica NPs (50 nm) induced
higher apoptosis rates of HepG2 cells than did silica NPs (20 nm) [60]. ZnO NPs (49.4 nm) induced
higher apoptosis rates of human neuroblastoma SHSY5Y cells than did ZnO NPs (90.8 nm) [167]. The translocation of Bax from the cytoplasm to mitochondria is a crucial step in apoptosis. Smaller
nano-C60 were more likely to induce the translocation of Bax than were larger NPs in MCF-7 cells [168]. The size of an NP can determine the apoptosis rates of cancer cells. For example, the apoptosis
rate of human colon carcinoma LoVo cells induced by AgNPs (10, 20, 40, 60 and 100 nm) was negatively
correlated with NP size [62]. AgNPs (4.7 nm) induced higher expression of caspase 3 and caspase
7 than did AgNPs (42 nm) in HepG2 and HL-60 cells [165]. AgNPs (13 nm) caused a decrease in
the anti-apoptotic protein Bcl-2 and an increase in the pro-apoptotic protein Bax and upregulated
the phosphorylation of NF-κB in A549 cells, indicating that AgNPs (13 nm) induced apoptosis via
the NF-κB pathway. However, large AgNPs (45 and 92 nm) did not activate the apoptosis signaling
pathway [166]. The size of silica NPs (19, 43, 68 nm) is negatively correlated with the apoptosis and
necrosis rates of HepG2 cells [61]. However, another study showed that silica NPs (50 nm) induced
higher apoptosis rates of HepG2 cells than did silica NPs (20 nm) [60]. ZnO NPs (49.4 nm) induced
higher apoptosis rates of human neuroblastoma SHSY5Y cells than did ZnO NPs (90.8 nm) [167]. 6.1. Nanoradiosensitizers Based on Autophagy 6.1. Nanoradiosensitizers Based on Autophagy Multiple kinds of NPs can sensitize cancer cells to radiation based on the autophagy mechanism. The combined treatment of AgNPs and irradiation on hypoxic glioma U251 cells led to autophagy. The
inhibition of autophagy by 3-MA alleviated cytotoxicity, indicating that autophagy plays key roles in
radiosensitization effects [177]. Fe3O4@Ag NPs (11 nm) also exhibited radiosensitization effects in U251
cells through the inhibition of protective autophagy and the eventually increase in calcium-dependent
apoptosis [178]. Gadolinium oxide NPs (2–5 nm) sensitized NSCLC cells (A549, NH1299, and NH1650)
to radiation and induced cytostatic autophagy [125]. Copper cysteamine NPs sensitized SW620
colorectal cells to X-ray irradiation by diminishing the mitochondrial membrane potential and inducing
autophagy [179]. CuO NPs (5.4 nm) induced destructive autophagy, revealing a radiosensitization
effect in MCF-7 cells and U14 tumor-bearing nude mice [49]. FePt/GO nanosheets inhibited the
proliferation of NSCLC H1975 cells and sensitized H1975 cells to radiation. The radiosensitization
mechanisms involved ROS production and autophagy [180]. 6. Autophagy Autophagy is a process related to the degradation of dysfunctional or unnecessary components
in cells. Autophagy is categorized into three types:
microautophagy, macroautophagy, and
chaperone-mediated autophagy [173,174]. Growing evidence has demonstrated that autophagy
plays key roles in the pathogenesis of cancer [175]. Moreover, cytostatic autophagy leads to cancer
cell death [176]. In this section, we summarize NPs’ radiosensitization effect based on the autophagy
mechanism (Table 5). The regulation of autophagy in cancer cells by NPs is also summarized, which
may guide the design of nanoradiosensitizers. 18 of 30 Nanomaterials 2020, 10, 504 Table 5. Summary of nanoradiosensitizers based on autophagy mechanism. Table 5. Summary of nanoradiosensitizers based on autophagy mechanism. Composition
Size (nm)
Surface
Chemistry
Cell
Line/Model
Source
Energy
DEF/SER/Effect
Ref. Silver
27
N.A. U251
0–8 Gy
1.78
[177]
Fe3O4@Ag
11
N.A. U251
0–8 Gy
1.80
[178]
Gadolinium
oxide
2–5
N.A. A549,
NH1299,
NH1650
0–4 Gy
1.10 (A549), 1.11
(NH1299), 1.20
(NH1650)
[125]
Copper
cysteamine
N.A. N.A. SW620
1–4 Gy
Increased cell death
[179]
CuO
5.4
N.A. MCF-7 cells,
U14
tumor-bearing
nude mice
0–8 Gy
Increased cell death
[49]
FePt/GO
3
N.A. H1975
0–8 Gy
Inhibited tumor
growth
[180]
Abbreviations:
DEF, dose enhancement factor; SER, sensitization enhancement ratio; N.A., not available;
Ref., references. 6.2. The Impact of NP Physicochemical Properties on Autophagy Copyright The Royal Society of Chemistry, 2015. 6.2. The Impact of NP Physicochemical Properties on Autophagy The size of NPs can regulate autophagy levels in cancer cells. For example, AgNPs of 10 nm
induced higher expression of LC3-II in HepG2 cells, followed by 50 nm and 100 nm AgNPs [181]. The
size of palladium nanoparticles (PdNPs, 6 nm, 12 nm, 20 nm) also regulated autophagy in HeLa cells,
with 20 nm-sized PdNPs inducing the highest accumulation of autophagosomes through mammalian
target of rapamycin (mTOR) signaling pathway inhibition and autophagic flux blockade [17]. Polymeric
NPs of 141 nm induced higher autophagy levels in MCF-7 cells than did polymeric NPs (44 nm) [182]. The shape of GNPs can also regulate autophagy levels in cancer cells. Gold nanospheres (20 nm in
diameter) induced more autophagosome accumulation in HeLa cells than did GNRs (40 nm in length)
through the inhibition of autophagic flux [183]. The surface charge can regulate the autophagy level. The positively charged cetyl trimethyl
ammonium bromide (CTAB)-GNRs promoted the transformation of LC3-I to LC3-II in HCT116 cells,
while the negatively charged polystyrene sulfonate gold nanorods ((PSS)-GNRs) did not significantly
enhance the autophagy level [184]. Similarly, CTAB-GNRs (55 × 14 nm) induced AKT-mTOR-dependent
autophagy by inducing LC3-II conversion and p62 degradation in A549 cells. However, PSS-GNRs
did not induce autophagy (Figure 5) [185]. NH2-GQDs (3.5–5 nm) induced autophagy in A549 cells,
as proven by LC3-II conversion and autophagosome accumulation; however, negatively charged
COOH-GQDs did not enhance autophagy levels [186]. COOH-SWCNTs induced the autophagic cell
death of A549 cells, however, PEG decoration inhibited autophagy [187]. 19 of 30
g
y
ced the Nanomaterials 2020, 10, 504
charged COOH-GQD Figure 5. The mechanism and signaling pathways in autophagy induced by cetyl trimethyl
ammonium bromide gold nanorods (CTAB-GNRs) and polystyrene sulfonate gold nanorods ( PSS-
GNRs). Reproduced with permission [185]. Copyright The Royal Society of Chemistry, 2015. Figure 5. The mechanism and signaling pathways in autophagy induced by cetyl trimethyl ammonium
bromide gold nanorods (CTAB-GNRs) and polystyrene sulfonate gold nanorods ( PSS-GNRs). Reproduced with permission [185]. Copyright The Royal Society of Chemistry, 2015. Figure 5. The mechanism and signaling pathways in autophagy induced by cetyl trimethyl
ammonium bromide gold nanorods (CTAB-GNRs) and polystyrene sulfonate gold nanorods ( PSS-
GNRs). Reproduced with permission [185]. Copyright The Royal Society of Chemistry, 2015. Figure 5. The mechanism and signaling pathways in autophagy induced by cetyl trimethyl ammonium
bromide gold nanorods (CTAB-GNRs) and polystyrene sulfonate gold nanorods ( PSS-GNRs). Reproduced with permission [185]. 7. Conclusions and Perspectives
7. Conclusions and Perspectives The combination of nanotechnology with radiation therapy significantly increases the precision
of therapy and reduces side effects. NPs of different compositions sensitize cancer cells to
radiotherapy through multiple mechanisms, including oxidative stress, DNA damage, cell-cycle
arrest, apoptosis and autophagy (Figure 6). For successful radiotherapy, some important strategies
are considered. First, NPs with high atomic number (Z) are used to enhance radiation therapy efficacy
via their photoelectric and Compton effects. Second, targeting cancer cells with specific targeting
molecules prolongs the circulation time of the NPs to increase their accumulation in cancer cells. The combination of nanotechnology with radiation therapy significantly increases the precision of
therapy and reduces side effects. NPs of different compositions sensitize cancer cells to radiotherapy
through multiple mechanisms, including oxidative stress, DNA damage, cell-cycle arrest, apoptosis
and autophagy (Figure 6). For successful radiotherapy, some important strategies are considered. First,
NPs with high atomic number (Z) are used to enhance radiation therapy efficacy via their photoelectric
and Compton effects. Second, targeting cancer cells with specific targeting molecules prolongs the
circulation time of the NPs to increase their accumulation in cancer cells. Third, the combination of two
different types of radiosensitizers or the combination of radiosensitizers and anticancer drugs or siRNA
in a single nanostructure can result in significantly synergistic tumoricidal effects. Finally, the anti-tumor
immune response induced during nanotechnology-based radiosensitization has shown great effect in
reducing the side-effects of radiation [188] and enhancing the abscopal effects of radiationtherapy [189],
which present novel strategies to design radiosensitizers. Despite rapid advancement over the past years, more attention could be paid to the following
issues. The radiosensitization effects of NPs are strongly related to their preparation procedures, particle
sizes, geometries, surface chemistries and biosafety. At present, most of the nanoradiosensitizers are
developed with high-Z metal elements, which are usually undegradable and cause biosafety concerns. Therefore, the impact of the physicochemical properties on the biocompatibility, biodistribution,
biodegradability and clearance of the nanoradiosensitizers needs to be systematically evaluated before
their clinical applications. Except for the molecule mechanisms of nanoradiosensitization mentioned
above, other mechanisms, such as the induction of the anti-tumor immune response, provide novel 20 of 30
ficantly
during Nanomaterials 2020, 10, 504
radiosensitizers and a
synergistic
tumoricid strategies for the design of nanoradiosensitizers. In addition, multifunctional nanoradiosensitizers
combining with other anticancer therapies can offer new opportunities for synergistic therapy. 7. Conclusions and Perspectives
7. Conclusions and Perspectives Therefore, the impact of the physicochemical properties on the
biocompatibility biodistribution biodegradability and clearance of the nanoradiosensitizers needs
Acknowledgments: This research was funded by the National Natural Science Foundation of China (21677090)
and the Key R&D Programmes of Zibo (2019ZC010106). biocompatibility, biodistribution, biodegradability and cle
to be systematically evaluated before their clinical applicat
Conflicts of Interest: The authors declare no conflict of interest. biocompatibility, biodistribution, biodegradability and cle
to be systematically evaluated before their clinical applicati
Conflicts of Interest: The authors declare no conflict of interest. of nanoradio
tumor immu
References p
p
g
g
multifunctional nanoradiosensitizers combining with other anticancer therapies can offer new
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of the databases. H.S., X.W. and S.Z. wrote the manuscript. H.S. and S.Z. revised the manuscript. All author
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3. Brenner, H.; Kloor, M.; Pox, C.P. Colorectal cancer. Lancet 2014, 383, 1490–1502. [CrossRef] approved the paper for publication. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. 4. Kelland, L. The resurgence of platinum-based cancer chemotherapy. Nat. Rev. Cancer 2007, 7, 573–584. [CrossRef] [PubMed] approved the paper for publication. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. 4. Kelland, L. The resurgence of platinum-based cancer chemotherapy. Nat. Rev. Cancer 2007, 7, 573–584. [CrossRef] [PubMed] Funding: This research received no external funding. Acknowledgements: This research was funded by the National Natural Science Foundation of China (21677090)
and the Key R&D Programmes of Zibo (2019ZC010106). 5. 7. Conclusions and Perspectives
7. Conclusions and Perspectives nanotechnology-based radiosensitization has shown great effect in reducing the side-effects of
radiation [188] and enhancing the abscopal effects of radiationtherapy [189], which present novel
strategies to design radiosensitizers. Fi u e 6 Biolo i al
e ha i
i
ol ed i
NP ’ adio e
iti atio
Figure 6. Biological mechanisms involved in NPs’ radiosensitization. Fi
6 Bi l
i
l
h
i
i
l
d i
NP ’
di
i i
i
Figure 6. Biological mechanisms involved in NPs’ radiosensitization. Despite rapid advancement over the past years, more attention could be paid to the following
issues. The radiosensitization effects of NPs are strongly related to their preparation procedures,
particle sizes, geometries, surface chemistries and biosafety. At present, most of the
Author Contributions: H.S. and S.Z. designed this work of review. H.S. and X.W. performed the literature search
of the databases. H.S., X.W. and S.Z. wrote the manuscript. H.S. and S.Z. revised the manuscript. All authors
approved the paper for publication. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding issues. The radiosensitization effects of NPs are strongly related to their preparation procedures,
particle sizes, geometries, surface chemistries and biosafety. At present, most of the
nanoradiosensitizers are developed with high Z metal elements which are usually undegradable and
of the databases. H.S., X.W. and S.Z. wrote the manuscript. H.S. and S.Z. revised the manuscript. All authors
approved the paper for publication. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. particle sizes, geometries, surface chemistries
nanoradiosensitizers are developed with high-Z metal
Funding: This research received no external funding. particle sizes, geometries, surface chemistries and biosafety. At present, most
nanoradiosensitizers are developed with high-Z metal elements which are usually undegrada
Funding: This research received no external funding. nanoradiosensitizers are developed with high-Z metal elements, which are usually undegradable and
cause biosafety concerns. Therefore, the impact of the physicochemical properties on the
biocompatibility biodistribution biodegradability and clearance of the nanoradiosensitizers needs
Acknowledgments: This research was funded by the National Natural Science Foundation of China (21677090)
and the Key R&D Programmes of Zibo (2019ZC010106). nanoradiosensitizers are developed with high-Z metal elements, which are usually undegradable and
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is esea c
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Acknowledgements: This research was funded by the National Natural Science Foundation of China (21677090)
and the Key R&D Programmes of Zibo (2019ZC010106). 5. Barton, M.B.; Jacob, S.; Shafiq, J.; Wong, K.; Thompson, S.R.; Hanna, T.P.; Delaney, G.P. Estimating the
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g
Acknowledgements: This research was funded by the National Natural Science Foundation of China (21677090)
and the Key R&D Programmes of Zibo (2019ZC010106). 5. Barton, M.B.; Jacob, S.; Shafiq, J.; Wong, K.; Thompson, S.R.; Hanna, T.P.; Delaney, G.P. Estimating the
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(CC BY) license (http://creativecommons.org/licenses/by/4.0/). of nanoradio
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© 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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Estado mental e impacto do zumbido em idosos
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Revista CEFAC
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798 798 R
CEFAC 2014 M i J
16(3) 798 809
(1)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil.
(2)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil.
(3)
Universidade do Estado da Bahia, Salvador, BA, Brasil.
(4)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil.
Conflito de interesses: inexistente RESUMO Objetivo: analisar o desempenho de uma população idosa no Mini Exame do Estado Mental; veri-
ficar os resultados da aplicação do Tinnitus Handicap Inventory (THI); averiguar a interferência das
variáveis gênero, escolaridade e zumbido no desempenho geral no MEEM e THI; verificar possíveis
relações do estado mental com o autorrelato das características psicoacústicas e escala emocional
do THI. Métodos: estudo clínico descritivo, exploratório, quantitativo e qualitativo em que se sub-
meteram ao MEEM e THI, 108 voluntários, de gênero masculino e feminino, com idade entre 60 a
80 anos encaminhados da Coordenadoria de Atenção Básica de Itabaiana – SE. Para a análise dos
dados foram utilizadas a distribuição percentual simples e a correlação de Spearman com p<0,05. Resultados: a média de idade foi 65,63 anos. Os resultados no MEEM agruparam-se em quatro
níveis de escolaridade: sem escolaridade (37,0%); ≥1 a ≤8 anos (55,6%); ≥9 a ≤11 anos (4,6%) e
≥12 anos (2,8%); a média no MEEM foi 21,7. Observou-se que 49,1% pontuaram abaixo da nota de
corte, enquanto 50,9% apresentaram nota igual ou superior ao parâmetro adotado. No THI, observou-
-se que 59,3% apresentavam queixa de zumbido. Verificou-se que o zumbido interfere na qualidade
de vida de 89,10% da população estudada. Conclusão: uma parcela expressiva dos participantes
apresentou alteração no MEEM. Não existiu associação significante entre gênero, escolaridade e
pontuação do MEEM e THI e a maioria dos participantes desta pesquisa referiu prejuízo na qualidade
de vida com associação ao zumbido. Inexistiu relação entre queixa das características psicoacústi-
cas do zumbido e resultados exibidos pelo MEEM, todavia, os achados apontaram que a maioria da
população testada autorrelataram presença de zumbido. DESCRITORES: Idoso; Zumbido; Transtornos Cognitivos; Diagnóstico; Qualidade de Vida RITORES: Idoso; Zumbido; Transtornos Cognitivos; Diagnóstico; Qualidade de Vida
INTRODUÇÃO O zumbido é considerado uma percepção
de som sem que haja sua presença no meio
ambiente11. Consiste de uma sensação definida
como ilusória que pode ser caracterizada como
barulho semelhante ao ruído da chuva, do mar, de
água corrente, de sinos, insetos, apitos, chiado,
campainha, pulsação e outros. Esta sensação pode
ser contínua ou intermitente, apresentar diferentes
características tonais, ser intensa ou suave, além
de ser percebida nos ouvidos ou na cabeça12. Esse teste é utilizado no mundo inteiro para
avaliar o estado cognitivo. É um teste simples,
especialmente
indicado
para
avaliação
de
grandes grupos populacionais, com fins de
análise estatística de incidência e prevalência de
demência, de aplicação rápida (de 5 a 10 minutos),
com pontuação que varia de 0 a 30 e suas questões
avaliam: orientação temporal (5 pontos), orientação
espacial (5 pontos), memória imediata (3 pontos),
atenção e cálculo (5 pontos), memória de evocação
(3 pontos), linguagem (8 pontos) e praxia visual
e construtiva (1 ponto). Entretanto, deve-se ter
cuidado ao avaliar a memória pelo MEEM, pois o
esse exame é altamente influenciado pela idade
e escolaridade, o que permite resultados “falso-
-positivos” e “falso-negativos”4. O impacto do zumbido na qualidade de vida
pode ser avaliado pelo Tinnitus Handicap Inventory
(THI) que foi desenvolvido por Newman, Jacobson,
Spitzer(1996)13. Este questionário é composto por
25 questões, divididas em três escalas, de fácil
aplicação e interpretação, possui confiabilidade
para a prática clínica e, ainda, aborda interferências
do zumbido sobre a qualidade de vida do paciente:
reações funcionais, emocionais e catastróficas
ao zumbido. A funcional (F) mede o incômodo
provocado pelo zumbido em funções mentais,
sociais, ocupacionais e físicas. A escala emocional
(E) mede as respostas afetivas como ansiedade,
raiva e depressão. A catastrófica (C) quantifica o
desespero e a incapacidade referida pelo acometido
para conviver ou livrar-se do sintoma. São três as
opções de resposta para cada uma das questões,
pontuadas da seguinte maneira: para as respostas
sim (4 pontos), às vezes (2 pontos) e não (nenhum
ponto).13 Os estudos de Almeida (1998) e Brucki et al. (2003)5,6 mostraram a interferência da escolaridade
e idade no desempenho desse teste no estado
de São Paulo. Almeida (1998)5 traduziu e validou
este questionário para o português brasileiro. Comumente, as alterações como perda auditiva
e zumbido são frequentes na terceira idade.
INTRODUÇÃO contribuintes para a redução da mortalidade foi à
melhora nos padrões da qualidade de vida, ocasio-
nados por uma melhora no saneamento básico,
investimentos em previdência social e infraestrutura
urbana, além de um salto significante na saúde
pública, e com avanços, por exemplo, da indústria
químico-farmacêutica. A população brasileira, segundo o Instituto
Brasileiro de Geografia e Estatística1, sofre transfor-
mações em seu padrão demográfico. Essas modifi-
cações que surgiram nos anos 40 ocorreram de
forma morosa, passando a ser mais radicais a partir
da década de 60. Isso é evidenciado no declínio das
taxas de mortalidade seguido por uma queda dos
níveis de fecundidade. Um dos principais fatores O envelhecimento acarreta alterações em
vários níveis e sistemas que podem comprometer
a qualidade de vida. Dentre os problemas de saúde
comuns na terceira idade, encontram-se os trans-
tornos mentais, que acometem cerca de um terço
da população idosa. Há poucos estudos epidemio-
lógicos de morbidade psiquiátrica geral no idoso,
apontando prevalências de 26,4% a 33,6% em
comunidades brasileiras urbanas2. Rev CEFAC 2014 Mai-Jun; 16(3):798-809
(1)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil. (2)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil. (3)
Universidade do Estado da Bahia, Salvador, BA, Brasil. (4)
Universidade Federal de Sergipe – UFS, Aracaju, SE,
Brasil. Conflito de interesses: inexistente O estudo do estado mental pode ser avaliado
pelo Mini Exame do Estado Mental (MEEM) que é
um teste de avaliação cognitiva com o objetivo de Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 799 Estado Mental e Zumbido em Idosos apontam que esse distúrbio acomete de 10 a 15%
da população e atinge de 20 a 40% dos idosos. fornecer dados sobre diversos parâmetros cogni-
tivos de qualquer população geriátrica. Este teste
foi definido como mini por que se preocupa apenas
com os aspectos cognitivos da função mental e por
isso não serve para identificar a demência. O MEEM
avalia: orientação temporal, orientação espacial,
registro de três palavras, atenção e cálculo, recor-
dação das três palavras, linguagem e capacidade
construtiva visual3. fornecer dados sobre diversos parâmetros cogni-
tivos de qualquer população geriátrica. Este teste
foi definido como mini por que se preocupa apenas
com os aspectos cognitivos da função mental e por
isso não serve para identificar a demência. O MEEM
avalia: orientação temporal, orientação espacial,
registro de três palavras, atenção e cálculo, recor-
dação das três palavras, linguagem e capacidade
construtiva visual3. 1.1.3 - Atenção e Cálculo 1.1.3 - Atenção e Cálculo 5 ( ) Peça ao paciente que conte de trás para
frente, começando do nº 100, de 7 em7. Pare
depois da 5ª resposta. Alternativamente peça para
soletrar “mundo” ao contrário.
INTRODUÇÃO O
zumbido vem se tornando uma queixa otológica
frequente, acometendo cerca de 25 milhões de
brasileiros7, e apresenta prevalência elevada,
estando presente em 63,3% dos indivíduos acima
de 45 anos. Falhas no raciocínio, na memória e
na concentração são queixas frequentes, sendo
que estas podem prejudicar as atividades de lazer,
o repouso, a comunicação, o ambiente social e
doméstico, repercutindo na esfera psíquica, provo-
cando irritação, ansiedade, depressão e insônia8. Aproximadamente 17% da população é afetada pelo
zumbido, e de 15% a 25% referem interferência em
sua qualidade de vida9. Axelsson, Ringdahl (1989)10 Este instrumento, traduzido e validado para
o português brasileiro em 2005 por Ferreira e
colaboradores14, pode ser usado de forma ampla
no contexto clínico para avaliação dos pacientes
com zumbido, para a quantificação do incômodo
relacionado a este sintoma e para avaliação de
respostas a tratamentos propostos. Baguley et al. (2000)15 e Berry et al.(2002)16 utilizaram o THI para
quantificar a melhora clínica do zumbido e salien-
taram a sua utilidade no monitoramento e avaliação
do tratamento proposto. De acordo com a proposta de Mccombe et al. (1999)17, o zumbido pode ser: Grau
Intensidade
Percentual
1
Desprezível
0-16%
2
Leve
18-36%
3
Moderado
38-56%
4
Severo
58-76%
5
Catastrófico
78-100%
Figura 1
Classificação do grau da queixa de zumbido segundo Mccombe et al (1999)17 Grau
Intensidade
Percentual
1
Desprezível
0-16%
2
Leve
18-36%
3
Moderado
38-56%
4
Severo
58-76%
5
Catastrófico
78-100%
Figura 1 – Classificação do grau da queixa de zumbido segundo Mccombe et al.(1999)17. Figura 1 – Classificação do grau da queixa de zumbido segundo Mccombe et al.(1999)17. gura 1 – Classificação do grau da queixa de zumbido segundo Mccombe et al.(1999)17 800 Gois RO, Gois BO, Pereira MCCS, Taguchi CK Instruções para administração: Instruções para administração: Foram excluídos os indivíduos com idade inferior
a 60 anos, que utilizavam drogas psicotrópicas,
com histórico de acidente vascular encefálico,
doenças neurológicas degenerativas, depressão,
delírio, história de traumatismo cranioencefálico e
diagnóstico prévio de demência.
MÉTODOS 9 ( ) Mostre um lápis e um relógio, peça-lhe que
os nomeie (2 pontos). - Peça que repita o seguinte:
“N
i
ã - Peça que repita o seguinte:
“Nem sim, nem não, nem porque” (1 ponto). O projeto desta pesquisa foi apreciado pelo
comitê de Ética e Pesquisa do Núcleo de Medicina
da Universidade Federal de Sergipe e foi aprovado
com o parecer de número CAAE: 0016.0.107.000-10. Todos os pacientes assinaram termo de ciência e
consentimento livre e esclarecido, garantindo o
anonimato e a desistência a qualquer momento da
pesquisa. - Dê as 3 seguintes ordens: “Pegue esta folha de papel com a mão direita,
passe a folha para a mão esquerda, coloque a folha
no chão” (3 pontos). - “Leia e faça o que está escrito”:
“Feche os olhos” (1 ponto). “Feche os olhos” (1 ponto). “Escreva uma frase” (1 ponto). Trata-se de um estudo clínico descritivo, explo-
ratório, quantitativo e qualitativo em que foram
submetidos ao Mini Exame do Estado Mental
(MEEM) e ao Tinnitus Handicap Inventory (THI), 108
voluntários, de gênero masculino e feminino, com
faixa etária variando de 60 a 80 anos, avaliados na
Associação Atlética de Itabaiana em parceria com
a Coordenadoria de Atenção Básica de Itabaiana
– SE. “Copie este desenho” (1 ponto). p
Total ( ) 1.1.6 - Avalie o nível de consciência:
Alerta ( ) sonolento ( ) prostrado ( ) coma ( ) 1.1.6 - Avalie o nível de consciência:
Alerta ( ) sonolento ( ) prostrado ( ) coma ( ) 1.1.4 - Memória 3 ( ) Peça que ele repita as três palavras. Dê um
ponto para cada resposta correta. 1.1.1 - Máximo Orientação 1.1.1 - Máximo Orientação 5 ( ) Em que ano, mês, estação do ano estamos? 5 ( ) Em que ano, mês, estação do ano estamos? 5 ( ) Onde estamos: estado, país, cidade,
hospital? 5 ( ) Onde estamos: estado, país, cidade,
hospital? Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 1 - Mini Exame do Estado Mental – MEEM Destaca-se o fato do crescente aumento das
pesquisas voltadas para o estudo da qualidade de
vida do idoso, porém não se encontram pesquisas
que abordam a relação do estado mental e zumbido,
levando-se em consideração que os idosos
apresentam demandas de cuidados em saúde
diferentes daquelas do restante da população, o
que também é verdadeiro sob o enfoque fonoau-
diológico. Uma população mais envelhecida exige
maiores investimentos de recursos em saúde e
seguridade social. O Brasil defronta-se com o
desafio de elaborar políticas públicas mais eficientes
para oferecer melhores condições de vida e saúde
à sua crescente população idosa18. 1.1.2 – Registros 3 ( ) Nomeie 3 objetos: diga palavra por
palavra, devagar; peça ao paciente que repita as
três palavras. Dê um ponto para cada resposta
correta. Então repita todas novamente, para que
ele aprenda. Frente ao exposto, os objetivos desta pesquisa
foram analisar o desempenho de uma população
idosa no Mini-Exame do Estado Mental; verificar
os resultados da aplicação do Tinnitus Handicap
Inventory (THI); averiguar a interferência das
variáveis gênero, escolaridade e zumbido no
desempenho geral no MEEM e THI; verificar as
possíveis relações do estado mental com o autor-
relato das características psicoacústicas e escala
emocional do THI. 1.1.3 - Atenção e Cálculo 1.2.1 - Orientação 1) Pergunte pela data de hoje. Em seguida,
pergunte especificamente pelos dados omitidos,
ex.: “Pode me dizer também em que estação do
ano nós estamos?” Um ponto para cada resposta
correta. Os indivíduos foram submetidos à aplicação
do Mini Exame do Estado Mental (MEEM) desen-
volvido por Folstein (1975)19. 2) Pergunte por partes: “Pode me dizer o nome
deste hospital?” (cidade, país etc.). Um ponto
para cada resposta correta. Observação: nesta
etapa solicita-se aos voluntários que indicassem Neste estudo utilizou-se a proposta para a
língua brasileira de Almeida (1998)5, conforme
apresentado abaixo: Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 801 Estado Mental e Zumbido em Idosos o nome do local de avaliação, ou seja, Instituto de
Longevidade de Aracaju ou Associação Atlética de
Itabaiana. 1.2.3 - Atenção e Cálculo Peça o paciente que conte começando do
número 100, de 7 em 7, ao contrário. Peça que
pare depois da 5ª subtração (93, 86, 79, 72, 65). Determine o escore pelo total de acertos. Se o
paciente não conseguir ou não quiser fazer esta
conta, peça-lhe que soletre a palavra “mundo” de
trás para frente. O escore será o número de letras
que ele disser na ordem correta, ex.: odnum = (5),
odunm = (3). Observação: Frente às dificuldades apresen-
tadas pela população, nesta etapa apresentou-se
ao paciente um desenho de uma casa composta por
formas geométricas e solicitou-se que ele copiasse. A aplicação do MEEM foi realizada por dois
avaliadores treinados que não possuíam nenhum
vínculo de parentesco com os pacientes avaliados,
bem como não mantiveram nenhum contato verbal
ou visual entre eles. Observação: Frente às dificuldades apresen-
tadas pela população, nesta etapa apresentou-se
ao paciente um desenho de uma casa composta por
formas geométricas e solicitou-se que ele copiasse. A aplicação do MEEM foi realizada por dois
avaliadores treinados que não possuíam nenhum
vínculo de parentesco com os pacientes avaliados,
bem como não mantiveram nenhum contato verbal
ou visual entre eles. 1.2.5 - Linguagem Nomeando: Mostre ao paciente um relógio de
pulso e pergunte o que é isso. Repita com um lápis. Escore 0 a 2. 1.2.2 - Registro Nesta etapa da avaliação mostra-se ao paciente
o telefone celular do avaliador no lugar do relógio
de pulso. Pergunte ao paciente se você pode aplicar-lhe
um teste para avaliar sua memória. Diga o nome de
3 objetos que não se relacionem entre si, fale lenta
e claramente, dê um espaço de um segundo entre
cada palavra. Depois de dizer as 3 palavras, peça
que ele as repita. Esta primeira repetição determina
o escore (0 a 3), continue repetindo as palavras, por
no máximo 6 vezes, até que ele repita todas as 3. Se ele não se lembrar das palavras, esta fase do
teste deverá ser interrompida, sem insistência. Repetição: Diga uma frase e peça ao paciente
que a repita. Repita apenas uma vez. Escore 0 a 1. 3 Ordens: Forneça ao paciente uma folha de
papel em branco e peça que ele escreva uma
frase para você. Não dite a frase, é preciso que
ele escreva espontaneamente. Verifique se a frase
contém sujeito, verbo e se faz sentindo. A gramática
e a pontuação não é preciso avaliar. Numa folha de
papel em branco, desenhe um pentágono dentro do
outro, com a diferença de 2 cm e peça que ele copie
exatamente. Se os 10 ângulos estiverem presentes
e 2 intersecções o escore será de 1 ponto. Tremor
e rotação: ignore. 1.2.4 - Memória Você acha difícil tirar a sua atenção do zumbido e se
concentrar em outra coisa? 19. Você sente que não tem controle sobre o seu zumbido? 20. Devido ao seu zumbido, você se sente frequentemente
cansado? 21. Devido ao seu zumbido, você se sente frequentemente
deprimido? 22. O seu zumbido faz com que você sinta ansioso? 23. Você sente que não pode mais suportar o seu zumbido? 24. O seu zumbido piora quando você está estressado? 25. O seu zumbido faz com que você se sinta inseguro? Figura 3 - Questionário do Tinnitus Handicap Inventory (THI)13, traduzido por Ferreira et al.(2005)14 Questão
Sim
Às vezes
Não
1. Devido ao seu zumbido é difícil se concentrar? 2. O volume (intensidade) do seu zumbido faz com que seja
difícil escutar as pessoas? 3. O seu zumbido deixa você nervoso? 4. O seu zumbido deixa você confuso? 5. Devido ao seu zumbido, você se sente desesperado? 6. Você se queixa muito do seu zumbido? 7. Devido ao seu zumbido, você tem dificuldade para pegar
no sono à noite? 8. Você sente como se não pudesse se livrar do seu
zumbido? 9. O seu zumbido interfere na sua capacidade de aproveitar
atividades sociais (tais como sair para jantar, ir ao cinema)? 10. Devido ao seu zumbido, você se sente frustrado? 11. Devido ao seu zumbido, você pensa que tem uma
doença grave? 12. O seu zumbido torna difícil aproveitar a vida? 13. O seu zumbido interfere nas suas tarefas no serviço e
em casa? 14. Devido ao seu zumbido, você se sente frequentemente
irritado? 15. Devido ao seu zumbido, você acha difícil ler? 16. O seu zumbido deixa você chateado? 17. Você sente que o seu zumbido atrapalha o seu
relacionamento com a sua família e amigos? 18. Você acha difícil tirar a sua atenção do zumbido e se
concentrar em outra coisa? 19. Você sente que não tem controle sobre o seu zumbido? 20. Devido ao seu zumbido, você se sente frequentemente
cansado? 21. Devido ao seu zumbido, você se sente frequentemente
deprimido? 22. O seu zumbido faz com que você sinta ansioso? 23. Você sente que não pode mais suportar o seu zumbido? 24. O seu zumbido piora quando você está estressado? 25. O seu zumbido faz com que você se sinta inseguro? Figura 3 - Questionário do Tinnitus Handicap Inventory (THI)13, traduzido por Ferreira et al.(2005)14 1.2.4 - Memória Pergunte ao paciente se ele pode relembrar as
3 palavras que você lhe pediu que guardasse na
memória. Escore 0 a 3. Para a análise dos dados obtidos, utilizou as
notas de corte, oriundas da adaptação do estudo
de Herrera Jr., Caramelli, Nitrini (1998)20 conforme
a Figura 2 abaixo: Escolaridade
Sem escolaridade
≥1 e ≤ 8 anos
≥ 9 e ≤ 11 anos
≥ 12 anos
Pontuação
19
24
24
28
Figura 2 - Distribuição dos pontos de corte segundo o nível de escolaridade O THI foi aplicado e as respostas foram
pontuadas de zero, quando o zumbido não interfere
na vida do paciente, até 100 (pontos ou %), quando
o grau de incômodo é grave. A somatória dos pontos
resultantes das questões foi categorizada em cinco
grupos ou graus de gravidade. Para a análise estatística foi utilizado o
software SSPS 20.0 e foram utilizadas as medidas
resumos para descrição da amostra. Para verificar
associação e correlação foram utilizados testes
paramétricos com a correlação de Spearman. O
nível de significância adotado foi de 5% (p<0,05)
que foi destacado com asterisco quando presente. Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 802 802 Gois RO, Gois BO, Pereira MCCS, Taguchi CK Questão
Sim
Às vezes
Não
1. Devido ao seu zumbido é difícil se concentrar? 2. O volume (intensidade) do seu zumbido faz com que seja
difícil escutar as pessoas? 3. O seu zumbido deixa você nervoso? 4. O seu zumbido deixa você confuso? 5. Devido ao seu zumbido, você se sente desesperado? 6. Você se queixa muito do seu zumbido? 7. Devido ao seu zumbido, você tem dificuldade para pegar
no sono à noite? 8. Você sente como se não pudesse se livrar do seu
zumbido? 9. O seu zumbido interfere na sua capacidade de aproveitar
atividades sociais (tais como sair para jantar, ir ao cinema)? 10. Devido ao seu zumbido, você se sente frustrado? 11. Devido ao seu zumbido, você pensa que tem uma
doença grave? 12. O seu zumbido torna difícil aproveitar a vida? 13. O seu zumbido interfere nas suas tarefas no serviço e
em casa? 14. Devido ao seu zumbido, você se sente frequentemente
irritado? 15. Devido ao seu zumbido, você acha difícil ler? 16. O seu zumbido deixa você chateado? 17. Você sente que o seu zumbido atrapalha o seu
relacionamento com a sua família e amigos? 18.
RESULTADOS no MEEM e nota-se que metade das mulheres
apresentou alteração no MEEM. Na Tabela 1 observa-se prevalência de
indivíduos de gênero feminino se comparado aos
de gênero masculino e verifica-se que a maioria da
amostra (92,6%) é composta por indivíduos sem e
de baixa escolaridade. Na Figura 4 nota-se que nos indivíduos com ≥ 1
e ≤ 8 anos de escolaridade existiu um predomínio
de pessoas com alteração no MEEM. Todavia,
naqueles sem e com ≥ 9 anos de escolaridade
houve uma predominância de indivíduos sem
alteração no MEEM. Na Tabela 2 observa-se que 50,9% da amostra
pontuaram dentro dos padrões de normalidade Rev. CEFAC.
RESULTADOS 2014 Mai-Jun; 16(3):798-809 803 Estado Mental e Zumbido em Idosos 8 Tabela 1 - Classifi cação percentual dos voluntários de gênero masculino e feminino e distribuição da
população segundo escolaridade
Homens
Mulheres
Escolaridade
Quantidade
Percentual
Quantidade
4
104
sem escolaridade
40
37,0%
≥ 1 e ≤ 8 anos
60
55,6%
Percentual
3,7%
96,30%
≥ 9 e ≤ 11 anos
5
4,6%
≥ 12 anos
3
2,8%
Total
3,7%
96,30%
108
100,0% ssifi cação percentual dos voluntários de gênero masculino e feminino e distribuição d
gundo escolaridade Tabela 1 - Classifi cação percentual dos voluntários de gênero masculino e feminino e distribuição da
população segundo escolaridade houve um equilíbrio entre aqueles que apresen-
tavam zumbido e possuíam ou não alteração
no MEEM, como também existiu um equilíbrio
t
l
ã
t
bid
Os resultados apontaram que dentre os sujeitos
que apresentaram relato de zumbido, 53,1%
apresentaram alteração no MEEM; e entre aqueles
ã
f
i
i
d
bid
46 9%
Tabela 2 - Distribuição percentual da relação: Gênero x Mini Exame do Estado Mental
Gênero
MEEM
Total
Com alteração
Sem alteração
Feminino
Quantidade
52
52
104
Porcentagem
50%
50%
100%
Masculino
Quantidade
1
3
4
Porcentagem
25%
75%
100%
Total
Quantidade
53
55
108
Porcentagem
49,1%
50,9%
100%
Figura 4 - Distribuição percentual da relação: Escolaridade x Mini Exame do Estado Mental Tabela 2 - Distribuição percentual da relação: Gênero x Mini Exame do Estado Mental
Gênero
MEEM
Total
Com alteração
Sem alteração
Feminino
Quantidade
52
52
104
Porcentagem
50%
50%
100%
Masculino
Quantidade
1
3
4
Porcentagem
25%
75%
100%
Total
Quantidade
53
55
108
Porcentagem
49,1%
50,9%
100% bela 2 - Distribuição percentual da relação: Gênero x Mini Exame do Estado Mental Figura 4 - Distribuição percentual da relação: Escolaridade x Mini Exame do Estado Mental Figura 4 - Distribuição percentual da relação: Escolaridade x Mini Exame do Estado Mental Figura 4 - Distribuição percentual da relação: Escolaridade x Mini Exame do Estado Mental Os resultados apontaram que dentre os sujeitos
que apresentaram relato de zumbido, 53,1%
apresentaram alteração no MEEM; e entre aqueles
que não referiram queixa de zumbido, 46,9%
apresentaram MEEM alterado, denotando-se que houve um equilíbrio entre aqueles que apresen-
tavam zumbido e possuíam ou não alteração
no MEEM, como também existiu um equilíbrio
entre aqueles que não apresentavam zumbido e
possuíam ou não alteração no MEEM. Rev. CEFAC. Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809
RESULTADOS Tabela 4 - Distribuição percentual da classifi cação quanto ao grau do zumbido e sua interferência na
qualidade de vida
Classifi cação do grau
do zumbido
Quantidade
Percentual
Interferência do zum-
bido na qualidade de
vida
Desprezivel
7
10,9%
Não
Leve
20
31,3%
Sim
Moderado
14
21,9%
Sim
Severo
13
20,3%
Sim
Catastrófi co
10
15,6%
Sim
Total
64
100,0%
89,10%
Figura 6 - Distribuição percentual da relação: Escolaridade X Classifi cação no Tinnitus Handicap
Inventory
DISCUSSÃO
Nesta pesquisa, a maioria da amostra foi de
ê
f
i i
(96 3%)
d
i di íd
d
b i Tabela 4 - Distribuição percentual da classifi cação quanto ao grau do zumbido e sua interferência na
qualidade de vida Tabela 4 - Distribuição percentual da classifi cação quanto ao grau do zumbido e sua interferência na
qualidade de vida
Classifi cação do grau
do zumbido
Quantidade
Percentual
Interferência do zum-
bido na qualidade de
vida
Desprezivel
7
10,9%
Não
Leve
20
31,3%
Sim
Moderado
14
21,9%
Sim
Severo
13
20,3%
Sim
Catastrófi co
10
15,6%
Sim
Total
64
100,0%
89,10% uição percentual da classifi cação quanto ao grau do zumbido e sua interferência na
a Tabela 4 - Distribuição percentual da classifi cação quanto ao grau do zumbido e sua
qualidade de vida Figura 6 - Distribuição percentual da relação: Escolaridade X Classifi cação no Tinnitus Handicap
Inventory Figura 6 - Distribuição percentual da relação: Escolaridade X Classifi cação no Tinnitus Handicap
Inventory
RESULTADOS 2014 Mai-Jun; 16(3):798-809 Gois RO, Gois BO, Pereira MCCS, Taguchi CK Na Tabela 3 constata-se que 59,30% dos
indivíduos submetidos ao THI apresentaram
queixa de zumbido, averigua-se que, daqueles
que detinham essa queixa, mais da metade da
amostra (60,90%) foi composta por indivíduos em
que o mesmo era percebido em ambas as orelhas
e verifi ca-se que 71,90% dos indivíduos que tinham
zumbido, descreviam-no como agudo. Na Figura 5 denota-se que houve uma predo-
minância da sensação desprezível/leve do zumbido
naqueles com MEEM não alterado. Enquanto que
naqueles com MEEM alterado houve uma pequena
predominância dos indivíduos com sensação
severo/catastrófi ca do zumbido. Figura 5 - Distribuição percentual da relação: Mini Exame do Estado Mental X Classifi cação no
Tinnitus Handicap Inventory Figura 5 - Distribuição percentual da relação: Mini Exame do Estado Mental X Classifi cação no
Tinnitus Handicap Inventory Tabela 3 - Distribuição percentual dos resultados do Tinnitus Handicap Inventory, classifi cação
quanto à orelha predominante do zumbido e sensação sonora ou Pitch
Presença de
Zumbido
Quantidade
Percentual
Sim
64
59,3%
Orelha
Pitch
Direita
Esquerda
Ambas
Agudo
Grave
17,2%
21,9%
60,9%
71,9%
28,10%
Não
44
40,7%
Total
108
100,0% Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 805 Estado Mental e Zumbido em Idosos Na Tabela 4 averigua-se que quase metade da
amostra detentora dessa alteração, (42,20%) foi
composta por indivíduos em que o zumbido era
percebido de maneira desprezível ou leve e que
89,10% dos indivíduos que se queixam de zumbido,
este acaba interferindo na qualidade de vida. Na Figura 6 denota-se que houve um predomínio
da sensação desprezível/leve e severo/catastrófi ca
do zumbido nos grupos sem escolaridade, ≥1 e ≤
8 e ≥ 12 anos de escolaridade. Enquanto que no
grupo ≥ 9 e ≤ 11 anos de escolaridade somente
existiu sensação Desprezível/leve do zumbido. DISCUSSÃO Nesta pesquisa, a maioria da amostra foi de
gênero feminino (96,3%) e de indivíduos de baixa
ou sem escolaridade (92,6%), o que concordou com
estudo similar24. Os resultados relativos ao gênero
confi rmaram a tendência encontrada na literatura
nos estudos25 relacionados com os idosos segundo
os quais, no Brasil, o número absoluto de mulheres Na aplicação do MEEM obteve-se a média de
21,7 pontos, o que foi concordante com as médias
alcançadas por alguns estudos 21-24. Observou-se que a média de idade da amostra
geral foi de 65,63 anos, aproximando-se dos resul-
tados obtidos por alguns pesquisadores 24. Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 806 Gois RO, Gois BO, Pereira MCCS, Taguchi CK idosas tem sido superior quando confrontado com o
de homens acima de 65 anos. entrevistada referiu presença de zumbido corrobo-
rando com um estudo 31. A média da pontuação no
THI da amostra foi de 26,94, o que discordou de
estudo32. A análise estatística demonstrou que os resul-
tados da aplicação do MEEM não revelaram
associação com escolaridade, indo ao encontro
de um estudo anterior26. Contudo, discordou de
outros,6,24,27 que mostraram que o MEEM apresenta
relação com a escolaridade. Nesta pesquisa, o zumbido acompanhado
de pitch agudo e em ambas a orelhas foi o mais
frequente e o grau do incômodo prevalente foi o
leve, o que corrobora com alguns achados relatados
na literatura 33-36, Quanto ao desempenho no MEEM, metade da
amostra apresentou desempenho inferior à nota de
corte estabelecida. A maior concentração ocorreu
na faixa ≥ 1 e ≤ 8 anos de escolaridade (32,41%),
concordando com alguns estudos23,28 e discordando
de outros24,29. Observou-se, ainda, que 89,10% dos indivíduos
que possuíam zumbido referiram algum tipo de
interferência em suas qualidades de vida, concor-
dando com alguns estudos14, 37e discordando de
outros 38,39. A análise estatística revelou que não ocorreu
relação entre o autorrelato das características psico-
acústicas do zumbido e os resultados apresentados
pelo MEEM. Porém, os achados apontaram que
a maioria da população avaliada queixou-se de
zumbido, o que se aproximou dos resultados alcan-
çados por um estudo 38. DISCUSSÃO Uma pesquisa22 cujo objetivo era o estudo do
MEEM, correlacionando-o com a idade e escola-
ridade de idosos vivendo em comunidade, encon-
traram a média de 21,97 pontos, sendo que entre
os idosos com ≥ 1 e ≤ 8 anos de escolaridade, a
média foi 23,85, concordando com os achados
desta pesquisa que, nessa faixa de escolaridade,
foi de 22,76 pontos. Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 ABSTRACT Purpose: to analyze the performance of the elderly people on the Mini Mental State Examination
(MMSE); to verify the results of the Tinnitus Handicap Inventory (THI); to investigate the interference
of the variables gender, schooling and tinnitus on the MMSE and THI scores; to verify possible
relations with self-reported mental state of psychoacoustic characteristics and emotional domain
of THI. Methods: clinical descriptive, exploratory qualitative and quantitative research. It was
submitted to the MMSE and THI, 108 volunteers, male and female, aged ranged 60 to 80 years
referred from Coordenadoria de Atenção Básica of Itabaiana – SE. The statistical analysis based
on sample distribution and Spearman´s correlation with 0,05%. Results: the mean age was 65.63
years. The MMSE results were grouped into four levels of education: no schooling (37.0%), ≥ 1 to ≤
8 years (55.6%), ≥ 9 to ≤ 11 years (4.6%) and ≥ 12 years (2.8%), the mean MMSE was 21.7 points. It was observed that 49.1% scored below the pattern, while 50.9% presented equals or exceeds
the parameter used. On THI, we found that 59.3% presented tinnitus. It was observed that tinnitus
interferes with the quality of life on 89.10% of the population. Conclusion: the majority of the elderly
people presented abnormal MMSE. It was verify no significant association between gender, schooling
and MMSE score and THI and the majority of the participants in this study reported impaired quality
of life associated with tinnitus. No relation between abuse of psychoacoustic characteristics of tinnitus
and results displayed by the MMSE, however, the data showed that the majority of the population
tested complained of tinnitus. KEYWORDS: Aged; Tinnitus; Cognition Disorders; Diagnosis; Quality of Life
CONCLUSÃO Depreende-se deste estudo que nem todos
os voluntários de baixa escolaridade pontuaram
abaixo do corte estabelecido, o que concordou com
os resultados verificados em algumas pesquisas30. Uma parcela expressiva dos participantes
apresentou alteração no MEEM. Não existiu
associação significante entre gênero, escolaridade
e pontuação do MEEM e THI e a maioria dos partici-
pantes desta pesquisa referiu prejuízo na qualidade
de vida com associação ao zumbido. Inexistiu
relação entre queixa das características psicoacús-
ticas do zumbido e resultados exibidos pelo MEEM,
todavia, os achados apontaram que a maioria da
população testada autorrelataram presença de
zumbido. A distribuição percentual apontou que a
maioria dos voluntários avaliados pelo MEEM
não apresentou escores indicativo de alteração
cognitiva, ressaltando-se que foram adotados
padrões diferenciados20 conforme apresentado
anteriormente. Em relação ao THI, verificou-se que a média
de idade dos voluntários com alteração no THI
foi de 65,06 anos, sendo que 59,3% da amostra 807 Estado Mental e Zumbido em Idosos ABSTRACT
Purpose: to analyze the performance of the elderly people
(MMSE); to verify the results of the Tinnitus Handicap Invento
of the variables gender, schooling and tinnitus on the MMS
relations with self-reported mental state of psychoacoustic
of THI. Methods: clinical descriptive, exploratory qualitati
submitted to the MMSE and THI, 108 volunteers, male and
referred from Coordenadoria de Atenção Básica of Itabaiana
on sample distribution and Spearman´s correlation with 0,05
years. The MMSE results were grouped into four levels of ed
8 years (55.6%), ≥ 9 to ≤ 11 years (4.6%) and ≥ 12 years (2. It was observed that 49.1% scored below the pattern, while
the parameter used. On THI, we found that 59.3% presente
interferes with the quality of life on 89.10% of the population. people presented abnormal MMSE. It was verify no significant
and MMSE score and THI and the majority of the participants
of life associated with tinnitus. No relation between abuse of p
and results displayed by the MMSE, however, the data show
tested complained of tinnitus. KEYWORDS: Aged; Tinnitus; Cognition Disorders; Diagnosis
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da relação entre severidade do zumbido e perda
auditiva, sexo e idade do paciente / The impact of
gender, age and hearing loss on tinnitus severity. Braz. j. otorhinolaryngol. (Impr.). 2010;76(1):18-24. 33. Morais AA, Gil D. Zumbido em indivíduos sem
perda auditiva e sua relação com a disfunção
temporomandibular
/
Tinnitus
in
individuals
without
hearing
loss
and
its
relation
ship
with temporomandibular dysfunction. Braz. j. otorhinolaryngol. (Impr.) 2012;78(2):59-65. 24. Machado JC, Ribeiro RCL, Cotta RMM, Leal
PFG. Declínio cognitivo de idosos e sua associação
com fatores epidemiológicos em Viçosa, Minas
Gerais / Cognitive decline ofagedand its association
with epidemiological factors in thecityof Viçosa,
Minas
Gerais. Rev
Bras
Geriatr
Gerontol. 2011;14(1):109-21. 34. Urnau D, Tochetto TM. Características do
zumbido e da hiperacusia em indivíduos normo-
ouvintes / Characteristics of the tinnitus and
hyperacusis in normal hearing individuals. Arq. int. otorrinolaringol. (Impr.) 2011;15(4):468-74. 25. Lebrão ML, Laurenti R. Saúde, bem-estar
eenvelhecimento: o estudo Sabe no Município de
São Paulo. Rev.Bras. Epidemiol. 2005;8(2):127-41. 26. Nagato
AC,
Santos
MG,
Martins
TFP,
Valença SS, Bezerra FS, Serva MV. Avaliação
cognitiva de idosas institucionalizadas através
do mini-exame do estado mental com ou sem
tratamento fisioterapêutico. Cognitive evaluation
of elderly through the mini-mental state exam with
or without physical therapy. Fisioterapia Brasil. 2007;8(4):233-8. 35. Pinto PCL, Hoshino AC, Tomita S. Característica
dos pacientes com queixa de zumbido atendidos em
ambulatório especializado - HUCFF. Cad. Saúde
Colet. 2008;16(3):437-48. 36. Sanchez TG, Bento RF, Miniti A, Cârnara
J. Zumbido: Características e epidemiologia. Experiência do Hospital das Clínicas da Faculdade
de Medicina da Universidade de São Paulo. Rev
Bras Otorrinolaringol. 1997; 63(3):229- 35. 27. Kochhann R, Cerveira MO, Godinho C,
Camozzato A, Chaves MLF. Avaliação dos escores 27. Kochhann R, Cerveira MO, Godinho C,
Camozzato A, Chaves MLF. Avaliação dos escores Rev. CEFAC. 2014 Mai-Jun; 16(3):798-809 809 Estado Mental e Zumbido em Idosos 37. Casaprima V. 37. Casaprima V. Estudio descriptivo sobre las
caracteristicas del acufeno en pacientes adultos
que concurren a una clinica privada de ORL de la
ciudad de Rosario [Dissertação]. Rosário: Facultad
de Ciencias Medicas, Escuela de Fonoaudiologia;
2001.
REFERÊNCIAS Estudio descriptivo sobre las
caracteristicas del acufeno en pacientes adultos
que concurren a una clinica privada de ORL de la
ciudad de Rosario [Dissertação]. Rosário: Facultad
de Ciencias Medicas, Escuela de Fonoaudiologia;
2001. 39. Almeida TAS, Samelli AG, Mecca FDN, Martino
ED.Sensação subjetiva do zumbido pré e pós
intervenção nutricional em alterações metabólicas
/ Tinnitus sensation pre and post nutritional
intervention in metabolic disorders. Pró-fono R Atual
Cient. 2009;21(4):291-7. 39. Almeida TAS, Samelli AG, Mecca FDN, Martino
ED.Sensação subjetiva do zumbido pré e pós
intervenção nutricional em alterações metabólicas
/ Tinnitus sensation pre and post nutritional
intervention in metabolic disorders. Pró-fono R Atual
Cient. 2009;21(4):291-7. http://dx.doi.org/10.1590/1982-0216201425212
Recebido em: 25/10/2012
Aceito em: 25/04/2013 Endereço para correspondência:
Rafael Oliveira Gois
Rua Professor Lima Júnior, 801 – Centro
Itabaiana – Sergipe - Brasil
CEP: 49500-000
E-mail: rafaelgois1989@hotmail.com
|
https://openalex.org/W3162406794
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https://figshare.com/articles/journal_contribution/Estimation_of_shape_constrained_additive_models_with_missing_response_at_random/14593434/1/files/28004760.pdf
|
English
| null |
Estimation of shape constrained additive models with missing response at random
|
Journal of nonparametric statistics
| 2,021
|
cc-by
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|
Supplementary materials for “Estimation of shape constrained
additive models with missing response at random” The supplementary materials are organized as follows. Section A presents the conditions re-
quired in our asymptotic analysis. Section B includes necessary lemmas and technical proofs. Sec-
tion C provides proofs of theorems in the main paper. Appendix A. Assumptions The asymptotic analysis in the main paper requires the following assumptions. (A1) The predictor variables Xi are i.i.d. with support set [0,1]d. Its joint density function,
denoted by f (x), is continuous and 0 < c1 ≤f (x) ≤c2 < ∞, for x ∈[0,1]d and positive constants
c1 and c2. (A2) The errors {ϵi}n
i=1 are i.i.d. with E (ϵi) = 0 and Var (ϵi) = σ2 < ∞. There exists a
constant c3 > 0, such that E
|ϵi|2+ηX
≤c3 a.s. for some η > 0. (A3) The knot sequence
0 = u0 < u1 < ··· < uNn < uNn+1 = 1
is equally spaced on [0,1] with
uj = j/(Nn + 1), for j = 0,1,··· , Nn + 1. (A4) The number of interior knots Nn satisfies N 3
n log(n0)/n0 →0 and
N 2p+5log (n )/n →∞as n →∞ (A5) For 1 ≤l ≤d, the additive function αl is monotone increasing and (p + 1)-times continu-
ously differentiable for some integer p ≥1. We assume that there exists a constant c4 > 0, such that
α′
l (x) ≥c4, for x ∈[0,1]. (A5*) For 1 ≤l ≤d, the additive function αl is concave and (p + 1)-times continuously differ-
entiable for some integer p ≥2. Furthermore, we assume that there exists a constant c5 < 0, such
that α(2)
l
(x) ≤c5, for x ∈[0,1]. Assumption (A1) is the same as condition 1 in [1]. Assumption (A2) requires that the error terms
are i.i.d. with a common distribution. Assumption (A3) assumes that the interior knots are equally
spaced in the interval [0,1], which is required to simplify the linear constraints derived in Lemmas 2
and 3 in the main paper. One can relax this condition to the one considered in [2], [3] and [4], which
requires the knot sequence to be pseudo equally spaced. The assumption for the number of interior knots and samples size are give in the assumption (A4). This assumption is satisfied by Nn with the
optimal order that Nn = O(n
1
2p+3
0
). Additionally, for the monotone constrained estimator, Assumption
(A5) assumes that each additive function is monotone increasing and its first order derivative is
bounded below from zero. Similarly, for the concave constrained estimator, Assumption (A5∗)
requires that each additive function is concave and its second order derivative is bounded above
from zero. Appendix B. Lemmas and Proofs Then we have Then we have sup
x∈[0,1]
|I2|
=
sup
x∈[0,1]
BT
l (x)ABT
n0lWY∗
−l
= sup
x∈[0,1]
BT
l (x)ABT
n0lW(αl + ϵ)
=
Op
Nnn−1
0 n−1/2 × N −1/2
n
n1/2
0
= Op
N 1/2
n
n−1/2
0
n−1/2
,
(S.3)
sup
x∈[0,1]
|I3|
=
sup
x∈[0,1]
BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
Y∗
−l
=
sup
x∈[0,1]
BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
(αl + ϵ)
=
Op
Nnn−1
0 × N −1/2
n
n1/2
0 n−1/2
= Op
N 1/2
n
n−1/2
0
n−1/2
,
(S.4) sup
x∈[0,1]
|I2|
=
sup
x∈[0,1]
BT
l (x)ABT
n0lWY∗
−l
= sup
x∈[0,1]
BT
l (x)ABT
n0lW(αl + ϵ)
=
Op
Nnn−1
0 n−1/2 × N −1/2
n
n1/2
0
= Op
N 1/2
n
n−1/2
0
n−1/2
,
(S.3)
−1
(S.3) p
0
n
0
p
n
0
sup
x∈[0,1]
|I3|
=
sup
x∈[0,1]
BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
Y∗
−l
=
sup
x∈[0,1]
BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
(αl + ϵ)
=
Op
Nnn−1
0 × N −1/2
n
n1/2
0 n−1/2
= Op
N 1/2
n
n−1/2
0
n−1/2
,
(S.4) x∈[0,1]
x∈[0,1]
0
0
=
sup
x∈[0,1]
BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
(αl + ϵ)
=
Op
Nnn−1
0 × N −1/2
n
n1/2
0 n−1/2
= Op
N 1/2
n
n−1/2
0
n−1/2
,
(S.4) (S.4) =
sup
x∈[0,1]
BT
l (x)ABT
n0l
ˆW −W
Y∗
−l
= sup
x∈[0,1]
BT
l (x)ABT
n0l
ˆW −W
(αl + ϵ)
=
O
N n−1n−1/2 × N −1/2n1/2
0 n−1/2
= O
N 1/2n−1/2
0
n−1
(S 5) sup
x∈[0,1]
I4
=
sup
x∈[0,1]
BT
l (x)ABT
n0l
ˆW −W
Y∗
−l
= sup
x∈[0,1]
BT
l (x)ABT
n0l
ˆW −W
(αl + ϵ)
=
Op
Nnn−1
0 n−1/2 × N −1/2
n
n1/2
0 n−1/2
= Op
N 1/2
n
n−1/2
0
n−1
. Appendix B. Lemmas and Proofs For each l = 1,..., d, let α∗
l be the one-step backfitted unconstrained estimator of αl when all
the other additive components are known. In this case, it reduces to the univariate polynomial spline
smoothing. Define Y ∗
i,−l = Yi −
P
l′̸=l
αl′ (Xil′) = αl (Xil) + ϵi, and let Y∗
−l =
Y ∗
1,−l,..., Y ∗
n,−l
T
, for
l = 1,..., d. Then α∗
l (x) = BT
l (x)β∗
l where β∗
l =
BT
n0l ˆWBn0l
−1
BT
n0l ˆWY∗
−l. Note that
α∗
l (x)
d
l=1
are constructed only for proving the theoretical results. The true sampling weights matrix is denoted
by W in the proofs. Lemma A.1 Under regularity conditions (A1)-(A4), for l = 1,..., d,
α∗
l −αl
2 = Op
Æ
Nn/n0 + N −p−1
n
. Lemma A.1 Under regularity conditions (A1)-(A4), for l = 1,..., d,
α∗
l −αl
2 = Op
Æ
Nn/n0 + N −p−1
n
. Proof. By definition and Taylor expansion, we have α∗
l (x)
=
BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆWY∗
−l
=
BT
l (x)
BT
n0lWBn0l + BT
n0l
ˆW −W
Bn0l
−1
BT
n0l
W + ˆW −W
Y∗
−l
=
BT
l (x)
h
BT
n0lWBn0l
−1
+ A
i
BT
n0l
W + ˆW −W
Y∗
−l
=
BT
l (x)
BT
n0lWBn0l
−1
BT
n0lWY∗
−l + BT
l (x)ABT
n0lWY∗
−l
+BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
Y∗
−l
+BT
l (x)ABT
n0l
ˆW −W
Y∗
−l =
BT
l (x)
BT
n0lWBn0l
−1
BT
n0lWY∗
−l + BT
l (x)ABT
n0lWY∗
−l
+BT
l (x)
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
Y∗
−l
+BT
l (x)ABT
n0l
ˆW −W
Y∗
−l =
I1 + I2 + I3 + I4, in which A
=
−
BT
n0lWBn0l
−1
BT
n0l
ˆW −W
Bn0l
BT
n0lWBn0l
−1
+
∞
X
k=2
(−1)−k BT
nlWBnl
−1 BT
n0l
ˆW −W
Bn0l
k
BT
n0lWBn0l
−1
. Appendix B. Lemmas and Proofs (S.1) (S.1) 2 Theorem 1 in [2] holds when using the weighted least squares estimation, thus one has ∥I1 −αl∥2 =
BT
l (x)
BT
n0lWBn0l
−1
BT
n0lWY∗
−l −αl
2 = Op
Æ
Nn/n0 + N −p−1
n
. (S.2) (S.2) Note that sup
x
|Bl (x)| = Op (1) and the number of nonzero elemente in Bl (x) is bounded. Let
λmin and λmax be the smallest and largest eigenvalues of n0
−1BT
n0lBn0l, respectively. Then by The-
orem 5.4.2 in [5], λmin ≍λmax ≍N −1
n , where ≍means both sides have the same order. Given
the weight is bounded away from zero and infinity and sup
ˆW −W
= Op
n−1/2
[6], we have
sup
BT
n0lWBn0l
−1 = Op
Nnn−1
0
, sup
BT
n0l
ˆW −W
Bn0l
= Op
N −1
n n0n−1/2
, thus sup|A| =
Op
Nnn−1
0 n−1/2
, sup
BT
n0lWϵ
= Op
N −1/2
n
n1/2
0
, and sup
BT
n0l
ˆW −W
ϵ
= Op
N −1/2
n
n1/2
0 n−1/2
. Appendix B. Lemmas and Proofs (S.5) (S.5) From equations (S.1), (S.2), (S.4), (S.4) and (S.5), one has From equations (S.1), (S.2), (S.4), (S.4) and (S.5), one has α∗
l −αl
2
≤
∥I1 −αl∥2 + sup|I2| + sup|I3| + sup
I4
=
Op
Æ
Nn/n0 + N −p−1
n
, and then Lemma A.1 follows. and then Lemma A.1 follows. and then Lemma A.1 follows. Lemma A.2 Under regularity conditions (A1)-(A4), for l = 1,..., d,
∥˜αl −αl∥2 = Op
Æ
Nn/n0 + N −p−1
n
. Lemma A.2 Under regularity conditions (A1)-(A4), for l = 1,..., d,
∥˜αl −αl∥2 = Op
Æ
Nn/n0 + N −p−1
n
. Lemma A.2 Under regularity conditions (A1)-(A4), for l = 1,..., d, ∥˜αl −αl∥2 = Op
Æ
Nn/n0 + N −p−1
n
. ∥˜αl −αl∥2 = Op
Æ
Nn/n0 + N −p−1
n
. Proof. By definition, one has Proof. By definition, one has Proof. By definition, one has ˜αl (x)
=
BT
l (x) ˜βl = BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆWY−l ˜αl (x)
=
BT
l (x) ˜βl = BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆWY−l 3 =
BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
Y −
X
l′̸=l
˜αl′
=
BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl + ϵ)
+BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸=l
(αl′ −˜αl′)
=
α∗
l + BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸=l
(αl′ −˜αl′)
=
α∗
l + I. =
BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl + ϵ)
+BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸=l
(αl′ −˜αl′) ̸
=
α∗
l + BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸
l
(αl′ −˜αl′) l′̸=l
=
α∗
l + I. (S.6) l ̸=l
=
α∗
l + I. Appendix B. Lemmas and Proofs 4 Applying the inequality sup
ϕ∈G(p)
〈ϕ,1〉n0 −〈ϕ,1〉
∥ϕ∥−1 = Op
n−1/2
0
N 1/2
n
log1/2 n0
, one has 〈Bl,1〉n0
≤
|〈Bl,1〉| + ∥Bl∥× Op
n−1/2
0
N 1/2
n
log1/2 n0
〈Bl,1〉n0
≤
|〈Bl,1〉| + ∥Bl∥× Op
n−1/2
0
N 1/2
n
log1/2 n0
=
O
N −1 + N −1/2 × n−1/2N 1/2 log1/2 n
= O
N 〈Bl,1〉n0
≤
|〈Bl,1〉| + ∥Bl∥× Op
n−1/2
0
N 1/2
n
log1/2 n0
=
Op
N −1
n
+ N −1/2
n
× n−1/2
0
N 1/2
n
log1/2 n0
= Op
N −1
n
, 0
p
n
=
Op
N −1
n
+ N −1/2
n
× n−1/2
0
N 1/2
n
log1/2 n0
= Op
N −1
n
, then we obtains that then we obtains that sup
x∈[0,1]
|I1|
=
Op
Æ
Nn/n0 + N −p−1
n
,
(S.9)
sup
x∈[0,1]
|I2|
=
Op
n−1/2Æ
Nn/n0 + n−1/2N −p−1
n
. (S.10)
Finally, Lemma A.2 follows from (S.6), (S.7), (S.8), (S.9), and (S.10). (S.9) (S.10) Finally, Lemma A.2 follows from (S.6), (S.7), (S.8), (S.9), and (S.10). Lemma A.3 For any function α that satisfies condition (A5*) with p = 2,3 and large enough n,
there exists a spline function g ∈G(p) whose coefficients satisfy the concave constraints such that
∥α −g∥∞≤c
α(p+1)
∞N −p−1
n
, for some constant c > 0. Lemma A.3 For any function α that satisfies condition (A5*) with p = 2,3 and large enough n,
there exists a spline function g ∈G(p) whose coefficients satisfy the concave constraints such that
∥α −g∥∞≤c
α(p+1)
∞N −p−1
n
, for some constant c > 0. Proof. According to Theorem 1.51 in [7], for any α ∈C p+1 [0,1], there exists a function
g ∈G(p), such that ∥α −g∥∞≤c
α(p+1)
∞N −p−1
n
and
α(2) −g(2)
∞≤c
α(p+1)
∞N −p+1
n
, for
some constant c > 0 and p > 1. By condition (A5*), α(2) (x) ≤c1 < 0 for some constant c1 and any
x ∈[0,1]. Then for large sample size, one has g(2) ≤
α(2) −g(2)
∞+ α(2) ≤c1/2 < 0, therefore g is a concave function. therefore g is a concave function. Given α ∈C p+1 [0,1], we have α′ ∈C p [0,1]. Appendix B. Lemmas and Proofs (S.6) (S.6) Lemma A.1 gives that Lemma A.1 gives that Lemma A.1 gives that α∗
l −αl
2 = Op
Æ
Nn/n0 + N −p−1
n
(S.7) (S.7) By Taylor expansion, we have By Taylor expansion, we have By Taylor expansion, we have I
=
BT
l (x)
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸=l
(αl′ −˜αl′)
=
BT
l (x)
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0l
W + ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
BT
l (x)
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0lW
X
l′̸=l
(αl′ −˜αl′)
+BT
l (x)
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0l
ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
I1 + I2, (S.8) in which A is defined in (S.1). Since sup
x
|Bl (x)| = Op (1), sup
BT
n0lWBn0l
−1
+ A
= Op
Nnn−1
0
,
and sup
ˆW −W
= Op
n−1/2
, one has sup
x∈[0,1]
|I1|
=
sup
x∈[0,1]
BT
l (x)
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0lW
X
l′̸=l
(αl′ −˜αl′)
=
Op
Nnn−1
0
× n0 ×
n−1
0 BT
n0lW
X
l′̸=l
(αl′ −˜αl′)
=
Op (Nn) ×
〈Bl,1〉n0
× Op
Æ
Nn/n0 + N −p−1
n
, sup
x∈[0,1]
|I2|
=
sup
x∈[0,1]
BT
l (x)
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0l
ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
Op
Nnn−1
0
× n0 ×
n−1
0 BT
n0l
ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
Op (Nn) ×
〈Bl,1〉n0
× Op
n−1/2
× Op
Æ
Nn/n0 + N −p−1
n
. Appendix B. Lemmas and Proofs By Lemma 3 of [4], for p ≤3 and large
enough n, there exists a ˆg′ ∈G(p−1) whose coefficients satisfy the monotone constraints, such that
∥α′ −ˆg′∥∞≤c2
α(p+1)
∞N −p
n , for some constant c2 > 0. With ˆg (x) =
R
ˆg′ (x) d x ∈G(p)
and follow the similar arguments in the proof of Lemma 3 in [4], we can easily show that
∥g −ˆg∥∞≤c2
α(p+1)
∞N −p−1
n
. Furthermore, in the proof of Lemma 3 in [4], we showed that
the spline coefficients of ˆg(2) are non-positive which suggests that the coefficients of ˆg satisfy the
concave constraints. Therefore, Lemma A.3 follows. Lemma A.4 Under regularity conditions (A1)-(A5), for l = 1,..., d and p ≤3, there exists a spline
function gl =
JnP
j=1
γl jBl j whose coefficients satisfy the monotone constraints such that Lemma A.4 Under regularity conditions (A1)-(A5), for l = 1,..., d and p ≤3, there exists a spline
function gl =
JnP
j=1
γl jBl j whose coefficients satisfy the monotone constraints such that sup
j
β∗
l j −γl j
= Op
v
u
tN 3
n log n0
n0
. 5 Therefore, the coefficients of α∗
l satisfy the monotone constraints with probability approaching to 1
as n0 →∞. Proof. By Lemma 3 of [4], there exists a spline function gl whose coefficients satisfy the monotone
constraints such that ∥αl −gl∥∞= Op
N −p−1
n
. By definition, we have Proof. By Lemma 3 of [4], there exists a spline function gl whose coefficients satisfy the monotone
constraints such that ∥αl −gl∥∞= Op
N −p−1
n
. By definition, we have β∗
l
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl + ϵ)
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(gl + αl −gl + ϵ)
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆWgl +
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl −gl)
+
BT
n0l ˆWBn0l
−1
BT
n0l ˆWϵ =
I + II + III. (S.11) (S.11) =
I + II + III. (S.11) =
I + II + III. =
I + II + III. Given gl = Bn0lγl, then Given gl = Bn0lγl, then Given gl = Bn0lγl, then I =
BT
n0l ˆWBn0l
−1
BT
n0l ˆWgl = γl. Appendix B. Lemmas and Proofs Lemma A.5 Under regularity conditions (A1)-(A4),(A5*), for l = 1,..., d and p = 2,3, there exists
a spline function gl =
JnP
j=1
γl jBj whose coefficients satisfy the concave constraints such that Lemma A.5 Under regularity conditions (A1)-(A4),(A5*), for l = 1,..., d and p = 2,3, there exists
a spline function gl =
JnP
j=1
γl jBj whose coefficients satisfy the concave constraints such that Lemma A.5 Under regularity conditions (A1)-(A4),(A5*), for l = 1,..., d and p = 2,3, there exists
a spline function gl =
JnP
j=1
γl jBj whose coefficients satisfy the concave constraints such that sup
j
γl j −β∗
l j
= Op
v
u
tN 3
n log n0
n0
. Therefore, the coefficients of m∗
l satisfies the concave constraints with probability approaching to 1
as n0 →∞. Therefore, the coefficients of m∗
l satisfies the concave constraints with probability approaching to 1
as n0 →∞. Proof. For p = 2,3, by Lemma A.3, there exists a spline function gl whose coefficients satisfy
the concave constraints such that ∥αl −gl∥∞= Op
N −p−1
n
. By definition, one has Proof. For p = 2,3, by Lemma A.3, there exists a spline function gl whose coefficients satisfy
the concave constraints such that ∥αl −gl∥∞= Op
N −p−1
n
. By definition, one has β∗
l
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl + ϵ)
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(gl + αl −gl + ϵ)
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆWgl +
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl −gl)
+
BT
n0l ˆWBn0l
−1
BT
n0l ˆWϵ =
I + II + III. (S.15) (S.15) =
I + II + III. =
I + II + III. (S.15) Write gl = Bnlγl, then I =
BT
n0l ˆWBn0l
−1
BT
n0l ˆWgl = γl. (S.16) (S.16) Follow the similar arguments in the proof of Lemma A.4, we can easily show that Follow the similar arguments in the proof of Lemma A.4, we can easily show that sup|II|
=
Op
N −p−1
n
,
(S.17)
sup|III|
=
Op
v
u
tN 3
n log n0
n0
. (S.18) (S.17) (S.18) Lemma A.5 follows from equations (S.15), (S.16), (S.17), (S.18), and assumption (A4). Appendix B. Lemmas and Proofs (S.12) (S.12) By Taylor expansion, By Taylor expansion, II
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl −gl)
=
h
BT
n0lWBn0l
−1
+ A
i
BT
n0l
W + ˆW −W
(αl −gl)
=
h
BT
n0lWBn0l
−1
+ A
i
BT
n0lW(αl −gl)
+
h
BT
n0lWBn0l
−1
+ A
i
BT
n0l
ˆW −W
(αl −gl)
=
II1 + II2, III
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆWϵ
=
h
BT
n0lWBn0l
−1
+ A
i
BT
n0l
W + ˆW −W
ϵ
=
h
BT
n0lWBn0l
−1
+ A
i
BT
n0lWϵ +
h
BT
n0lWBn0l
−1
+ A
i
BT
n0l
ˆW −W
ϵ
=
III1 + III2, in which A is defined in (S.1). Since sup
BT
n0lWBn0l
−1
+ A
= Op
Nnn−1
0
, ∥αl −gl∥∞=
Op
N −p−1
n
, and sup
ˆW −W
= Op
n−1/2
, similar arguments at these in (S.9) and (S.10) gives
that sup|II1| = Op
N −p−1
n
and sup|II2| = Op
n−1/2N −p−1
n
, thus sup|II| = Op
N −p−1
n
(S.13) (S.13) Similar arguments in the proof of Lemma 4 in [4] gives that sup
n−1
0 BT
n0lWϵ
= Op
Ç
Nn log n0
n0
and
sup
n−1
0 BT
n0l
ˆW −W
ϵ
= Op
Ç
Nn log n0
nn0
, hence one has 6 sup|III1| = Op
r
N3
n log n0
n0
and sup|III2| = Op
r
N3
n log n0
nn0
, then we obtain
sup|III| = Op
v
u
tN 3
n log n0
n0
(S.14) sup|III1| = Op
r
N3
n log n0
n0
and sup|III2| = Op
r
N3
n log n0
nn0
, then we obtain
sup|III| = O
v
u
tN 3
n log n0
(S sup|III| = Op
v
u
tN 3
n log n0
n0
(S.14) (S.14) From equations (S.11), (S.12), (S.13), (S.14), and assumption (A4), we have sup
β∗
l −γl
=
sup|II + III| = Op
r
N3
n log n0
n0
and then Lemma A.4 follows. Proof of Theorem 1 By definition and Taylor expansion, we have By definition and Taylor expansion, we have ˜βl
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆWY−l =
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
Y −
X
l′̸=l
˜αl′
=
BT
n0l ˆWBn0l
−1
BT
n0l ˆW(αl + ϵ) +
BT
n0l ˆWBn0l
−1
BT
n0l ˆW
X
l′̸=l
(αl′ −˜αl′)
=
β∗
l +
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0l
W + ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
β∗
l +
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0lW
X
l′̸=l
(αl′ −˜αl′)
+
h
BT
n0l ˆWBn0l
−1
+ A
i
BT
n0l
ˆW −W
X
l′̸=l
(αl′ −˜αl′)
=
β∗
l + I1 + I2. (S.19) l ̸
l
=
β∗
l + I1 + I2. (S.19) By Lemma A.4, for any fixed l = 1,...d, the coefficient β∗
l satisfies the monotone constraints with
probability approaching to 1 as n →∞and sup
β∗
l −γl
= Op
v
u
tN 3
n log n0
n0
(S.20) (S.20) Furthermore, similar arguments at these in (S.9) and (S.10) gives that
sup|I1| = Op
p
Nn/n0 + N −p−1
n
and sup|I2| = Op
n−1/2p
Nn/n0 + n−1/2N −p−1
n
, thus
sup|I1 + I2| = Op
Æ
Nn/n0 + N −p−1
n
,
(S.21) Furthermore, similar arguments at these in (S.9) and (S.10) gives that
sup|I1| = Op
p
Nn/n0 + N −p−1
n
and sup|I2| = Op
n−1/2p
Nn/n0 + n−1/2N −p−1
n
, thus
sup|I1 + I2| = Op
Æ
Nn/n0 + N −p−1
n
,
(S.2 (S.21) Finally, Theorem 1 follows From equations (S.19), (S.20), (S.21), and assumption (A4). Appendix B. Lemmas and Proofs Lemma A.5 follows from equations (S.15), (S.16), (S.17), (S.18), and assumption (A4). 7 Proof of Theorem 2 Follow the similar arguments in the proof of Theorem 1 and with Lemma A.5, Theorem 2 can
be easily proved. Follow the similar arguments in the proof of Theorem 1 and with Lemma A.5, Theorem 2 can
be easily proved. Proof of Theorem 3 When each αl is monotone increasing, Theorem 1 shows that for p ≤3, the coefficients of
unconstrained estimator ˜αl satisfy the monotone constraints with probability approaching 1 as n0 → 8 ∞. Similarly, when each αl is concave, for p ≤3 Theorem 2 indicates that the coefficients of the
˜αl satisfy the concave constraints when sample size is large enough. These imply that for p ≤3,
the unconstrained estimator ˜αl and the shape constrained estimator ˆαl are identical with probability
approaching 1 as n0 →∞. Therefore, ˆαl enjoys the same asymptotic properties as ˜αl. Then by
Lemma A.2, we have ∥ˆαl −αl∥= Op
p
Nn/n0 + N −p−1
n
. References [1] Charles J Stone et al. Additive regression and other nonparametric models. The annals of
Statistics, 13(2):689–705, 1985. [2] Jianhua Z Huang et al. Projection estimation in multiple regression with application to functional
anova models. The annals of statistics, 26(1):242–272, 1998. [3] Lan Xue and Lijian Yang. Additive coefficient modeling via polynomial spline. Statistica
Sinica, 16(4):1423, 2006. [4] Lu Wang and Lan Xue. Constrained polynomial spline estimation of monotone additive models. Journal of Statistical Planning and Inference, 167:27–40, 2015. [5] Ronald A DeVore and George G Lorentz. Constructive approximation, volume 303. Springer
Science & Business Media, 1993. [6] Erich Leo Lehmann. Elements of large-sample theory. Springer Science & Business Media,
2004. [7] Larry Schumaker. Spline functions: basic theory. Cambridge University Press, 2007. 9 9
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A public private partnership to fight against malaria along the Chad-Cameroon pipeline corridor: I. Baseline data on socio-anthropological aspects, knowledge, attitudes and practices of the population concerning malaria
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Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 * Correspondence: roger.moyou@yahoo.fr
1Department of Microbiology, Hematology, Parasitology & Infectious
Diseases, Faculty of Medicine & Biomedical Sciences, University of Yaoundé I,
Yaoundé, Cameroon
2Institute of Medical Research and Medicinal Plants Studies (IMPM), Yaoundé,
Cameroon
Full list of author information is available at the end of the article A public private partnership to fight against
malaria along the Chad-Cameroon pipeline
corridor: I. Baseline data on socio-anthropological
aspects, knowledge, attitudes and practices of the
population concerning malaria A public private partnership to fight against
malaria along the Chad-Cameroon pipeline
corridor: I. Baseline data on socio-anthropological
aspects, knowledge, attitudes and practices of the
population concerning malaria Roger Moyou-Somo1,2*, Paul Essomba1, Eva Songue1,3, Natacha Nsiewe Tchoubou4, Anita Ntambo5,
Huguette Ngo Hiol1, Jacques Pokam Kemajou6, Marie-José Essi5 and Pascal Millet3 RESEARCH ARTICLE Open Access * Correspondence: roger.moyou@yahoo.fr
1Department of Microbiology, Hematology, Parasitology & Infectious
Diseases, Faculty of Medicine & Biomedical Sciences, University of Yaoundé I,
Yaoundé, Cameroon
2Institute of Medical Research and Medicinal Plants Studies (IMPM), Yaoundé,
Cameroon
Full list of author information is available at the end of the article
© 2013 Moyou-Somo 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. (Continued from previous page) (Continued from previous page) Results: Interviews were conducted in 2597 households (Bipindi 399, Bélabo 835, in Meidougou 820 and Dompta
543). Whatever the study site, 50% of the heads of household were workers of the agro-pastoral sector. Most of the
heads of household were men (average 77.4% for men and 22.6% for females). The walls of households were
mostly made-up of earth blocks and access to media was low. There were significant differences between mean
ages and educational level of the heads of household. Significant differences were also observed between the
characteristics of houses and the sites located in the southern regions (Bipindi and Bélabo) and those located in the
northern regions (Meidougou and Dompta). The later household heads were younger and less educated than
those in the other regions. In most of the study sites, paracetamol was cited as the first intention drug for malaria treatment, followed by
chloroquine, a banned drug. More than half of the households studied had a correct knowledge of malaria and its
mode of transmission: 120/155 (77.1%) in Bipindi, 244/323 (74.5%) in Bélabo, 171/235 (72.8%) in Meidougou and
118/218 (54.1%) in Dompta. Fever and headache were the malaria signs/symptoms most often cited by the
households. An important percentage of pregnant women did not take any malaria prophylaxis during their last
pregnancy (up to 43.4% in Bélabo). Conclusion: In all the study sites, there were conditions that indicated the all year round transmission of malaria
(characteristics of houses and limited access to media making sensitization campaigns difficult). In general, most
households had a good knowledge of malaria and its mode of transmission. However, malaria treatment drugs
were most often inappropriate. In this study, recommendations were made in order to guide the implementation
of control measures. Keywords: Malaria, Chad-Cameroon pipeline, Knowledge, Attitudes and practices concerning malaria involved in the project. (Continued from previous page) These were the Ministry of Health/
National Malaria Control Programme beneficiary of the
project, Cameroon Oil Transportation Company (COTCO)
provider of logistics (transportation, lodging, etc.), “Exxon
Mobil” for financial support, the University of Yaoundé 1
and the University of Bordeaux 2 responsible for the oper-
ational research component, “SANOFI AVENTIS” drug
manufacturing company provider of anti-malarial drugs for
case management, “Service Medical International” (SMI)
provider of malaria kit for community use, and the
“Association Camerounaise pour le Marketing Social”
(ACMS) responsible for the implementation of control
measures (impregnated mosquito nets and malaria kits
distribution and training of community health workers
(CHW). A research component was included in the
Chad-Cameroon pipeline project in order to guide and
evaluate the control measures applied along the pipeline
corridor. This consisted of epidemiological, entomo-
logical
and
socio-anthropological
components. This
paper presents the baseline socio-anthropological data as
well as the knowledge, attitudes and practices of the local
population studied concerning malaria, its transmission,
management and prevention. Background g
Despite decades of control efforts, malaria remains a major
cause of morbidity and mortality in tropical and sub-
tropical regions of the world [1]. There are an estimated
300–500 million clinical diseases reported yearly with 90%
of them from sub-Saharan Africa, which has an estimated
1–3 million deaths annually [1]. Malaria ranks first as the
public health problem in Cameroon, representing 50% of
illness in less than five years of age. It also accounts for 40-
45% of medical consultations and 40% of annual home
income spent on health [2]. The burden of malaria perpetu-
ates poverty and reduces chances of Cameroon government
to attain the millennium goals. The Cameroon National
Malaria Control Programme of the Ministry of Health is
based on the fight against the vector by the use of impreg-
nated mosquito nets, the appropriate management of mal-
aria cases using artemisinin based combination therapy
(ACTs) and communication for changing of behaviour. Earlier studies conducted in 2006 showed that only 13% of
children below five years were sleeping under impregnated
bed nets and that 37% of pregnant women took correct
intermittent preventive treatment (IPT) during their last
pregnancy. In the same study, it was also observed that
26.2% of simple malaria cases were properly managed
using artemisinin based combination therapies [3]. The
Cameroon Oil Transportation Company (COTCO) that ex-
ploits the Chad-Cameroon pipeline along the Cameroon
territory, Initiated in 2010, a public private partnership pro-
ject to control malaria along the pipeline corridor. In order
to attain the objective of this study, some partners were Abstract Background: Malaria is ranked as the major public health problem in Cameroon, representing 50% of illness in less
than five year old children, 40-45% of medical consultation and 40% of the annual home income spent on health. The Cameroon Oil Transportation Company (COTCO) that exploits the Chad-Cameroon pipeline in Cameroon
territory, initiated in 2010, a public private partnership project to control malaria along the pipeline corridor. A
research component was included in the project so as to guide and evaluate the control measures applied in this
pipeline corridor. This study presents the baseline socio-anthropological data as well as the knowledge, attitudes
and practices of the local population concerning malaria, its transmission, management and prevention. Methods: A descriptive cross-sectional survey was undertaken in four sentinel sites (one site per ecological zone)
along the Chad-Cameroon pipeline corridor. Three structured questionnaires were used for the survey. Two of them
were addressed to the heads of households (one for census and the other to collect information concerning the
characteristics of houses and living conditions in households as well as their knowledge, attitudes and practices
concerning malaria). The last questionnaire was used to collect information on malaria management and
prevention. It was addressed to women who had delivered a living child within the past three years. Interviewers
were recruited from each village and trained for two consecutive days on how to fill the different questionnaires. All data were analysed at 5% significant level using Epi-Info, SPSS and Cs PRO 4.0 STATA. Values of p ≤0.05 were
considered statistically significant. (Continued on next page) © 2013 Moyou-Somo 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. Page 2 of 10 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Study site N°2
l b
h
l h Bélabo health area is found in the East Region which is in
the humid dense forest ecological zone of Cameroon (13°
18′E, 4°56′N). It is a town lying on the Yaoundé-Ngaoun-
déré railway line. Bélabo health area is covered by many
rivers including Sesse, Lom, Pangar, Doh yon and the
Sanaga The population is estimated at 4,330 inhabitants. Hunting, fishing and farming are the main activities of this Study design This was a cross-sectional, prospective and analytical
study. The population is estimated at 3,190 inhabitants. They
are merchants, farmers and manage cattle ranches. The
climate is tropical which is characterized by two seasons. Annual rainfall varies between 1700 and 3000 mm. Three villages (Dankali, Meidougou and Bounou) were
selected in this study site. Study site N°1
Bi i di h
l h Bipindi health area has a population estimated at 2,570 in-
habitants. Hunting, fishing and farming are the main ac-
tivities of this area. It is located in the South Region of
Cameroon near the western coast of Africa in the Atlantic
littoral evergreen forest (10°28′E, 3°07′N). Three villages
(Bipindi rural, Bidjouka and Bikalla) were selected in this
study site. Bipindi health area is in the humid forest
ecological zone with a mono-modal rainfall climate. The
annual rainfall ranges from 2,000 to 10,000 mm, being
very high where Cameroon’s volcanic massif comes close
to the coast. In general, the highest rainfall occurs be-
tween the months of July and September ranging from
400 to 500 mm and declines from about 400 mm, in the
wet season, to about 100 mm. Sentinel site N°4
D
h
l h Dompta health area, found in the North Region of
Cameroon, is situated 100 kms away from Touboro, head-
quarter of the health district (15°09′E, 71°18′N). The
population is estimated at 1,000 inhabitants. They are
farmers and manage cattle ranches. It is in the sudana-
sahelian ecological zone which is made up of the Mandara
Mountains, the far north plains and the Benue valley. The
annual rainfall ranges from 800 to 900 mm, from the
month July to October while the remaining eight months
are dry. There is a dense hydrographic network made up
of dry river beds (locally called Mayos) and permanent riv-
ers. This zone is at the risk of desertification. Three vil-
lages (Mboko, Bougoui and Bemboyo) were selected in
this study site. Study population This was made-up of heads of household or their repre-
sentatives and women who had given birth to a child
during the past three years. Study duration Data were collected during a week in each of the four
study sites. This was from the month of September 2010
for Meidougou and Dompta sites, December 2010 for
Bipindi site and March 2011 for Bélabo site. An annual average temperature of 23-25°C has been
recorded. Sentinel site N°3 Meidougou health area is located in the Adamawa
Region of Cameroon (14°13′E, 6°25′N) and classified in
the high guinea savannah ecological zone. This zone is
dominated by trees and bush savanna found in the high-
land plateau of Adamawa Region. Study sites The
Chad-Cameroon
pipeline
crosses
234
villages
from Ebomé (Atlantic Ocean) to Mbaï-Mboum (Chad-
Cameroon
border)
and
covers
a
distance
of
890
kilometers going through a variety of physical environ-
ments (tropical evergreen forest, forest-savannah, and
savannah). These physical environments have been di-
vided into four ecological zones in this study. Four
sentinel sites were
chosen according to ecological
zone (Figure 1). General objective To identify socio-anthropologic factors that affects the
persistence of malaria and determines the knowledge, at-
titudes and practices of the population, concerning mal-
aria and its transmission. Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 3 of 10 Specific objectives Specific objectives area. Six villages (Ndoumba Kanga, Bélabo, Essandjané,
Ebaka I, Yébi and Biombé) were selected in this study site. The climate is equatorial with a bimodal rainfall. It has
two dry seasons (July to August and mid-November to
mid-March) coupled with two rainy seasons (August to
mid-November and mid-March to June). An annual aver-
age temperature of 30°C has been recorded. – To identify human and environmental factors that
favour malaria endemicity, – To evaluate knowledge, attitudes and practices of
heads of households as concerns malaria, – To identify mother’s behaviour regarding the
management of febrile episodes in infants/children, – To formulate recommendations that will be used as
guidelines in the implementation of control
measures. Inclusion criteria The inhabitants included in the study were those who had
been residents in the village concerned since at least six
months and those who had given their informed consent to
participate into the study. Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 4 of 10 BIPINDI
BIPINDI
MEIDOUGOU
DOMPTA
Figure 1 Study sites along the Chad-Cameroon pipeline (Source: COTCO archives). LEGEND. Study sites. BIPINDI Figure 1 Study sites along the Chad-Cameroon pipeline (Source: COTCO archives). LEGEND. Study sites. Filling of questionnaires g
q
The interviewers, holders of at least a First School
Leaving Certificate (Primary education) were recruited
from each village with the help of community health
workers. In addition, the interviewers were expected to
speak and write the French language as well as speak the
local language. The selected interviewers were trained for
two consecutive days on how to fill the questionnaires
and on good behaviour during interviews. Each inter-
viewer received a code and was asked to write it on all
completed questionnaires and on the main door of each
corresponding household where he/she had carried out
the interview. This was to prevent duplication by another
interviewer. Three types of questionnaires were used in
this study: Ethical considerations from east to west, as well as, from the north to south in
the following manner. For a population ≤1000 inhabi-
tants, one out of two households were included while
for a population ranging from 1,001 to 2,000 inhabitants,
one out of three households were included. For a popu-
lation of more than 2,000 inhabitants, one out of four
households was selected to participate in this study. An ethical clearance was obtained from the Cameroon
National Ethical Committee (Authorization N° 040/
CNE/SE/2010 of 18/12/2010). A letter of information
was given to each selected household to read. The inter-
viewer read the letter of information in the French lan-
guage
or
translated
it
in
to
the
local
language. Households willing to participate in the study signed on
a consent form. For those unable to write their finger
print on the consent form served the purpose. However,
households were free to withdraw from the study at any
moment without any explanation. All information ob-
tained from the households was treated as confidential. Questionnaire N°2 Questionnaire N°2
This questionnaire was also addressed to heads of
households. It was used to collect information on the
living conditions in households, their knowledge, atti-
tudes and practices about malaria. c.) Distribution of ethnic groups per study site
In Bipindi, the two main ethnic groups were the
Ngoumba (60%) and the Bassa (26%) while in
Bélabo, the Bobilis ethnic group (88.4%) was the
most represented. In the two northern study sites,
the ethnic groups were the same. However, their
distribution varied from one study site to the other. Data analysis
ld d Field data were checked for validity and entered into the
computer using Microsoft Excel 2007 and Access soft-
ware. Data were analyzed at 5% significant level using
Epi-Info, SPSS Statistical packages, and Cs PRO 4.0
STATA. Values of p ≤0.05 were considered statistically
significant. Procedures Before each field collection of data, the interview sched-
ule was sent to the different village chiefs and commu-
nity health workers concerned. This was to permit them
to start sensitizing the population before the arrival of
interviewers. On arrival in each village, the administra-
tive and traditional rulers were met in order to explain
the aim and purpose of the visit and to obtain their dif-
ferent authorizations. Questionnaire N°1 Questionnaire N°1
This was addressed to heads of households and served
the purpose of a census, (list of people living in the
household, their names, ages, sex, educational level and
their relationship with the head of the household. b.)Sex distribution of household heads
In most of the study sites, the majority of heads of
households were men (52.2% in Bipindi, 84.4% in
Bélabo, 74% in Meidougou and 89.7% in Dompta). The results obtained showed that men (77.3%) were
more represented in the households than women
(22.7%). Exclusion criteria In each village of the study sites, households were ran-
domly chosen to participate in the interviews. This was
initiated from chief of village’s house and then moved The inhabitants excluded in this study were those
with uncompleted questionnaires and those who had
withdrawn their informed consents. Page 5 of 10 Page 5 of 10 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Socio-demographic characteristics Data obtained from the study showed that interviews
were conducted in 2,597 households while the census in-
dicated 14,216 inhabitants. Bipindi study site had 399
households with 2565 inhabitants, Bélabo study site had
835 households with 4,429 inhabitants, Meidougou study
site had 820 households with 4,027 inhabitants while
Dompta study site had 543 households with 3,195
inhabitants. a.) Mean age of heads of households
The mean ages (Table 1) were higher in the study
sites located in southern region (Bipindi 52 ±
16.5 yrs. and Bélabo 41 ± 18.9 yrs.) than those in the
northern regions (in Meidougou 24 ± 2.75 yrs. and
in Dompta 34 ± 13.4 yrs.). Questionnaire N°3 On the contrary, the percentage
of free union of couples decreased from Bipindi to
Dompta (Bipindi, 26.9%, Bélabo 16.7%, Meidougou
2.4% and Dompta 0.8%). Characteristics of the habitats and living conditions in the
households Questionnaire N°3 The last questionnaire was used to collect information
on malaria management and prevention. It was ad-
dressed to women who had delivered a living child
within the past three years. Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 6 of 10 Table 1 Distribution of household heads according to their ages
Age (years)
Sites
TOTAL
Bipindi N (%)
Bélabo N (%)
Meidougou N (%)
Dompta N (%)
N (%)
<20
1 (0.2)
46 (5.5)
59 (8)
20 (4)
126 (5.1)
[20-30[
24 (6.3)
187 (22.4)
197 (26.5)
110 (22.1)
518 (21.1)
[30-40[
63 (16.6)
217 (26)
146 (19.5)
131 (26.3)
557 (22.6)
[40-50[
88 (23.2)
137 (16.4)
119 (16)
75 (15.1)
419 (17)
[50 & above [
203 (53.5)
247 (29.6)
171 (23)
71 (14.3)
692 (28.1)
Do not know
(0)
1 (0.1)
53 (7)
91 (18.3)
145(5.9)
Mean age
52 ± 16.5
41 ± 18.9
24 ± 2.75
34 ± 13.4
37.74 ± 12.88
Total
379 (100)
835 (100)
745 (100)
498 (100)
2457 (100) Table 1 Distribution of household heads according to their ages southern (Bipindi, 40.7% and Bélabo 22.4%) to the
northern regions (Meidougou 14.7% and Dompta
18.9%). g.) Profession of heads of households
In most of the study sites, at least 50% of heads of
households were workers of the agro-pastoral sector
(Bipindi 53.6%, Bélabo 60.1%, Meidougou 70.5% and
Dompta 65.8%). to the Baya tribe whereas in Dompta, the Mboum
tribe was dominant (42.2% of heads households
belonged to this tribe). d.)Matrimonial status
In all the study sites, the majority of heads of
households were married (Bipindi 48%, Bélabo
48.9%, Meidougou 65.7% and Dompta 77.2%) with
an average of 59.6% (p = 0.000). The percentage of
married heads of households increased from Bipindi
study site in the south region to Dompta study site
in the north region. On the contrary, the percentage
of free union of couples decreased from Bipindi to
Dompta (Bipindi, 26.9%, Bélabo 16.7%, Meidougou
2.4% and Dompta 0.8%). d.)Matrimonial status
In all the study sites, the majority of heads of
households were married (Bipindi 48%, Bélabo
48.9%, Meidougou 65.7% and Dompta 77.2%) with
an average of 59.6% (p = 0.000). The percentage of
married heads of households increased from Bipindi
study site in the south region to Dompta study site
in the north region. Characteristics of the habitats and living conditions in the
households a.) Information concerning the habitats a.) Information concerning the habitats Four criteria were considered in their evaluations
which are the roof, the ceiling, the walls and the pres-
ence of mosquito nets on windows. Study sites located
in the southern regions had the majority of their houses
roofed with corrugated sheets (Bipindi 95.5% and Bélabo
76.1%) (Table 3). In the Savannah and Sahel regions
(Meidougou 58% and Dompta 90%) the roofs were made
up of straw. The presence of ceilings in the houses was
rare in Bipindi (13.6%) and Bélabo (10.7%). On the con-
trary, ceilings were present in Meidougou (66%) and
Dompta (84%) study sites. As regards the walls, they
were mostly made-up of earth in whatever the study site. The presence of nets on the windows was rare in the
houses of study sites located in the forest ecological
zones (Bipindi 2.2% and Bélabo 11%). In the northern
study sites, more than 30% of the houses had mosquito
nets on their windows. e.) Religion e.) Religion
It was observed that Christianity was predominant
in three study sites (Bipindi 98.2%, Bélabo 90.2%,
and Dompta 64.3%). On the contrary, Islam was
predominant in Meidougou (49.5%). f.) Educational level
In this study, the percentage of heads of households
(Table 2) who had no formal education increased
from the study sites located in the humid forest
ecological zone (Bipindi 13.3% and Bélabo 20.6%) to
those found in the savannah ecological zone
(Meidougou 51.1%) and to the study site located in
the Sahel region (Dompta 54.2%). On the other
hand, the percentage of heads of households who
had attended secondary school decreased from the b.) Presence of electricity and exposure to media Table 2 Educational level of households heads
Educational level
Bipindi
Bélabo
Meidougou
Dompta
TOTAL
N (%)
N (%)
N (%)
N (%)
N (%)
No level
51 (13.3%)
172 (20.6%)
380 (51.1%)
270 (54.2%)
873 (35.6%)
Primary
174 (46%)
470 (56.3%)
257 (34.5%)
134 (26.9%)
1035 (42.2%)
Secondary and above
154 (40.7%)
187 (22.4%)
108 (14.7%)
94 (18.9%)
543 (22.1%)
TOTAL
379 (100%)
829 (100%)
745 (100%)
498 (100%)
2451 (100%) Table 2 Educational level of households heads Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 7 of 10 Page 7 of 10 Table 3 Characteristics of houses per site
Sites
Bipindi
Bélabo
Meidougou
Dompta
TOTAL
N = 155
N = 319
N = 275
N = 150
N = 899
Roofs
- Zinc (metal sheets)
148 (95.48%)
248 (76.1%)
77 (28%)
6 (4%)
479 (53.28 %)
- Straw
4 (2.58%)
22 (6.7%)
160 (58%)
136 (90%)
322 (35.81 %)
- Raffia
3 (1.94%)
49 (15%)
38 (14%)
9 (6%)
99 (11.01 %)
Ceiling present
21 (13.55 %)
35 (10.70%)
180 (66%)
131 (84%)
367 (40.82%)
Walls
- Mud
99 (63.87%)
227 (69.60%)
275 (100%)
150 (100%)
751 (83.53 %)
- Semi cement
33 (21.29%)
35 (10.7%)
0
0
68 (7.56 %)
Windows with nets (%)
3 (2.21 %)
36 (11%)
101 (35.8%)
56 (36.1%)
196 (21.80%) Table 3 Characteristics of houses per site places (mostly from shops), in all the three other
study sites, drugs were purchased from private
pharmacies and health institutions. Traditional
healers and community health workers were rarely
cited as drug providers. In all the study sites, the presence of electricity was
rare. The highest percentage of households using electri-
city was observed in Meidougou (39%). c.) Malaria prevention This study showed that knowledge on the use of
impregnated mosquito nets was very high in all the
study sites (Bélabo 75.5%, Bipindi 90.3%, Meidougou
90.4% and Dompta 97.4%). As one goes from the
southern study sites to the northern ones, the
percentage of households owning at least an
impregnated mosquito bed net increases (from
Bipindi 37.9% to Dompta 75.2%). In addition, the
households studied (Bipindi 62.7%, Bélabo 80.9%,
Meidougou 55.7% and Dompta 72.4%) reported that
the main advantage of using an impregnated
mosquito bed net was protection against mosquito Knowledge, attitudes and practices concerning malaria a.) General knowledge of malaria
In all the study sites, more than half of the
households had a correct knowledge of malaria and
its mode of transmission [Bipindi 120/155 (77.08%),
Bélabo 244/323 (74.5%), Meidougou 171/235 (72.8%)
and Dompta 118/218 (54.1%)]. Fever and headache
were the signs/symptoms most often cited by the
households whatever the study site and convulsions
and diarrhea were the less cited (Table 4). a.) General knowledge of malaria Table 4 Knowledge of signs and symptoms of malaria
Sites
Nb (%)
Signs/
symptoms
Bipindi
Bélabo
Meidougou Dompta TOTAL
N
155
323
235
218
931
Fever
43
(27.7%)
263
(80.7%)
48 (20.3%)
53
(24.1%)
407
(43.7%)
Headache
41
(26.4%)
235
(72.1%)
52 (21.9%)
48 (22%) 376
(40.3%)
Anorexia
17
(11.1%)
237
(72.7%)
13 (5.4%)
13 (6%)
280
(30%)
Vomiting
16
(10.1%)
205
(62.9%)
36 (15.5%)
21
(9.5%)
278
(29.8%)
Convulsions
1 (0.7%)
73
(22.4%)
4 (1.5%)
5 (2%)
83 (8.9%)
Diarrhea
2 (1.5%)
73
(22.4%)
6 (2.5%)
5 (2.5%)
85 (9.1%)
Joint pains
16
(10.3%)
113
(34.7%)
24 (10.2%)
32
(14.7%)
185
(19.8%)
Sweating/
Shivering
-
137
(42.41%)
35 (15%)
29
(13.3%)
201
(21.5%) Table 4 Knowledge of signs and symptoms of malaria b.)Management of fever and malaria
Mothers were asked if one of their children had
fever/malaria during the last two weeks before the
interview. More than 1/3 of the mothers answered
positive while a majority sort for appropriate care
within 48 hrs from the onset of fever. In most of the
study sites, paracetamol was cited as the first
intention drug for malaria treatment followed by
chloroquine which is a banned drug in Cameroon. Only a few mothers from Bipindi (8.8%), Dompta
(5.8%) and Meidougou (1.4%) knew about
artemisinin based combination therapies (ACTs), the
drug combinations recommended by the Ministry of
Health (Figure 2). The places from where malaria
drugs were purchased varied from one study site to
another. Except for Dompta where 65% of
households purchased drugs from inappropriate b.)Management of fever and malaria
Mothers were asked if one of their children had
fever/malaria during the last two weeks before the
interview. More than 1/3 of the mothers answered
positive while a majority sort for appropriate care
within 48 hrs from the onset of fever. In most of the
study sites, paracetamol was cited as the first
intention drug for malaria treatment followed by
chloroquine which is a banned drug in Cameroon. e.) Religion In general, more
than 40% of households had a radio in all the study sites
except in the Bélabo study site where only 28.3% had
this communication tool. During this study, television
sets were found in of homes in Bipindi (18.06%), in
Bélabo (23.30%), Meidougou (6.50%) and less in Dompta
(0.6%) households. Except in Bélabo where 51.2% house-
holds had a mobile phone, this communication tool was
used by less than 50% of households in all the other
study sites. However, the signal was most often weak. Knowledge, attitudes and practices concerning malaria Only a few mothers from Bipindi (8.8%), Dompta
(5.8%) and Meidougou (1.4%) knew about
artemisinin based combination therapies (ACTs), the
drug combinations recommended by the Ministry of
Health (Figure 2). The places from where malaria
drugs were purchased varied from one study site to
another. Except for Dompta where 65% of
households purchased drugs from inappropriate Page 8 of 10 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 obtained from the National Demographic and Health
Survey which indicated that 76% of heads of Cameroonian
households were men [9,10]. Similar results have also
been reported in previous studies [4,8]. In Bipindi and
Bélabo study sites, less than 50% of the heads of house-
holds were married while in
the
northern regions
(Meidougou and Dompta study sites) more than 60% of
the heads of households were married. The discrepancy
between the southern and northern regions could be ex-
plained by the fact that generally in the south, the Bantu
and semi-Bantu cultures are predominant while in the
northern regions it is the Sudanese and the Hamite cul-
ture [11]. In previous studies, the proportion of heads of
households who were married varied from one study site
to another with respect to the local culture [4,5,12]. In all
the survey sites, most of the heads of households carried
out an agro-pastoral activity. This may be due to the fact
that the study was conducted in rural zones and the
households were sedentary. Other studies carried out in
rural zones have also showed that agro-pastoral activities
were dominant in this type of setting [4,5,13]. In the
Bipindi study site, Ngoumba and Bassa were the majority
ethnic groups while in the Bélabo study site; the Bobilis
were the dominant tribe. However, in Meiganga and
Dompta study sites, it was the Baya, the Fulbé and the
Mboum ethnic groups. These observations correspond to
the distribution of ethnic groups in Cameroon [10]. These
local languages could be used in planning sensitization
messages. The level of educational is an important factor
which contributes to the improvement of living conditions
and it affects procreative behaviour, health and hygienic
habits of a population [14]. It was observed that the per-
centage of illiterate heads of households increases from
the south to the north region. The North Regions had the
highest level of illiteracy (Meidougou 51.0% and Dompta
54.2%). Limitations of the study During this study, due to transportation problems during
the rainy season and the nature of the roads at this period
of the year, certain field trips had to be rescheduled. In
addition, the questionnaires did not contain a section to
determine the correctness of the local language transla-
tion given by the interviewers. This shortcoming could
have introduced a bias in the data collected. Knowledge, attitudes and practices concerning malaria This result corroborates those reported in the
National Demographic and Health Survey [9] and indi-
cates that the Northern Region of Cameroon has the least
level of education despite the government efforts. 44.5%
44.5%
8.8%
42.90%
3.30%
0%
38%
62.0%
17.2%
1.4%
6.20%
50.0%
11.5%
5.8%
13.5%
0.0%
10.0%
20.0%
30.0%
40.0%
50.0%
60.0%
70.0%
80.0%
90.0%
100.0%
Paracetamol
Chloroquine
ACT
Don't know
Bipindi
Bélabo
Meidougou
Dompta
Figure 2 Drugs used for malaria treatment. Figure 2 Drugs used for malaria treatment. bites. Hence, the protection against malaria and
other diseases was reported by households (Bélabo,
65.1%, Meidougou 42.6%, Bipindi 37.2% and Dompta
27.1%). The three disadvantages of impregnated
mosquito bed nets frequently reported by the
households were heat, feeling of being suffocated
and high cost. Whatever the study site, an important
percentage of pregnant women did not take any
prevention against malaria during their last
pregnancy (Bélabo 43.4%). However, it was observed
that some of women continue to take chloroquine
(Bipindi 50%). The percentage of women who had
taken, at least, one dose of recommended
Sulfadoxin-pyrimethamin Oral (give in full) is low,
ranging from 19.5 to 50%. bites. Hence, the protection against malaria and
other diseases was reported by households (Bélabo,
65.1%, Meidougou 42.6%, Bipindi 37.2% and Dompta
27.1%). The three disadvantages of impregnated
mosquito bed nets frequently reported by the
households were heat, feeling of being suffocated
and high cost. Whatever the study site, an important
percentage of pregnant women did not take any
prevention against malaria during their last
pregnancy (Bélabo 43.4%). However, it was observed
that some of women continue to take chloroquine
(Bipindi 50%). The percentage of women who had
taken, at least, one dose of recommended
Sulfadoxin-pyrimethamin Oral (give in full) is low,
ranging from 19.5 to 50%. Socio-demographic characteristics households had electricity, in the other study sites, the
percentage of households (16%) that had electricity was
higher than those reported for rural zones in Cameroon
[9]. Data concerning exposure to the media are important
for the broadcasting of information and educative pro-
grams. The presence of a TV set in households varied
from 0.6% in Dompta to 23.3% in Bélabo. However, 28 to
56% of households had radios though the signals were
weak. Mobile phones were also present in 29 to 51% of
the households. In order to reach the maximum of people
in the community, sensitization programs on the fight
against malaria or any other disease could combine many
communication tools such as radio spots, mobile phone
messages, focus group discussion using French and local
languages. Knowledge, attitudes and practices concerning malaria a.) General knowledge of malaria
In this study, most of the households had a good
knowledge of malaria and its transmission and they
(653/931; 70.1%) correctly associated malaria to
mosquito bites. These results corroborate those
reported for a rural zone in Swaziland [4]. However,
they are low when compared to those reported
(99 and 75.9%) for Douala, the biggest city in
Cameroon [17,18]. In Yaoundé, the capital city of
Cameroon, the percentage was also higher (88.8%)
than those found in the present study [18]. These
differences are probably due to the fact that Douala
and Yaoundé are big cities whereas this study was
carried out in rural areas. In an urban community of
south western Nigeria, 93.2% of households
recognized mosquito bites as the cause of malaria
[19]. In the present study, knowledge of malaria was
independent of the level of education. This
observation differs from that obtained in Ndu
community of the North West region of Cameroon,
where it was reported that the level of education
was a significant indicator of malaria knowledge
[20]. The most cited signs and symptoms of malaria
were fever and headache regardless of the study site. This is consistent with those of a study conducted in
Swaziland [4]. Chloroquine, a banned drug, was used by almost
50% of pregnant women for malaria prevention. In
addition, 30 to 60% of women did not receive any
malaria prevention. It was reported that 47% of
pregnant women received drugs for malaria
prevention during their last pregnancy, but the
distribution rates varied from one zone to another
[9]. In the Center and South regions, up to 70% of
pregnant women took malaria prevention against
32% in the Adamawa and North regions. In the
present study, the same pattern of distribution of
women who received malaria prevention during
their last pregnancy was observed. Socio-demographic characteristics In Dompta, one of Cameroon Oil
Transportation Company’s that has pumping
stations, impregnated mosquito nets are distributed
to workers and to the entire community. However,
there exist some myths about impregnated mosquito
nets that limit its use (heat under the nets, feeling of
being suffocated, etc.). These ideas should be
removed from sensitization campaigns. Since 2004,
the Cameroon government has adopted sulfadoxin-
pyrimethamin (SP) for the intermittent preventive
treatment of malaria in pregnant women. Chloroquine, a banned drug, was used by almost
50% of pregnant women for malaria prevention. In
addition, 30 to 60% of women did not receive any
malaria prevention. It was reported that 47% of
pregnant women received drugs for malaria
prevention during their last pregnancy, but the
distribution rates varied from one zone to another
[9]. In the Center and South regions, up to 70% of
pregnant women took malaria prevention against
32% in the Adamawa and North regions. In the
present study, the same pattern of distribution of
women who received malaria prevention during
their last pregnancy was observed. 2002, many households declared that they still used
it both for malaria treatment and prevention. However, artesunate-amodiaquine, the ACT
recommended by the MoH, is used by very few
people. It was also observed that the behavior of in
households depended on the closeness of their
homes to health facilities. Households living near a
health facility had the tendency to buy antimalarial
drugs from this structure whereas those living far
away had the tendency to go to the nearest shops
and street vendors. The percentage of households
that own at least one impregnated mosquito net
increased gradually from the south to the north. In
Meidougou study site, due to the presence of many
refugee camps, several NGOs have included in their
activities the distribution of impregnated mosquito
net which is often also distributed to the local
population. In Dompta, one of Cameroon Oil
Transportation Company’s that has pumping
stations, impregnated mosquito nets are distributed
to workers and to the entire community. However,
there exist some myths about impregnated mosquito
nets that limit its use (heat under the nets, feeling of
being suffocated, etc.). These ideas should be
removed from sensitization campaigns. Since 2004,
the Cameroon government has adopted sulfadoxin-
pyrimethamin (SP) for the intermittent preventive
treatment of malaria in pregnant women. Socio-demographic characteristics Most of the roofs of households in Bipindi and Bélabo
study sites were made up of corrugated sheets while those
of Meidougou and Dompta study sites were of straw. Ceil-
ings were most often absent in Bipindi and Bélabo study
site houses while it was present in Meidougou (66%) and
Dompta (84%) houses. The majority of walls were of earth
blocks which do not permit the retention of insecticides
usually used [15,16]. In all the study sites, it was observed
that the characteristics of the habitats favored human-
mosquito contact. The highest percentage of electricity
supply was noted in Meidougou (39%) and Bipindi
(29%) households. Except for Dompta, where only 15% of In this study, 2597 heads of households were interviewed
in the four selected study sites. Earlier studies used sample
sizes that varied from one study to the other [4-8]. The
mean ages of the households varied from 24 years in
Dompta to 52 years in Bipindi. In the study sites located
in the northern region of Cameroon, the heads of house-
holds were younger than in the sites located in the south-
ern region. This variability in the mean ages could be due
to differences in the local culture of the heads of house-
holds [9]. It was observed that most of the household
heads were men. This observation corroborates the results Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 9 of 10 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 2002, many households declared that they still used
it both for malaria treatment and prevention. However, artesunate-amodiaquine, the ACT
recommended by the MoH, is used by very few
people. It was also observed that the behavior of in
households depended on the closeness of their
homes to health facilities. Households living near a
health facility had the tendency to buy antimalarial
drugs from this structure whereas those living far
away had the tendency to go to the nearest shops
and street vendors. The percentage of households
that own at least one impregnated mosquito net
increased gradually from the south to the north. In
Meidougou study site, due to the presence of many
refugee camps, several NGOs have included in their
activities the distribution of impregnated mosquito
net which is often also distributed to the local
population. Author details
1 1Department of Microbiology, Hematology, Parasitology & Infectious
Diseases, Faculty of Medicine & Biomedical Sciences, University of Yaoundé I,
Yaoundé, Cameroon. 2Institute of Medical Research and Medicinal Plants
Studies (IMPM), Yaoundé, Cameroon. 3University of Bordeaux 2, Victor
Ségalen, 146 rue Leo Saignat, 33076, Bordeaux, France. 4East Regional
Hospital, Bertoua, Cameroon. 5Department of Public Health, Faculty of
Medicine & Biomedical Sciences, University of Yaoundé I, Yaoundé,
Cameroon. 6National Institute of Cartography, Yaoundé, Cameroon. 21. World Health organization: The Roll Back Malaria strategy for improving
access to treatment through home management of malaria; 2005:54. www.who.int, Consulted on September 19, 2013. Authors’ contributions RMS, PE, PM and ES planned the study design. RMS, ES, JPK, NNT, HNH and
AN performed field activities. ES and RMS drafted the manuscript. All authors
read and approved the final manuscript. 17. Chambon R, Lemardeley P, Louis FJ, Foumane V, Louis JP: Knowledge,
attitudes, and practices of population faced with culicidea nuisance:
results of six Surveys taken in Cameroun in 1994. Bulletin de la Société de
Pathologie exotique 1997, 90(5):364–369. Competing interests 16. Etang J, Nwane P, Mbida JA, Piameu M, Manga B, Souop D,
Awono-Ambene P: Variations of insecticide residual bio efficacy on
different types of walls: result from a community based trial in South
Cameroon. Malar J 2011, 10:333. p
g
The authors declare that they have no competing interests. Conclusions Seconde enquête sur l’emploi et le secteur informel au Cameroun. Rapport
principal; 2011:155. www.statistics-cameroon.org, Consulted on
September 19, 2013. 9. National demographic and health survey; 2005:319. www.statistics-cameroon. org, Consulted on September 09, 2011. 10. Seconde enquête sur l’emploi et le secteur informel au Cameroun. Rapport
principal; 2011:155. www.statistics-cameroon.org, Consulted on
September 19, 2013. 10. Seconde enquête sur l’emploi et le secteur informel au Cameroun. Rapport
principal; 2011:155. www.statistics-cameroon.org, Consulted on
September 19, 2013. – that sensitization messages should insist on the
drugs recommended by the MoH for malaria
treatment and prevention, 11. Institut National de la Statistique du Cameroun: Enquêtes post campagne sur
l’utilisation des moustiquaires imprégnées d’insecticides à longue durée d’action
(EPC-Milda); 2013:81. http://www.scbutatistics-cameroon.org/downloads/
MILDA/MILDA-Rapport-complet.pdf
consulted on October 28, 2013. – that along the pipeline corridor, indoor spraying
should not be used as an anti-vectorial control
method, 12. Ahorlu CK, Dunyo SK, Afari EA, Koram KA, Nkrumah FK: Malaria-related
beliefs and behaviour in southern Ghana: implications for treatment,
prevention and control. Trop Med Int Health 1997, 2:488–499. 13. Nuwaha F: People’s perception of malaria in Mbarara, Uganda. Trop Med
Int Health 2002, 7:462–470. – that during sensitization campaigns, the myth about
impregnated mosquito nets that limit its use (heat
under the nets, feeling of being suffocated, etc.). These ideas should be rolled out 14. Dauletova GS, Karp LL, Absattarova KS: The indicators of reproductive
behavior in young families as a criterion of the social and economic
level of the society in Kazakhstan. Iran J Public Health 2012, 41(4):19–25. 15. World Health organization: Indoor residual spraying: an operational manual
for indoor residual spraying for malaria transmission control and elimination;
2013:116. www.who.int. Consulted on September 19, 2013. Competing interests
h
h
d
l
h Acknowledgements 18. Ndo C, Menze-Djantio B, Antonio-Nkondjio C: Awareness, attitudes and
prevention of malaria in the cities of Douala and Yaoundé (Cameroon). Parasite Vectors 2011, 4:181. This study was granted by Exxon Mobil Foundation. The authors are grateful
to COTCO and other project partners, as well as to the community members,
the local data collectors (DC), health facilities personnel for their various
contributions in the study. Also, we are thankful to Mr. Franklin Sidenou for
data analysis and to Dr. Tom Agbor Egbe for reviewing the manuscript. 19. Adedotum AB, Morenikeji OA, Odaibo AB: Knowledge, attitude and
practices about malaria in an urban community in South western
Nigeria. J Vector Borne Dis 2010, 47(3):155–159. 20. Nsagha Shey D, Njunda Longdoh A, Kamga Fouamno L, Assob Nguelia C,
Wiysongue Shey C, Nsagha Mboshi S, et al: Knowledge and practices
relating to malaria in Ndu community of Cameroon. Signs and
symptoms, causes and prevention. J Public Health Epidemiol 2011,
3(6):294–300. References 1. World Health organization: the African malaria report: WHO regional office
for Africa; 2009. www.who.int/malaria/world_report_2009 consulted on
October 28, 2013. 2. Ministry of Public Health: le point de la lutte contre le paludisme en; 2008. Rapport de progrès N°2. www.minsante-gov-cm, consulted on
Sept.16th 2011. 2. Ministry of Public Health: le point de la lutte contre le paludisme en; 2008. Rapport de progrès N°2. www.minsante-gov-cm, consulted on
Sept.16th 2011. Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: doi:10.1186/1471-2458-13-1023 Cite this article as: Moyou-Somo et al.: A public private partnership to
fight against malaria along the Chad-Cameroon pipeline corridor: I. Baseline data on socio-anthropological aspects, knowledge, attitudes
and practices of the population concerning malaria. BMC Public Health
2013 13:1023. Cite this article as: Moyou-Somo et al.: A public private partnership to
fight against malaria along the Chad-Cameroon pipeline corridor: I. Baseline data on socio-anthropological aspects, knowledge, attitudes
and practices of the population concerning malaria. BMC Public Health
2013 13:1023. Received: 13 March 2013 Accepted: 8 October 2013
Published: 29 October 2013 Received: 13 March 2013 Accepted: 8 October 2013
Published: 29 October 2013 Conclusions b.)Malaria management and prevention
It was observed that the time lapse between the
onset of fever in children and that to seek care by
mothers was 48 hours. However, this is an
acceptable time lapse though the ideal should be
12–24 hours [21]. In all the study sites, the
therapeutic means used to treat malaria were not
always appropriate. Paracetamol was the first
intention drug followed by chloroquine. Though the
later was banned in the Cameroonian market, since b.)Malaria management and prevention
It was observed that the time lapse between the
onset of fever in children and that to seek care by
mothers was 48 hours. However, this is an
acceptable time lapse though the ideal should be
12–24 hours [21]. In all the study sites, the
therapeutic means used to treat malaria were not
always appropriate. Paracetamol was the first
intention drug followed by chloroquine. Though the
later was banned in the Cameroonian market, since In this study, it was observed that there is a discrepancy
in almost all the indicators (ethnic groups distribution,
ages and the level of education of heads of households,
characteristics of the households, etc.), between the study
sites located in the southern region (Bipindi and Bélabo)
and those located in the northern regions (Meidougou
and Dompta). From the results obtained, the following recommenda-
tions were made in order to serve as a guide in the con-
trol of malaria: Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Moyou-Somo et al. BMC Public Health 2013, 13:1023
http://www.biomedcentral.com/1471-2458/13/1023 Page 10 of 10 – that sensitization programs on the fight against
malaria or any other disease could combine many
communication tools such as radio spots, mobile
phone messages, focus group discussions using
French, the official language in the study sites and
local languages of the major ethnic groups, – that sensitization programs on the fight against
malaria or any other disease could combine many
communication tools such as radio spots, mobile
phone messages, focus group discussions using
French, the official language in the study sites and
local languages of the major ethnic groups, 8. Sudan MF, Gayoum FG, El-Amin, El-Rayah, Hayder AG, El-Karim A:
Knowledge, practices and perceptions which affects acquiring malaria in
man-made malarious area in Khartoum State, Uganda. Malar J 2005, 7:69. 9. National demographic and health survey; 2005:319. www.statistics-cameroon. org, Consulted on September 09, 2011. 10. Submit your next manuscript to BioMed Central
and take full advantage of: 3. Malaria indicators cluster survey (MICS): Malaria indicators cluster survey
(MICS); 2006. www.childinfo.org. consulted March 21st 2011. 3. Malaria indicators cluster survey (MICS): Malaria indicators cluster survey
(MICS); 2006. www.childinfo.org. consulted March 21st 2011. 4. Hlongwana KW, Mabaso ML, Kunene S, Govender D, Maharaj R: Community
knowledge, attitudes and practices (KAP) on malaria in Swaziland: a
country earmarked for malaria elimination. Malar J 2009, 8(29):1–8. • Convenient online submission • Thorough peer review 5. Paulander J, Olsson H, Lemma H, Getachew A, San Sebastian M: Knowledge
attitude and practice about malaria in rural Tigray, Ethiopia. Global Health
Action 2008, 2:43–44. 6. Ehrum WO, Abbani EO, Adesanya SO: Malaria prevention, knowledge,
attitudes and practices in Southwestern Nigerian community. Afr J
Biomed Res 2005, 8:25–29. 7. Nana H: le paludisme dans le bassin du Nyong-Sanaga : connaissances et
stratégies de lutte. Yaoundé: Mémoire du diplôme d’ingénieur d’application
de la statistique ISSEA; 2008. Submit your manuscript at
www.biomedcentral.com/submit
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